id	sid	tid	token	lemma	pos
ajeer-222	1	1	asian	asian	PROPN
ajeer-222	1	2	journal	journal	PROPN
ajeer-222	1	3	of	of	ADP
ajeer-222	1	4	economics	economic	NOUN
ajeer-222	1	5	and	and	CCONJ
ajeer-222	1	6	empirical	empirical	ADJ
ajeer-222	1	7	research	research	NOUN
ajeer-222	1	8	issn(e	issn(e	PROPN
ajeer-222	1	9	)	)	PUNCT
ajeer-222	1	10	:	:	PUNCT
ajeer-222	1	11	2409	2409	NUM
ajeer-222	1	12	-	-	SYM
ajeer-222	1	13	2622	2622	NUM
ajeer-222	1	14	issn(p	issn(p	PROPN
ajeer-222	1	15	)	)	PUNCT
ajeer-222	1	16	:	:	PUNCT
ajeer-222	1	17	2518	2518	NUM
ajeer-222	1	18	-	-	PUNCT
ajeer-222	1	19	010x	010x	NUM
ajeer-222	1	20	vol	vol	NOUN
ajeer-222	1	21	.	.	PROPN
ajeer-222	2	1	3	3	NUM
ajeer-222	2	2	,	,	PUNCT
ajeer-222	2	3	no	no	INTJ
ajeer-222	2	4	.	.	NOUN
ajeer-222	2	5	2	2	NUM
ajeer-222	2	6	,	,	PUNCT
ajeer-222	2	7	145	145	NUM
ajeer-222	2	8	-	-	SYM
ajeer-222	2	9	155	155	NUM
ajeer-222	2	10	,	,	PUNCT
ajeer-222	2	11	2016	2016	NUM
ajeer-222	2	12	http://asianonlinejournals.com/index.php/ajeer	http://asianonlinejournals.com/index.php/ajeer	NOUN
ajeer-222	2	13	145	145	NUM
ajeer-222	2	14	impact	impact	NOUN
ajeer-222	2	15	of	of	ADP
ajeer-222	2	16	milk	milk	NOUN
ajeer-222	2	17	marketing	marketing	NOUN
ajeer-222	2	18	channel	channel	NOUN
ajeer-222	2	19	choice	choice	NOUN
ajeer-222	2	20	decision	decision	NOUN
ajeer-222	2	21	on	on	ADP
ajeer-222	2	22	income	income	NOUN
ajeer-222	2	23	,	,	PUNCT
ajeer-222	2	24	employment	employment	NOUN
ajeer-222	2	25	and	and	CCONJ
ajeer-222	2	26	breeding	breeding	NOUN
ajeer-222	2	27	technologies	technology	NOUN
ajeer-222	2	28	among	among	ADP
ajeer-222	2	29	dairy	dairy	NOUN
ajeer-222	2	30	farmer	farmer	NOUN
ajeer-222	2	31	households	household	NOUN
ajeer-222	2	32	in	in	ADP
ajeer-222	2	33	kericho	kericho	PROPN
ajeer-222	2	34	county	county	PROPN
ajeer-222	2	35	,	,	PUNCT
ajeer-222	2	36	kenya	kenya	PROPN
ajeer-222	2	37	elijah	elijah	PROPN
ajeer-222	2	38	k.	k.	PROPN
ajeer-222	3	1	ng’eno1	ng’eno1	ADJ
ajeer-222	3	2	1	1	NUM
ajeer-222	3	3	university	university	NOUN
ajeer-222	3	4	of	of	ADP
ajeer-222	3	5	kabianga	kabianga	PROPN
ajeer-222	3	6	,	,	PUNCT
ajeer-222	3	7	department	department	NOUN
ajeer-222	3	8	of	of	ADP
ajeer-222	3	9	agricultural	agricultural	ADJ
ajeer-222	3	10	biosystems	biosystem	NOUN
ajeer-222	3	11	and	and	CCONJ
ajeer-222	3	12	economics	economic	NOUN
ajeer-222	3	13	,	,	PUNCT
ajeer-222	3	14	kericho	kericho	PROPN
ajeer-222	3	15	,	,	PUNCT
ajeer-222	3	16	kenya	kenya	PROPN
ajeer-222	3	17	and	and	CCONJ
ajeer-222	3	18	phd	phd	NOUN
ajeer-222	3	19	student	student	NOUN
ajeer-222	3	20	,	,	PUNCT
ajeer-222	3	21	moi	moi	PROPN
ajeer-222	3	22	university	university	PROPN
ajeer-222	3	23	,	,	PUNCT
ajeer-222	3	24	eldoret	eldoret	PROPN
ajeer-222	3	25	,	,	PUNCT
ajeer-222	3	26	kenya	kenya	PROPN
ajeer-222	3	27	abstract	abstract	NOUN
ajeer-222	3	28	the	the	DET
ajeer-222	3	29	study	study	NOUN
ajeer-222	3	30	examined	examine	VERB
ajeer-222	3	31	the	the	DET
ajeer-222	3	32	impact	impact	NOUN
ajeer-222	3	33	of	of	ADP
ajeer-222	3	34	milk	milk	NOUN
ajeer-222	3	35	marketing	marketing	NOUN
ajeer-222	3	36	channel	channel	NOUN
ajeer-222	3	37	choice	choice	NOUN
ajeer-222	3	38	decisions	decision	NOUN
ajeer-222	3	39	on	on	ADP
ajeer-222	3	40	dairy	dairy	NOUN
ajeer-222	3	41	farmer	farmer	NOUN
ajeer-222	3	42	household	household	NOUN
ajeer-222	3	43	income	income	NOUN
ajeer-222	3	44	,	,	PUNCT
ajeer-222	3	45	employment	employment	NOUN
ajeer-222	3	46	and	and	CCONJ
ajeer-222	3	47	breed	breed	NOUN
ajeer-222	3	48	technologies	technology	NOUN
ajeer-222	3	49	among	among	ADP
ajeer-222	3	50	dairy	dairy	NOUN
ajeer-222	3	51	farmer	farmer	NOUN
ajeer-222	3	52	households	household	NOUN
ajeer-222	3	53	in	in	ADP
ajeer-222	3	54	kericho	kericho	PROPN
ajeer-222	3	55	county	county	PROPN
ajeer-222	3	56	.	.	PUNCT
ajeer-222	4	1	data	datum	NOUN
ajeer-222	4	2	was	be	AUX
ajeer-222	4	3	collected	collect	VERB
ajeer-222	4	4	from	from	ADP
ajeer-222	4	5	432	432	NUM
ajeer-222	4	6	dairy	dairy	NOUN
ajeer-222	4	7	farmer	farmer	NOUN
ajeer-222	4	8	households	household	NOUN
ajeer-222	4	9	using	use	VERB
ajeer-222	4	10	multistage	multistage	NOUN
ajeer-222	4	11	cluster	cluster	NOUN
ajeer-222	4	12	sampling	sample	VERB
ajeer-222	4	13	technique	technique	NOUN
ajeer-222	4	14	.	.	PUNCT
ajeer-222	5	1	both	both	DET
ajeer-222	5	2	primary	primary	ADJ
ajeer-222	5	3	and	and	CCONJ
ajeer-222	5	4	secondary	secondary	ADJ
ajeer-222	5	5	data	datum	NOUN
ajeer-222	5	6	were	be	AUX
ajeer-222	5	7	used	use	VERB
ajeer-222	5	8	in	in	ADP
ajeer-222	5	9	the	the	DET
ajeer-222	5	10	analysis	analysis	NOUN
ajeer-222	5	11	.	.	PUNCT
ajeer-222	6	1	processing	processing	NOUN
ajeer-222	6	2	and	and	CCONJ
ajeer-222	6	3	analysis	analysis	NOUN
ajeer-222	6	4	of	of	ADP
ajeer-222	6	5	survey	survey	NOUN
ajeer-222	6	6	data	datum	NOUN
ajeer-222	6	7	was	be	AUX
ajeer-222	6	8	carried	carry	VERB
ajeer-222	6	9	out	out	ADP
ajeer-222	6	10	using	use	VERB
ajeer-222	6	11	stata	stata	NOUN
ajeer-222	6	12	version	version	NOUN
ajeer-222	6	13	12	12	NUM
ajeer-222	6	14	.	.	PUNCT
ajeer-222	7	1	multivariate	multivariate	NOUN
ajeer-222	7	2	probit	probit	NOUN
ajeer-222	7	3	and	and	CCONJ
ajeer-222	7	4	propensity	propensity	NOUN
ajeer-222	7	5	score	score	NOUN
ajeer-222	7	6	matching	matching	NOUN
ajeer-222	7	7	was	be	AUX
ajeer-222	7	8	used	use	VERB
ajeer-222	7	9	in	in	ADP
ajeer-222	7	10	data	datum	NOUN
ajeer-222	7	11	analyse	analyse	NOUN
ajeer-222	7	12	.	.	PUNCT
ajeer-222	8	1	propensity	propensity	NOUN
ajeer-222	8	2	score	score	NOUN
ajeer-222	8	3	matching	matching	NOUN
ajeer-222	8	4	was	be	AUX
ajeer-222	8	5	also	also	ADV
ajeer-222	8	6	used	use	VERB
ajeer-222	8	7	to	to	PART
ajeer-222	8	8	account	account	VERB
ajeer-222	8	9	for	for	ADP
ajeer-222	8	10	selection	selection	NOUN
ajeer-222	8	11	bias	bias	NOUN
ajeer-222	8	12	.	.	PUNCT
ajeer-222	9	1	matching	match	VERB
ajeer-222	9	2	results	result	NOUN
ajeer-222	9	3	show	show	VERB
ajeer-222	9	4	that	that	SCONJ
ajeer-222	9	5	the	the	DET
ajeer-222	9	6	average	average	ADJ
ajeer-222	9	7	effect	effect	NOUN
ajeer-222	9	8	of	of	ADP
ajeer-222	9	9	the	the	DET
ajeer-222	9	10	farmer	farmer	NOUN
ajeer-222	9	11	household	household	NOUN
ajeer-222	9	12	that	that	PRON
ajeer-222	9	13	sold	sell	VERB
ajeer-222	9	14	milk	milk	NOUN
ajeer-222	9	15	to	to	ADP
ajeer-222	9	16	commercial	commercial	ADJ
ajeer-222	9	17	buyers	buyer	NOUN
ajeer-222	9	18	had	have	VERB
ajeer-222	9	19	higher	high	ADJ
ajeer-222	9	20	probability	probability	NOUN
ajeer-222	9	21	of	of	ADP
ajeer-222	9	22	obtaining	obtain	VERB
ajeer-222	9	23	kenya	kenya	NOUN
ajeer-222	9	24	shillings	shilling	NOUN
ajeer-222	9	25	16.00	16.00	NUM
ajeer-222	9	26	per	per	ADP
ajeer-222	9	27	day	day	NOUN
ajeer-222	9	28	as	as	SCONJ
ajeer-222	9	29	compared	compare	VERB
ajeer-222	9	30	to	to	ADP
ajeer-222	9	31	households	household	NOUN
ajeer-222	9	32	that	that	PRON
ajeer-222	9	33	did	do	AUX
ajeer-222	9	34	not	not	PART
ajeer-222	9	35	sell	sell	VERB
ajeer-222	9	36	milk	milk	NOUN
ajeer-222	9	37	to	to	ADP
ajeer-222	9	38	commercial	commercial	ADJ
ajeer-222	9	39	buyer	buyer	NOUN
ajeer-222	9	40	.	.	PUNCT
ajeer-222	10	1	while	while	SCONJ
ajeer-222	10	2	selling	sell	VERB
ajeer-222	10	3	through	through	ADP
ajeer-222	10	4	commercial	commercial	ADJ
ajeer-222	10	5	milk	milk	NOUN
ajeer-222	10	6	buyers	buyer	NOUN
ajeer-222	10	7	had	have	VERB
ajeer-222	10	8	significant	significant	ADJ
ajeer-222	10	9	positive	positive	ADJ
ajeer-222	10	10	effect	effect	NOUN
ajeer-222	10	11	on	on	ADP
ajeer-222	10	12	farmer	farmer	NOUN
ajeer-222	10	13	welfare	welfare	NOUN
ajeer-222	10	14	,	,	PUNCT
ajeer-222	10	15	majority	majority	NOUN
ajeer-222	10	16	of	of	ADP
ajeer-222	10	17	dairy	dairy	NOUN
ajeer-222	10	18	farmers	farmer	NOUN
ajeer-222	10	19	were	be	AUX
ajeer-222	10	20	hesitant	hesitant	ADJ
ajeer-222	10	21	to	to	PART
ajeer-222	10	22	engage	engage	VERB
ajeer-222	10	23	with	with	ADP
ajeer-222	10	24	them	they	PRON
ajeer-222	10	25	.	.	PUNCT
ajeer-222	11	1	milk	milk	NOUN
ajeer-222	11	2	buyers	buyer	NOUN
ajeer-222	11	3	value	value	VERB
ajeer-222	11	4	security	security	NOUN
ajeer-222	11	5	in	in	ADP
ajeer-222	11	6	supply	supply	NOUN
ajeer-222	11	7	which	which	PRON
ajeer-222	11	8	comes	come	VERB
ajeer-222	11	9	from	from	ADP
ajeer-222	11	10	trusted	trust	VERB
ajeer-222	11	11	relationships	relationship	NOUN
ajeer-222	11	12	and	and	CCONJ
ajeer-222	11	13	contracts	contract	NOUN
ajeer-222	11	14	.	.	PUNCT
ajeer-222	12	1	establishing	establish	VERB
ajeer-222	12	2	such	such	ADJ
ajeer-222	12	3	relationships	relationship	NOUN
ajeer-222	12	4	is	be	AUX
ajeer-222	12	5	in	in	ADP
ajeer-222	12	6	the	the	DET
ajeer-222	12	7	long	long	ADJ
ajeer-222	12	8	-	-	PUNCT
ajeer-222	12	9	term	term	NOUN
ajeer-222	12	10	interest	interest	NOUN
ajeer-222	12	11	of	of	ADP
ajeer-222	12	12	the	the	DET
ajeer-222	12	13	dairy	dairy	NOUN
ajeer-222	12	14	farmer	farmer	NOUN
ajeer-222	12	15	.	.	PUNCT
ajeer-222	13	1	therefore	therefore	ADV
ajeer-222	13	2	,	,	PUNCT
ajeer-222	13	3	to	to	PART
ajeer-222	13	4	improve	improve	VERB
ajeer-222	13	5	farmer	farmer	NOUN
ajeer-222	13	6	welfare	welfare	NOUN
ajeer-222	13	7	,	,	PUNCT
ajeer-222	13	8	group	group	NOUN
ajeer-222	13	9	formation	formation	NOUN
ajeer-222	13	10	and	and	CCONJ
ajeer-222	13	11	partnership	partnership	NOUN
ajeer-222	13	12	development	development	NOUN
ajeer-222	13	13	should	should	AUX
ajeer-222	13	14	be	be	AUX
ajeer-222	13	15	strengthened	strengthen	VERB
ajeer-222	13	16	,	,	PUNCT
ajeer-222	13	17	milk	milk	NOUN
ajeer-222	13	18	cooperative	cooperative	ADJ
ajeer-222	13	19	societies	society	NOUN
ajeer-222	13	20	needs	need	VERB
ajeer-222	13	21	to	to	PART
ajeer-222	13	22	be	be	AUX
ajeer-222	13	23	bolstered	bolster	VERB
ajeer-222	13	24	and	and	CCONJ
ajeer-222	13	25	an	an	DET
ajeer-222	13	26	increased	increase	VERB
ajeer-222	13	27	financial	financial	ADJ
ajeer-222	13	28	investment	investment	NOUN
ajeer-222	13	29	in	in	ADP
ajeer-222	13	30	livestock	livestock	NOUN
ajeer-222	13	31	markets	market	NOUN
ajeer-222	13	32	by	by	ADP
ajeer-222	13	33	national	national	ADJ
ajeer-222	13	34	and	and	CCONJ
ajeer-222	13	35	county	county	NOUN
ajeer-222	13	36	governments	government	NOUN
ajeer-222	13	37	.	.	PUNCT
ajeer-222	14	1	keywords	keyword	NOUN
ajeer-222	14	2	:	:	PUNCT
ajeer-222	14	3	propensity	propensity	NOUN
ajeer-222	14	4	score	score	NOUN
ajeer-222	14	5	matching	matching	NOUN
ajeer-222	14	6	,	,	PUNCT
ajeer-222	14	7	milk	milk	NOUN
ajeer-222	14	8	marketing	marketing	NOUN
ajeer-222	14	9	channels	channel	NOUN
ajeer-222	14	10	,	,	PUNCT
ajeer-222	14	11	dairy	dairy	NOUN
ajeer-222	14	12	farmer	farmer	NOUN
ajeer-222	14	13	households	household	NOUN
ajeer-222	14	14	.	.	PUNCT
ajeer-222	15	1	contents	content	NOUN
ajeer-222	15	2	1	1	NUM
ajeer-222	15	3	.	.	PUNCT
ajeer-222	16	1	introduction	introduction	NOUN
ajeer-222	16	2	.......................................................................................................................................................................	.......................................................................................................................................................................	PUNCT
ajeer-222	17	1	146	146	NUM
ajeer-222	17	2	2	2	NUM
ajeer-222	17	3	.	.	PUNCT
ajeer-222	17	4	objectives	objective	NOUN
ajeer-222	17	5	...........................................................................................................................................................................	...........................................................................................................................................................................	PUNCT
ajeer-222	17	6	146	146	NUM
ajeer-222	17	7	3	3	NUM
ajeer-222	17	8	.	.	PUNCT
ajeer-222	17	9	research	research	NOUN
ajeer-222	17	10	methodology	methodology	NOUN
ajeer-222	17	11	......................................................................................................................................................	......................................................................................................................................................	VERB
ajeer-222	17	12	146	146	NUM
ajeer-222	17	13	4	4	NUM
ajeer-222	17	14	.	.	PUNCT
ajeer-222	17	15	empirical	empirical	ADJ
ajeer-222	17	16	results	result	NOUN
ajeer-222	17	17	and	and	CCONJ
ajeer-222	17	18	discussion	discussion	NOUN
ajeer-222	17	19	.....................................................................................................................................	.....................................................................................................................................	PUNCT
ajeer-222	18	1	151	151	NUM
ajeer-222	18	2	references	reference	NOUN
ajeer-222	18	3	..............................................................................................................................................................................	..............................................................................................................................................................................	PUNCT
ajeer-222	18	4	155	155	NUM
ajeer-222	18	5	citation	citation	NOUN
ajeer-222	18	6	|	|	ADV
ajeer-222	18	7	elijah	elijah	PROPN
ajeer-222	18	8	k.	k.	PROPN
ajeer-222	18	9	ng’eno	ng’eno	PROPN
ajeer-222	18	10	(	(	PUNCT
ajeer-222	18	11	2016	2016	NUM
ajeer-222	18	12	)	)	PUNCT
ajeer-222	18	13	.	.	PUNCT
ajeer-222	19	1	impact	impact	NOUN
ajeer-222	19	2	of	of	ADP
ajeer-222	19	3	milk	milk	NOUN
ajeer-222	19	4	marketing	marketing	NOUN
ajeer-222	19	5	channel	channel	NOUN
ajeer-222	19	6	choice	choice	NOUN
ajeer-222	19	7	decision	decision	NOUN
ajeer-222	19	8	on	on	ADP
ajeer-222	19	9	income	income	NOUN
ajeer-222	19	10	,	,	PUNCT
ajeer-222	19	11	employment	employment	NOUN
ajeer-222	19	12	and	and	CCONJ
ajeer-222	19	13	breeding	breeding	NOUN
ajeer-222	19	14	technologies	technology	NOUN
ajeer-222	19	15	among	among	ADP
ajeer-222	19	16	dairy	dairy	NOUN
ajeer-222	19	17	farmer	farmer	NOUN
ajeer-222	19	18	households	household	NOUN
ajeer-222	19	19	in	in	ADP
ajeer-222	19	20	kericho	kericho	PROPN
ajeer-222	19	21	county	county	PROPN
ajeer-222	19	22	,	,	PUNCT
ajeer-222	19	23	kenya	kenya	PROPN
ajeer-222	19	24	.	.	PUNCT
ajeer-222	20	1	asian	asian	PROPN
ajeer-222	20	2	journal	journal	PROPN
ajeer-222	20	3	of	of	ADP
ajeer-222	20	4	economics	economic	NOUN
ajeer-222	20	5	and	and	CCONJ
ajeer-222	20	6	empirical	empirical	ADJ
ajeer-222	20	7	research	research	NOUN
ajeer-222	20	8	,	,	PUNCT
ajeer-222	20	9	3(2	3(2	NUM
ajeer-222	20	10	):	):	PUNCT
ajeer-222	20	11	145	145	NUM
ajeer-222	20	12	-	-	SYM
ajeer-222	20	13	155	155	NUM
ajeer-222	20	14	.	.	PUNCT
ajeer-222	21	1	doi	doi	NOUN
ajeer-222	21	2	:	:	PUNCT
ajeer-222	21	3	10.20448	10.20448	NUM
ajeer-222	21	4	/	/	SYM
ajeer-222	21	5	journal.501/2016.3.2/501.2.145.155	journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	21	6	issn(e	issn(e	PROPN
ajeer-222	21	7	)	)	PUNCT
ajeer-222	21	8	:	:	PUNCT
ajeer-222	21	9	2409	2409	NUM
ajeer-222	21	10	-	-	SYM
ajeer-222	21	11	2622	2622	NUM
ajeer-222	21	12	issn(p	issn(p	PROPN
ajeer-222	21	13	)	)	PUNCT
ajeer-222	21	14	:	:	PUNCT
ajeer-222	21	15	2518	2518	NUM
ajeer-222	21	16	-	-	PUNCT
ajeer-222	21	17	010x	010x	NOUN
ajeer-222	21	18	licensed	license	VERB
ajeer-222	21	19	:	:	PUNCT
ajeer-222	21	20	this	this	DET
ajeer-222	21	21	work	work	NOUN
ajeer-222	21	22	is	be	AUX
ajeer-222	21	23	licensed	license	VERB
ajeer-222	21	24	under	under	ADP
ajeer-222	21	25	a	a	DET
ajeer-222	21	26	creative	creative	ADJ
ajeer-222	21	27	commons	common	NOUN
ajeer-222	21	28	attribution	attribution	NOUN
ajeer-222	21	29	3.0	3.0	NUM
ajeer-222	21	30	license	license	NOUN
ajeer-222	21	31	funding	funding	NOUN
ajeer-222	21	32	:	:	PUNCT
ajeer-222	21	33	this	this	DET
ajeer-222	21	34	study	study	NOUN
ajeer-222	21	35	received	receive	VERB
ajeer-222	21	36	no	no	DET
ajeer-222	21	37	specific	specific	ADJ
ajeer-222	21	38	financial	financial	ADJ
ajeer-222	21	39	support	support	NOUN
ajeer-222	21	40	.	.	PUNCT
ajeer-222	22	1	competing	compete	VERB
ajeer-222	22	2	interests	interest	NOUN
ajeer-222	22	3	:	:	PUNCT
ajeer-222	22	4	the	the	DET
ajeer-222	22	5	author	author	NOUN
ajeer-222	22	6	declares	declare	VERB
ajeer-222	22	7	that	that	SCONJ
ajeer-222	22	8	there	there	PRON
ajeer-222	22	9	are	be	VERB
ajeer-222	22	10	no	no	DET
ajeer-222	22	11	conflicts	conflict	NOUN
ajeer-222	22	12	of	of	ADP
ajeer-222	22	13	interests	interest	NOUN
ajeer-222	22	14	regarding	regard	VERB
ajeer-222	22	15	the	the	DET
ajeer-222	22	16	publication	publication	NOUN
ajeer-222	22	17	of	of	ADP
ajeer-222	22	18	this	this	DET
ajeer-222	22	19	paper	paper	NOUN
ajeer-222	22	20	.	.	PUNCT
ajeer-222	23	1	transparency	transparency	NOUN
ajeer-222	23	2	:	:	PUNCT
ajeer-222	23	3	the	the	DET
ajeer-222	23	4	author	author	NOUN
ajeer-222	23	5	confirms	confirm	VERB
ajeer-222	23	6	that	that	SCONJ
ajeer-222	23	7	the	the	DET
ajeer-222	23	8	manuscript	manuscript	NOUN
ajeer-222	23	9	is	be	AUX
ajeer-222	23	10	an	an	DET
ajeer-222	23	11	honest	honest	ADJ
ajeer-222	23	12	,	,	PUNCT
ajeer-222	23	13	accurate	accurate	ADJ
ajeer-222	23	14	,	,	PUNCT
ajeer-222	23	15	and	and	CCONJ
ajeer-222	23	16	transparent	transparent	ADJ
ajeer-222	23	17	account	account	NOUN
ajeer-222	23	18	of	of	ADP
ajeer-222	23	19	the	the	DET
ajeer-222	23	20	study	study	NOUN
ajeer-222	23	21	was	be	AUX
ajeer-222	23	22	reported	report	VERB
ajeer-222	23	23	;	;	PUNCT
ajeer-222	23	24	that	that	SCONJ
ajeer-222	23	25	no	no	DET
ajeer-222	23	26	vital	vital	ADJ
ajeer-222	23	27	features	feature	NOUN
ajeer-222	23	28	of	of	ADP
ajeer-222	23	29	the	the	DET
ajeer-222	23	30	study	study	NOUN
ajeer-222	23	31	have	have	AUX
ajeer-222	23	32	been	be	AUX
ajeer-222	23	33	omitted	omit	VERB
ajeer-222	23	34	;	;	PUNCT
ajeer-222	23	35	and	and	CCONJ
ajeer-222	23	36	that	that	SCONJ
ajeer-222	23	37	any	any	DET
ajeer-222	23	38	discrepancies	discrepancy	NOUN
ajeer-222	23	39	from	from	ADP
ajeer-222	23	40	the	the	DET
ajeer-222	23	41	study	study	NOUN
ajeer-222	23	42	as	as	SCONJ
ajeer-222	23	43	planned	plan	VERB
ajeer-222	23	44	have	have	AUX
ajeer-222	23	45	been	be	AUX
ajeer-222	23	46	explained	explain	VERB
ajeer-222	23	47	.	.	PUNCT
ajeer-222	24	1	history	history	NOUN
ajeer-222	24	2	:	:	PUNCT
ajeer-222	24	3	received	receive	VERB
ajeer-222	24	4	:	:	PUNCT
ajeer-222	24	5	28	28	NUM
ajeer-222	24	6	september	september	PROPN
ajeer-222	24	7	2016/	2016/	NUM
ajeer-222	24	8	revised	revise	VERB
ajeer-222	24	9	:	:	PUNCT
ajeer-222	24	10	14	14	NUM
ajeer-222	24	11	november	november	PROPN
ajeer-222	24	12	2016/	2016/	NUM
ajeer-222	24	13	accepted	accept	VERB
ajeer-222	24	14	:	:	PUNCT
ajeer-222	24	15	17	17	NUM
ajeer-222	24	16	november	november	PROPN
ajeer-222	24	17	2016/	2016/	NUM
ajeer-222	24	18	published	publish	VERB
ajeer-222	24	19	:	:	PUNCT
ajeer-222	24	20	19	19	NUM
ajeer-222	24	21	november	november	PROPN
ajeer-222	24	22	2016	2016	NUM
ajeer-222	24	23	ethical	ethical	ADJ
ajeer-222	24	24	:	:	PUNCT
ajeer-222	24	25	this	this	DET
ajeer-222	24	26	study	study	NOUN
ajeer-222	24	27	follows	follow	VERB
ajeer-222	24	28	all	all	DET
ajeer-222	24	29	ethical	ethical	ADJ
ajeer-222	24	30	practices	practice	NOUN
ajeer-222	24	31	during	during	ADP
ajeer-222	24	32	writing	writing	NOUN
ajeer-222	24	33	.	.	PUNCT
ajeer-222	25	1	publisher	publisher	NOUN
ajeer-222	25	2	:	:	PUNCT
ajeer-222	25	3	asian	asian	ADJ
ajeer-222	25	4	online	online	PROPN
ajeer-222	25	5	journal	journal	PROPN
ajeer-222	25	6	publishing	publishing	NOUN
ajeer-222	25	7	group	group	NOUN
ajeer-222	25	8	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
ajeer-222	25	9	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.501/2016.3.2/501.2.145.155	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	25	10	https://orcid.org/orcid-search/quick-search?searchquery=elijah	https://orcid.org/orcid-search/quick-search?searchquery=elijah	PROPN
ajeer-222	25	11	k.	k.	PROPN
ajeer-222	25	12	ng%e2%80%99eno	ng%e2%80%99eno	PROPN
ajeer-222	26	1	http://search.crossref.org/?q=10.20448/journal.501/2016.3.2/501.2.145.155	http://search.crossref.org/?q=10.20448/journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	26	2	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.501/2016.3.2/501.2.145.155	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	26	3	https://orcid.org/orcid-search/quick-search?searchquery=elijah	https://orcid.org/orcid-search/quick-search?searchquery=elijah	PROPN
ajeer-222	26	4	k.	k.	PROPN
ajeer-222	26	5	ng%e2%80%99eno	ng%e2%80%99eno	PROPN
ajeer-222	27	1	http://search.crossref.org/?q=10.20448/journal.501/2016.3.2/501.2.145.155	http://search.crossref.org/?q=10.20448/journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	27	2	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.501/2016.3.2/501.2.145.155	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	27	3	https://orcid.org/orcid-search/quick-search?searchquery=elijah	https://orcid.org/orcid-search/quick-search?searchquery=elijah	PROPN
ajeer-222	27	4	k.	k.	PROPN
ajeer-222	27	5	ng%e2%80%99eno	ng%e2%80%99eno	PROPN
ajeer-222	28	1	http://search.crossref.org/?q=10.20448/journal.501/2016.3.2/501.2.145.155	http://search.crossref.org/?q=10.20448/journal.501/2016.3.2/501.2.145.155	PROPN
ajeer-222	28	2	asian	asian	ADJ
ajeer-222	28	3	journal	journal	NOUN
ajeer-222	28	4	of	of	ADP
ajeer-222	28	5	economics	economic	NOUN
ajeer-222	28	6	and	and	CCONJ
ajeer-222	28	7	empirical	empirical	ADJ
ajeer-222	28	8	research	research	NOUN
ajeer-222	28	9	,	,	PUNCT
ajeer-222	28	10	2016	2016	NUM
ajeer-222	28	11	,	,	PUNCT
ajeer-222	28	12	3(2	3(2	NUM
ajeer-222	28	13	):	):	PUNCT
ajeer-222	28	14	145	145	NUM
ajeer-222	28	15	-	-	SYM
ajeer-222	28	16	155	155	NUM
ajeer-222	28	17	146	146	NUM
ajeer-222	28	18	1	1	NUM
ajeer-222	28	19	.	.	PUNCT
ajeer-222	29	1	introduction	introduction	NOUN
ajeer-222	29	2	output	output	NOUN
ajeer-222	29	3	prices	price	NOUN
ajeer-222	29	4	received	receive	VERB
ajeer-222	29	5	by	by	ADP
ajeer-222	29	6	farmers	farmer	NOUN
ajeer-222	29	7	significantly	significantly	ADV
ajeer-222	29	8	determine	determine	VERB
ajeer-222	29	9	their	their	PRON
ajeer-222	29	10	welfare	welfare	NOUN
ajeer-222	29	11	especially	especially	ADV
ajeer-222	29	12	in	in	ADP
ajeer-222	29	13	rural	rural	ADJ
ajeer-222	29	14	areas	area	NOUN
ajeer-222	29	15	where	where	SCONJ
ajeer-222	29	16	there	there	PRON
ajeer-222	29	17	is	be	VERB
ajeer-222	29	18	weak	weak	ADJ
ajeer-222	29	19	non	non	ADJ
ajeer-222	29	20	-	-	ADJ
ajeer-222	29	21	farm	farm	ADJ
ajeer-222	29	22	income	income	NOUN
ajeer-222	29	23	which	which	PRON
ajeer-222	29	24	limits	limit	VERB
ajeer-222	29	25	diversification	diversification	NOUN
ajeer-222	29	26	of	of	ADP
ajeer-222	29	27	agricultural	agricultural	ADJ
ajeer-222	29	28	production	production	NOUN
ajeer-222	29	29	amongst	amongst	ADP
ajeer-222	29	30	producers	producer	NOUN
ajeer-222	29	31	.	.	PUNCT
ajeer-222	30	1	while	while	SCONJ
ajeer-222	30	2	there	there	PRON
ajeer-222	30	3	is	be	VERB
ajeer-222	30	4	some	some	DET
ajeer-222	30	5	debate	debate	NOUN
ajeer-222	30	6	about	about	ADP
ajeer-222	30	7	the	the	DET
ajeer-222	30	8	actual	actual	ADJ
ajeer-222	30	9	and	and	CCONJ
ajeer-222	30	10	potential	potential	ADJ
ajeer-222	30	11	impacts	impact	NOUN
ajeer-222	30	12	of	of	ADP
ajeer-222	30	13	having	have	VERB
ajeer-222	30	14	a	a	DET
ajeer-222	30	15	wide	wide	ADJ
ajeer-222	30	16	array	array	NOUN
ajeer-222	30	17	of	of	ADP
ajeer-222	30	18	commercial	commercial	ADJ
ajeer-222	30	19	milk	milk	NOUN
ajeer-222	30	20	buyers	buyer	NOUN
ajeer-222	30	21	on	on	ADP
ajeer-222	30	22	broader	broad	ADJ
ajeer-222	30	23	welfare	welfare	NOUN
ajeer-222	30	24	of	of	ADP
ajeer-222	30	25	the	the	DET
ajeer-222	30	26	rural	rural	ADJ
ajeer-222	30	27	poor	poor	ADJ
ajeer-222	30	28	,	,	PUNCT
ajeer-222	30	29	case	case	NOUN
ajeer-222	30	30	study	study	NOUN
ajeer-222	30	31	evidence	evidence	NOUN
ajeer-222	30	32	suggests	suggest	VERB
ajeer-222	30	33	that	that	SCONJ
ajeer-222	30	34	farmers	farmer	NOUN
ajeer-222	30	35	are	be	AUX
ajeer-222	30	36	worst	worst	ADV
ajeer-222	30	37	placed	place	VERB
ajeer-222	30	38	when	when	SCONJ
ajeer-222	30	39	faced	face	VERB
ajeer-222	30	40	with	with	ADP
ajeer-222	30	41	a	a	DET
ajeer-222	30	42	privately	privately	ADV
ajeer-222	30	43	owned	own	VERB
ajeer-222	30	44	or	or	CCONJ
ajeer-222	30	45	government	government	NOUN
ajeer-222	30	46	-	-	PUNCT
ajeer-222	30	47	controlled	control	VERB
ajeer-222	30	48	monopsony	monopsony	NOUN
ajeer-222	30	49	(	(	PUNCT
ajeer-222	30	50	sadler	sadler	NOUN
ajeer-222	30	51	,	,	PUNCT
ajeer-222	30	52	2006	2006	NUM
ajeer-222	30	53	;	;	PUNCT
ajeer-222	30	54	gorton	gorton	PROPN
ajeer-222	30	55	2007	2007	NUM
ajeer-222	30	56	)	)	PUNCT
ajeer-222	30	57	.	.	PUNCT
ajeer-222	31	1	the	the	DET
ajeer-222	31	2	choice	choice	NOUN
ajeer-222	31	3	of	of	ADP
ajeer-222	31	4	a	a	DET
ajeer-222	31	5	milk	milk	NOUN
ajeer-222	31	6	marketing	marketing	NOUN
ajeer-222	31	7	channel	channel	NOUN
ajeer-222	31	8	depends	depend	VERB
ajeer-222	31	9	on	on	ADP
ajeer-222	31	10	a	a	DET
ajeer-222	31	11	number	number	NOUN
ajeer-222	31	12	of	of	ADP
ajeer-222	31	13	aspects	aspect	NOUN
ajeer-222	31	14	.	.	PUNCT
ajeer-222	32	1	these	these	PRON
ajeer-222	32	2	include	include	VERB
ajeer-222	32	3	availability	availability	NOUN
ajeer-222	32	4	of	of	ADP
ajeer-222	32	5	the	the	DET
ajeer-222	32	6	markets	market	NOUN
ajeer-222	32	7	,	,	PUNCT
ajeer-222	32	8	milk	milk	NOUN
ajeer-222	32	9	prices	price	NOUN
ajeer-222	32	10	offered	offer	VERB
ajeer-222	32	11	in	in	ADP
ajeer-222	32	12	the	the	DET
ajeer-222	32	13	markets	market	NOUN
ajeer-222	32	14	,	,	PUNCT
ajeer-222	32	15	distance	distance	NOUN
ajeer-222	32	16	to	to	ADP
ajeer-222	32	17	the	the	DET
ajeer-222	32	18	milk	milk	NOUN
ajeer-222	32	19	market	market	NOUN
ajeer-222	32	20	and	and	CCONJ
ajeer-222	32	21	the	the	DET
ajeer-222	32	22	potential	potential	NOUN
ajeer-222	32	23	of	of	ADP
ajeer-222	32	24	the	the	DET
ajeer-222	32	25	market	market	NOUN
ajeer-222	32	26	to	to	PART
ajeer-222	32	27	absorb	absorb	VERB
ajeer-222	32	28	the	the	DET
ajeer-222	32	29	volume	volume	NOUN
ajeer-222	32	30	on	on	ADP
ajeer-222	32	31	sale	sale	NOUN
ajeer-222	32	32	(	(	PUNCT
ajeer-222	32	33	paterson	paterson	NOUN
ajeer-222	32	34	,	,	PUNCT
ajeer-222	32	35	1997	1997	NUM
ajeer-222	32	36	)	)	PUNCT
ajeer-222	32	37	.	.	PUNCT
ajeer-222	33	1	however	however	ADV
ajeer-222	33	2	,	,	PUNCT
ajeer-222	33	3	there	there	PRON
ajeer-222	33	4	is	be	VERB
ajeer-222	33	5	relatively	relatively	ADV
ajeer-222	33	6	little	little	ADJ
ajeer-222	33	7	evidence	evidence	NOUN
ajeer-222	33	8	linking	link	VERB
ajeer-222	33	9	milk	milk	NOUN
ajeer-222	33	10	marketing	marketing	NOUN
ajeer-222	33	11	channel	channel	NOUN
ajeer-222	33	12	choices	choice	NOUN
ajeer-222	33	13	to	to	ADP
ajeer-222	33	14	dairy	dairy	NOUN
ajeer-222	33	15	farmer	farmer	NOUN
ajeer-222	33	16	household	household	NOUN
ajeer-222	33	17	income	income	NOUN
ajeer-222	33	18	and	and	CCONJ
ajeer-222	33	19	employment	employment	NOUN
ajeer-222	33	20	outcomes	outcome	NOUN
ajeer-222	33	21	in	in	ADP
ajeer-222	33	22	the	the	DET
ajeer-222	33	23	study	study	NOUN
ajeer-222	33	24	area	area	NOUN
ajeer-222	33	25	.	.	PUNCT
ajeer-222	34	1	while	while	SCONJ
ajeer-222	34	2	the	the	DET
ajeer-222	34	3	theoretical	theoretical	ADJ
ajeer-222	34	4	arguments	argument	NOUN
ajeer-222	34	5	in	in	ADP
ajeer-222	34	6	favor	favor	NOUN
ajeer-222	34	7	of	of	ADP
ajeer-222	34	8	marketing	marketing	NOUN
ajeer-222	34	9	cooperatives	cooperative	NOUN
ajeer-222	34	10	are	be	AUX
ajeer-222	34	11	well	well	ADV
ajeer-222	34	12	known	know	VERB
ajeer-222	34	13	,	,	PUNCT
ajeer-222	34	14	in	in	ADP
ajeer-222	34	15	practice	practice	NOUN
ajeer-222	34	16	their	their	PRON
ajeer-222	34	17	performance	performance	NOUN
ajeer-222	34	18	in	in	ADP
ajeer-222	34	19	developing	develop	VERB
ajeer-222	34	20	countries	country	NOUN
ajeer-222	34	21	has	have	AUX
ajeer-222	34	22	been	be	AUX
ajeer-222	34	23	patchy	patchy	ADJ
ajeer-222	34	24	(	(	PUNCT
ajeer-222	34	25	glover	glover	PROPN
ajeer-222	34	26	,	,	PUNCT
ajeer-222	34	27	1987	1987	NUM
ajeer-222	34	28	)	)	PUNCT
ajeer-222	34	29	.	.	PUNCT
ajeer-222	35	1	erratic	erratic	ADJ
ajeer-222	35	2	rent	rent	NOUN
ajeer-222	35	3	seeking	seek	VERB
ajeer-222	35	4	government	government	NOUN
ajeer-222	35	5	intervention	intervention	NOUN
ajeer-222	35	6	may	may	AUX
ajeer-222	35	7	reinforce	reinforce	VERB
ajeer-222	35	8	these	these	DET
ajeer-222	35	9	problems	problem	NOUN
ajeer-222	35	10	.	.	PUNCT
ajeer-222	36	1	while	while	SCONJ
ajeer-222	36	2	case	case	NOUN
ajeer-222	36	3	studies	study	NOUN
ajeer-222	36	4	(	(	PUNCT
ajeer-222	36	5	striewe	striewe	PROPN
ajeer-222	36	6	,	,	PUNCT
ajeer-222	36	7	1999	1999	NUM
ajeer-222	36	8	;	;	PUNCT
ajeer-222	36	9	cocks	cock	NOUN
ajeer-222	36	10	et	et	NOUN
ajeer-222	36	11	al	al	PROPN
ajeer-222	36	12	.	.	PROPN
ajeer-222	36	13	,	,	PUNCT
ajeer-222	36	14	2005	2005	NUM
ajeer-222	36	15	;	;	PUNCT
ajeer-222	36	16	gorton	gorton	PROPN
ajeer-222	36	17	et	et	PROPN
ajeer-222	36	18	al	al	PROPN
ajeer-222	36	19	.	.	PROPN
ajeer-222	36	20	,	,	PUNCT
ajeer-222	36	21	2006	2006	NUM
ajeer-222	36	22	)	)	PUNCT
ajeer-222	36	23	and	and	CCONJ
ajeer-222	36	24	aggregate	aggregate	ADJ
ajeer-222	36	25	market	market	NOUN
ajeer-222	36	26	analysis	analysis	NOUN
ajeer-222	36	27	identify	identify	VERB
ajeer-222	36	28	these	these	DET
ajeer-222	36	29	difficulties	difficulty	NOUN
ajeer-222	36	30	,	,	PUNCT
ajeer-222	36	31	there	there	PRON
ajeer-222	36	32	is	be	VERB
ajeer-222	36	33	an	an	DET
ajeer-222	36	34	absence	absence	NOUN
ajeer-222	36	35	of	of	ADP
ajeer-222	36	36	cross	cross	ADJ
ajeer-222	36	37	-	-	ADJ
ajeer-222	36	38	sectional	sectional	ADJ
ajeer-222	36	39	data	datum	NOUN
ajeer-222	36	40	analysis	analysis	NOUN
ajeer-222	36	41	on	on	ADP
ajeer-222	36	42	the	the	DET
ajeer-222	36	43	impact	impact	NOUN
ajeer-222	36	44	of	of	ADP
ajeer-222	36	45	milk	milk	NOUN
ajeer-222	36	46	marketing	marketing	NOUN
ajeer-222	36	47	channel	channel	NOUN
ajeer-222	36	48	choice	choice	NOUN
ajeer-222	36	49	decisions	decision	NOUN
ajeer-222	36	50	on	on	ADP
ajeer-222	36	51	income	income	NOUN
ajeer-222	36	52	,	,	PUNCT
ajeer-222	36	53	employment	employment	NOUN
ajeer-222	36	54	and	and	CCONJ
ajeer-222	36	55	technology	technology	NOUN
ajeer-222	36	56	among	among	ADP
ajeer-222	36	57	dairy	dairy	NOUN
ajeer-222	36	58	farmer	farmer	NOUN
ajeer-222	36	59	households	household	NOUN
ajeer-222	36	60	in	in	ADP
ajeer-222	36	61	kericho	kericho	PROPN
ajeer-222	36	62	county	county	PROPN
ajeer-222	36	63	,	,	PUNCT
ajeer-222	36	64	kenya	kenya	PROPN
ajeer-222	36	65	.	.	PUNCT
ajeer-222	37	1	this	this	DET
ajeer-222	37	2	study	study	NOUN
ajeer-222	37	3	therefore	therefore	ADV
ajeer-222	37	4	,	,	PUNCT
ajeer-222	37	5	attempts	attempt	VERB
ajeer-222	37	6	to	to	PART
ajeer-222	37	7	fill	fill	VERB
ajeer-222	37	8	this	this	DET
ajeer-222	37	9	gap	gap	NOUN
ajeer-222	37	10	by	by	ADP
ajeer-222	37	11	analyzing	analyze	VERB
ajeer-222	37	12	the	the	DET
ajeer-222	37	13	impacts	impact	NOUN
ajeer-222	37	14	of	of	ADP
ajeer-222	37	15	the	the	DET
ajeer-222	37	16	available	available	ADJ
ajeer-222	37	17	commercial	commercial	ADJ
ajeer-222	37	18	milk	milk	NOUN
ajeer-222	37	19	buying	buy	VERB
ajeer-222	37	20	channels	channel	NOUN
ajeer-222	37	21	on	on	ADP
ajeer-222	37	22	dairy	dairy	NOUN
ajeer-222	37	23	farmer	farmer	NOUN
ajeer-222	37	24	households	household	NOUN
ajeer-222	37	25	in	in	ADP
ajeer-222	37	26	kericho	kericho	PROPN
ajeer-222	37	27	county	county	PROPN
ajeer-222	37	28	,	,	PUNCT
ajeer-222	37	29	kenya	kenya	PROPN
ajeer-222	37	30	.	.	PUNCT
ajeer-222	38	1	however	however	ADV
ajeer-222	38	2	,	,	PUNCT
ajeer-222	38	3	certain	certain	ADJ
ajeer-222	38	4	factors	factor	NOUN
ajeer-222	38	5	are	be	AUX
ajeer-222	38	6	beyond	beyond	ADP
ajeer-222	38	7	the	the	DET
ajeer-222	38	8	scope	scope	NOUN
ajeer-222	38	9	of	of	ADP
ajeer-222	38	10	the	the	DET
ajeer-222	38	11	dairy	dairy	NOUN
ajeer-222	38	12	farmers	farmer	NOUN
ajeer-222	38	13	in	in	ADP
ajeer-222	38	14	the	the	DET
ajeer-222	38	15	study	study	NOUN
ajeer-222	38	16	area	area	NOUN
ajeer-222	38	17	.	.	PUNCT
ajeer-222	39	1	for	for	ADP
ajeer-222	39	2	example	example	NOUN
ajeer-222	39	3	,	,	PUNCT
ajeer-222	39	4	weak	weak	ADJ
ajeer-222	39	5	rural	rural	ADJ
ajeer-222	39	6	infrastructure	infrastructure	NOUN
ajeer-222	39	7	,	,	PUNCT
ajeer-222	39	8	land	land	NOUN
ajeer-222	39	9	fragmentation	fragmentation	NOUN
ajeer-222	39	10	and	and	CCONJ
ajeer-222	39	11	weak	weak	ADJ
ajeer-222	39	12	capital	capital	NOUN
ajeer-222	39	13	base	base	NOUN
ajeer-222	39	14	.	.	PUNCT
ajeer-222	40	1	therefore	therefore	ADV
ajeer-222	40	2	,	,	PUNCT
ajeer-222	40	3	most	most	ADJ
ajeer-222	40	4	dairy	dairy	NOUN
ajeer-222	40	5	farmers	farmer	NOUN
ajeer-222	40	6	are	be	AUX
ajeer-222	40	7	constrained	constrain	VERB
ajeer-222	40	8	by	by	ADP
ajeer-222	40	9	high	high	ADJ
ajeer-222	40	10	transaction	transaction	NOUN
ajeer-222	40	11	costs	cost	NOUN
ajeer-222	40	12	due	due	ADP
ajeer-222	40	13	to	to	ADP
ajeer-222	40	14	the	the	DET
ajeer-222	40	15	great	great	ADJ
ajeer-222	40	16	distances	distance	NOUN
ajeer-222	40	17	to	to	ADP
ajeer-222	40	18	milk	milk	NOUN
ajeer-222	40	19	markets	market	NOUN
ajeer-222	40	20	,	,	PUNCT
ajeer-222	40	21	lack	lack	NOUN
ajeer-222	40	22	of	of	ADP
ajeer-222	40	23	adequate	adequate	ADJ
ajeer-222	40	24	access	access	NOUN
ajeer-222	40	25	to	to	ADP
ajeer-222	40	26	finance	finance	NOUN
ajeer-222	40	27	,	,	PUNCT
ajeer-222	40	28	and	and	CCONJ
ajeer-222	40	29	in	in	ADP
ajeer-222	40	30	some	some	DET
ajeer-222	40	31	cases	case	NOUN
ajeer-222	40	32	social	social	ADJ
ajeer-222	40	33	factors	factor	NOUN
ajeer-222	40	34	(	(	PUNCT
ajeer-222	40	35	nkosi	nkosi	NOUN
ajeer-222	40	36	and	and	CCONJ
ajeer-222	40	37	kirsten	kirsten	VERB
ajeer-222	40	38	,	,	PUNCT
ajeer-222	40	39	1994	1994	NUM
ajeer-222	40	40	)	)	PUNCT
ajeer-222	40	41	.	.	PUNCT
ajeer-222	41	1	also	also	ADV
ajeer-222	41	2	,	,	PUNCT
ajeer-222	41	3	information	information	NOUN
ajeer-222	41	4	about	about	ADP
ajeer-222	41	5	markets	market	NOUN
ajeer-222	41	6	and	and	CCONJ
ajeer-222	41	7	market	market	NOUN
ajeer-222	41	8	prices	price	NOUN
ajeer-222	41	9	guide	guide	VERB
ajeer-222	41	10	the	the	DET
ajeer-222	41	11	farmer	farmer	NOUN
ajeer-222	41	12	in	in	ADP
ajeer-222	41	13	making	make	VERB
ajeer-222	41	14	informed	informed	ADJ
ajeer-222	41	15	decisions	decision	NOUN
ajeer-222	41	16	(	(	PUNCT
ajeer-222	41	17	nkosi	nkosi	NUM
ajeer-222	41	18	and	and	CCONJ
ajeer-222	41	19	kirsten	kirsten	VERB
ajeer-222	41	20	,	,	PUNCT
ajeer-222	41	21	1994	1994	NUM
ajeer-222	41	22	)	)	PUNCT
ajeer-222	41	23	.	.	PUNCT
ajeer-222	42	1	making	make	VERB
ajeer-222	42	2	uninformed	uninformed	ADJ
ajeer-222	42	3	decisions	decision	NOUN
ajeer-222	42	4	may	may	AUX
ajeer-222	42	5	result	result	VERB
ajeer-222	42	6	in	in	ADP
ajeer-222	42	7	the	the	DET
ajeer-222	42	8	farmer	farmer	NOUN
ajeer-222	42	9	accessing	access	VERB
ajeer-222	42	10	the	the	DET
ajeer-222	42	11	market	market	NOUN
ajeer-222	42	12	when	when	SCONJ
ajeer-222	42	13	it	it	PRON
ajeer-222	42	14	is	be	AUX
ajeer-222	42	15	not	not	PART
ajeer-222	42	16	profitable	profitable	ADJ
ajeer-222	42	17	to	to	PART
ajeer-222	42	18	do	do	VERB
ajeer-222	42	19	so	so	ADV
ajeer-222	42	20	.	.	PUNCT
ajeer-222	43	1	this	this	PRON
ajeer-222	43	2	is	be	AUX
ajeer-222	43	3	a	a	DET
ajeer-222	43	4	common	common	ADJ
ajeer-222	43	5	situation	situation	NOUN
ajeer-222	43	6	where	where	SCONJ
ajeer-222	43	7	livestock	livestock	NOUN
ajeer-222	43	8	farmers	farmer	NOUN
ajeer-222	43	9	approach	approach	VERB
ajeer-222	43	10	saturated	saturate	VERB
ajeer-222	43	11	markets	market	NOUN
ajeer-222	43	12	with	with	ADP
ajeer-222	43	13	the	the	DET
ajeer-222	43	14	wrong	wrong	ADJ
ajeer-222	43	15	price	price	NOUN
ajeer-222	43	16	signals	signal	NOUN
ajeer-222	43	17	(	(	PUNCT
ajeer-222	43	18	nkosi	nkosi	NUM
ajeer-222	43	19	and	and	CCONJ
ajeer-222	43	20	kirsten	kirsten	VERB
ajeer-222	43	21	,	,	PUNCT
ajeer-222	43	22	1994	1994	NUM
ajeer-222	43	23	)	)	PUNCT
ajeer-222	43	24	.	.	PUNCT
ajeer-222	44	1	the	the	DET
ajeer-222	44	2	study	study	NOUN
ajeer-222	44	3	contributes	contribute	VERB
ajeer-222	44	4	to	to	ADP
ajeer-222	44	5	the	the	DET
ajeer-222	44	6	literature	literature	NOUN
ajeer-222	44	7	by	by	ADP
ajeer-222	44	8	empirically	empirically	ADV
ajeer-222	44	9	examining	examine	VERB
ajeer-222	44	10	the	the	DET
ajeer-222	44	11	impacts	impact	NOUN
ajeer-222	44	12	of	of	ADP
ajeer-222	44	13	the	the	DET
ajeer-222	44	14	milk	milk	NOUN
ajeer-222	44	15	marketing	marketing	NOUN
ajeer-222	44	16	channel	channel	NOUN
ajeer-222	44	17	choice	choice	NOUN
ajeer-222	44	18	decisions	decision	NOUN
ajeer-222	44	19	on	on	ADP
ajeer-222	44	20	dairy	dairy	NOUN
ajeer-222	44	21	farmer	farmer	NOUN
ajeer-222	44	22	household	household	NOUN
ajeer-222	44	23	income	income	NOUN
ajeer-222	44	24	,	,	PUNCT
ajeer-222	44	25	employment	employment	NOUN
ajeer-222	44	26	and	and	CCONJ
ajeer-222	44	27	technology	technology	NOUN
ajeer-222	44	28	.	.	PUNCT
ajeer-222	45	1	the	the	DET
ajeer-222	45	2	study	study	NOUN
ajeer-222	45	3	used	use	VERB
ajeer-222	45	4	propensity	propensity	NOUN
ajeer-222	45	5	score	score	NOUN
ajeer-222	45	6	matching	matching	NOUN
ajeer-222	45	7	model	model	NOUN
ajeer-222	45	8	to	to	PART
ajeer-222	45	9	control	control	VERB
ajeer-222	45	10	for	for	ADP
ajeer-222	45	11	self	self	NOUN
ajeer-222	45	12	-	-	PUNCT
ajeer-222	45	13	selection	selection	NOUN
ajeer-222	45	14	since	since	SCONJ
ajeer-222	45	15	the	the	DET
ajeer-222	45	16	choice	choice	NOUN
ajeer-222	45	17	decision	decision	NOUN
ajeer-222	45	18	for	for	ADP
ajeer-222	45	19	a	a	DET
ajeer-222	45	20	particular	particular	ADJ
ajeer-222	45	21	milk	milk	NOUN
ajeer-222	45	22	buying	buying	NOUN
ajeer-222	45	23	channel	channel	NOUN
ajeer-222	45	24	is	be	AUX
ajeer-222	45	25	not	not	PART
ajeer-222	45	26	random	random	ADJ
ajeer-222	45	27	,	,	PUNCT
ajeer-222	45	28	with	with	ADP
ajeer-222	45	29	the	the	DET
ajeer-222	45	30	group	group	NOUN
ajeer-222	45	31	of	of	ADP
ajeer-222	45	32	dairy	dairy	NOUN
ajeer-222	45	33	farmers	farmer	NOUN
ajeer-222	45	34	being	be	AUX
ajeer-222	45	35	systematically	systematically	ADV
ajeer-222	45	36	different	different	ADJ
ajeer-222	45	37	.	.	PUNCT
ajeer-222	46	1	by	by	ADP
ajeer-222	46	2	considering	consider	VERB
ajeer-222	46	3	the	the	DET
ajeer-222	46	4	causal	causal	ADJ
ajeer-222	46	5	relationship	relationship	NOUN
ajeer-222	46	6	between	between	ADP
ajeer-222	46	7	participation	participation	NOUN
ajeer-222	46	8	in	in	ADP
ajeer-222	46	9	selling	sell	VERB
ajeer-222	46	10	milk	milk	NOUN
ajeer-222	46	11	to	to	ADP
ajeer-222	46	12	commercial	commercial	ADJ
ajeer-222	46	13	milk	milk	NOUN
ajeer-222	46	14	buyers	buyer	NOUN
ajeer-222	46	15	and	and	CCONJ
ajeer-222	46	16	dairy	dairy	NOUN
ajeer-222	46	17	farmer	farmer	NOUN
ajeer-222	46	18	household	household	NOUN
ajeer-222	46	19	welfare	welfare	NOUN
ajeer-222	46	20	,	,	PUNCT
ajeer-222	46	21	this	this	DET
ajeer-222	46	22	paper	paper	NOUN
ajeer-222	46	23	seek	seek	VERB
ajeer-222	46	24	to	to	PART
ajeer-222	46	25	address	address	VERB
ajeer-222	46	26	counterfactual	counterfactual	ADJ
ajeer-222	46	27	queries	query	NOUN
ajeer-222	46	28	that	that	PRON
ajeer-222	46	29	could	could	AUX
ajeer-222	46	30	be	be	AUX
ajeer-222	46	31	important	important	ADJ
ajeer-222	46	32	in	in	ADP
ajeer-222	46	33	forecasting	forecast	VERB
ajeer-222	46	34	the	the	DET
ajeer-222	46	35	impacts	impact	NOUN
ajeer-222	46	36	of	of	ADP
ajeer-222	46	37	policy	policy	NOUN
ajeer-222	46	38	changes	change	NOUN
ajeer-222	46	39	.	.	PUNCT
ajeer-222	47	1	the	the	DET
ajeer-222	47	2	study	study	NOUN
ajeer-222	47	3	analyzed	analyze	VERB
ajeer-222	47	4	independently	independently	ADV
ajeer-222	47	5	both	both	DET
ajeer-222	47	6	farmers	farmer	NOUN
ajeer-222	47	7	selling	sell	VERB
ajeer-222	47	8	under	under	ADP
ajeer-222	47	9	commercial	commercial	ADJ
ajeer-222	47	10	channels	channel	NOUN
ajeer-222	47	11	and	and	CCONJ
ajeer-222	47	12	for	for	ADP
ajeer-222	47	13	those	those	PRON
ajeer-222	47	14	that	that	PRON
ajeer-222	47	15	sell	sell	VERB
ajeer-222	47	16	to	to	ADP
ajeer-222	47	17	final	final	ADJ
ajeer-222	47	18	consumers	consumer	NOUN
ajeer-222	47	19	in	in	ADP
ajeer-222	47	20	order	order	NOUN
ajeer-222	47	21	to	to	PART
ajeer-222	47	22	assess	assess	VERB
ajeer-222	47	23	their	their	PRON
ajeer-222	47	24	impacts	impact	NOUN
ajeer-222	47	25	on	on	ADP
ajeer-222	47	26	the	the	DET
ajeer-222	47	27	choice	choice	NOUN
ajeer-222	47	28	decisions	decision	NOUN
ajeer-222	47	29	made	make	VERB
ajeer-222	47	30	by	by	ADP
ajeer-222	47	31	the	the	DET
ajeer-222	47	32	dairy	dairy	NOUN
ajeer-222	47	33	farmer	farmer	NOUN
ajeer-222	47	34	.	.	PUNCT
ajeer-222	48	1	2	2	X
ajeer-222	48	2	.	.	X
ajeer-222	48	3	objectives	objective	VERB
ajeer-222	48	4	2.1	2.1	NUM
ajeer-222	48	5	.	.	PUNCT
ajeer-222	49	1	general	general	ADJ
ajeer-222	49	2	objective	objective	NOUN
ajeer-222	49	3	the	the	DET
ajeer-222	49	4	general	general	ADJ
ajeer-222	49	5	objective	objective	NOUN
ajeer-222	49	6	of	of	ADP
ajeer-222	49	7	the	the	DET
ajeer-222	49	8	study	study	NOUN
ajeer-222	49	9	was	be	AUX
ajeer-222	49	10	to	to	PART
ajeer-222	49	11	evaluate	evaluate	VERB
ajeer-222	49	12	the	the	DET
ajeer-222	49	13	impact	impact	NOUN
ajeer-222	49	14	of	of	ADP
ajeer-222	49	15	milk	milk	NOUN
ajeer-222	49	16	marketing	marketing	NOUN
ajeer-222	49	17	channel	channel	NOUN
ajeer-222	49	18	choice	choice	NOUN
ajeer-222	49	19	decision	decision	NOUN
ajeer-222	49	20	on	on	ADP
ajeer-222	49	21	dairy	dairy	NOUN
ajeer-222	49	22	farmer	farmer	NOUN
ajeer-222	49	23	household	household	NOUN
ajeer-222	49	24	’s	’s	PART
ajeer-222	49	25	income	income	NOUN
ajeer-222	49	26	,	,	PUNCT
ajeer-222	49	27	employment	employment	NOUN
ajeer-222	49	28	and	and	CCONJ
ajeer-222	49	29	technology	technology	NOUN
ajeer-222	49	30	adoption	adoption	NOUN
ajeer-222	49	31	in	in	ADP
ajeer-222	49	32	kericho	kericho	PROPN
ajeer-222	49	33	county	county	PROPN
ajeer-222	49	34	,	,	PUNCT
ajeer-222	49	35	kenya	kenya	PROPN
ajeer-222	49	36	.	.	PUNCT
ajeer-222	50	1	2.2	2.2	NUM
ajeer-222	50	2	.	.	PUNCT
ajeer-222	50	3	specific	specific	ADJ
ajeer-222	50	4	objectives	objective	NOUN
ajeer-222	50	5	the	the	DET
ajeer-222	50	6	specific	specific	ADJ
ajeer-222	50	7	objective	objective	NOUN
ajeer-222	50	8	of	of	ADP
ajeer-222	50	9	the	the	DET
ajeer-222	50	10	study	study	NOUN
ajeer-222	50	11	was	be	AUX
ajeer-222	50	12	to	to	PART
ajeer-222	50	13	estimate	estimate	VERB
ajeer-222	50	14	the	the	DET
ajeer-222	50	15	impact	impact	NOUN
ajeer-222	50	16	of	of	ADP
ajeer-222	50	17	milk	milk	NOUN
ajeer-222	50	18	marketing	marketing	NOUN
ajeer-222	50	19	channel	channel	NOUN
ajeer-222	50	20	choice	choice	NOUN
ajeer-222	50	21	on	on	ADP
ajeer-222	50	22	dairy	dairy	NOUN
ajeer-222	50	23	farmer	farmer	NOUN
ajeer-222	50	24	household	household	NOUN
ajeer-222	50	25	’s	’s	PART
ajeer-222	50	26	income	income	NOUN
ajeer-222	50	27	,	,	PUNCT
ajeer-222	50	28	labor	labor	NOUN
ajeer-222	50	29	hours	hour	NOUN
ajeer-222	50	30	and	and	CCONJ
ajeer-222	50	31	breed	breed	NOUN
ajeer-222	50	32	technology	technology	NOUN
ajeer-222	50	33	in	in	ADP
ajeer-222	50	34	kericho	kericho	PROPN
ajeer-222	50	35	county	county	PROPN
ajeer-222	50	36	.	.	PUNCT
ajeer-222	51	1	2.3	2.3	NUM
ajeer-222	51	2	.	.	PUNCT
ajeer-222	51	3	hypothesis	hypothesis	NOUN
ajeer-222	51	4	the	the	DET
ajeer-222	51	5	study	study	NOUN
ajeer-222	51	6	tested	test	VERB
ajeer-222	51	7	the	the	DET
ajeer-222	51	8	following	follow	VERB
ajeer-222	51	9	hypothesis	hypothesis	NOUN
ajeer-222	51	10	:	:	PUNCT
ajeer-222	51	11	ho1	ho1	NOUN
ajeer-222	51	12	:	:	PUNCT
ajeer-222	51	13	the	the	DET
ajeer-222	51	14	milk	milk	NOUN
ajeer-222	51	15	marketing	marketing	NOUN
ajeer-222	51	16	channel	channel	NOUN
ajeer-222	51	17	choice	choice	NOUN
ajeer-222	51	18	has	have	VERB
ajeer-222	51	19	no	no	DET
ajeer-222	51	20	impact	impact	NOUN
ajeer-222	51	21	on	on	ADP
ajeer-222	51	22	dairy	dairy	NOUN
ajeer-222	51	23	farmer	farmer	NOUN
ajeer-222	51	24	household	household	NOUN
ajeer-222	51	25	income	income	NOUN
ajeer-222	51	26	,	,	PUNCT
ajeer-222	51	27	labour	labour	NOUN
ajeer-222	51	28	hours	hour	NOUN
ajeer-222	51	29	and	and	CCONJ
ajeer-222	51	30	breed	breed	NOUN
ajeer-222	51	31	technology	technology	NOUN
ajeer-222	51	32	in	in	ADP
ajeer-222	51	33	kericho	kericho	PROPN
ajeer-222	51	34	county	county	PROPN
ajeer-222	51	35	.	.	PUNCT
ajeer-222	52	1	3	3	X
ajeer-222	52	2	.	.	X
ajeer-222	52	3	research	research	NOUN
ajeer-222	52	4	methodology	methodology	NOUN
ajeer-222	52	5	3.1	3.1	NUM
ajeer-222	52	6	.	.	PUNCT
ajeer-222	53	1	research	research	NOUN
ajeer-222	53	2	design	design	NOUN
ajeer-222	53	3	this	this	DET
ajeer-222	53	4	study	study	NOUN
ajeer-222	53	5	used	use	VERB
ajeer-222	53	6	cross	cross	ADJ
ajeer-222	53	7	-	-	ADJ
ajeer-222	53	8	sectional	sectional	ADJ
ajeer-222	53	9	and	and	CCONJ
ajeer-222	53	10	correlational	correlational	ADJ
ajeer-222	53	11	research	research	NOUN
ajeer-222	53	12	designs	design	NOUN
ajeer-222	53	13	.	.	PUNCT
ajeer-222	54	1	a	a	DET
ajeer-222	54	2	cross	cross	ADJ
ajeer-222	54	3	-	-	ADJ
ajeer-222	54	4	sectional	sectional	ADJ
ajeer-222	54	5	survey	survey	NOUN
ajeer-222	54	6	of	of	ADP
ajeer-222	54	7	dairy	dairy	NOUN
ajeer-222	54	8	farmer	farmer	NOUN
ajeer-222	54	9	households	household	NOUN
ajeer-222	54	10	was	be	AUX
ajeer-222	54	11	carried	carry	VERB
ajeer-222	54	12	out	out	ADP
ajeer-222	54	13	in	in	ADP
ajeer-222	54	14	early	early	ADJ
ajeer-222	54	15	2015	2015	NUM
ajeer-222	54	16	.	.	PUNCT
ajeer-222	55	1	the	the	DET
ajeer-222	55	2	study	study	NOUN
ajeer-222	55	3	estimated	estimate	VERB
ajeer-222	55	4	income	income	NOUN
ajeer-222	55	5	,	,	PUNCT
ajeer-222	55	6	employment	employment	NOUN
ajeer-222	55	7	and	and	CCONJ
ajeer-222	55	8	technology	technology	NOUN
ajeer-222	55	9	functions	function	NOUN
ajeer-222	55	10	,	,	PUNCT
ajeer-222	55	11	endogenously	endogenously	ADV
ajeer-222	55	12	stratified	stratify	VERB
ajeer-222	55	13	for	for	ADP
ajeer-222	55	14	each	each	PRON
ajeer-222	55	15	of	of	ADP
ajeer-222	55	16	the	the	DET
ajeer-222	55	17	marketing	marketing	NOUN
ajeer-222	55	18	channel	channel	NOUN
ajeer-222	55	19	used	use	VERB
ajeer-222	55	20	.	.	PUNCT
ajeer-222	56	1	3.2	3.2	NUM
ajeer-222	56	2	.	.	PUNCT
ajeer-222	57	1	study	study	NOUN
ajeer-222	57	2	area	area	PROPN
ajeer-222	57	3	primary	primary	ADJ
ajeer-222	57	4	data	datum	NOUN
ajeer-222	57	5	was	be	AUX
ajeer-222	57	6	collect	collect	VERB
ajeer-222	57	7	from	from	ADP
ajeer-222	57	8	smallholder	smallholder	NOUN
ajeer-222	57	9	dairy	dairy	NOUN
ajeer-222	57	10	farmer	farmer	NOUN
ajeer-222	57	11	households	household	NOUN
ajeer-222	57	12	in	in	ADP
ajeer-222	57	13	six	six	NUM
ajeer-222	57	14	sub	sub	NOUN
ajeer-222	57	15	counties	county	NOUN
ajeer-222	57	16	of	of	ADP
ajeer-222	57	17	kipkelion	kipkelion	PROPN
ajeer-222	57	18	east	east	PROPN
ajeer-222	57	19	,	,	PUNCT
ajeer-222	57	20	kipkelion	kipkelion	NOUN
ajeer-222	57	21	west	west	PROPN
ajeer-222	57	22	,	,	PUNCT
ajeer-222	57	23	kericho	kericho	PROPN
ajeer-222	57	24	west	west	PROPN
ajeer-222	57	25	,	,	PUNCT
ajeer-222	57	26	kericho	kericho	PROPN
ajeer-222	57	27	east	east	PROPN
ajeer-222	57	28	,	,	PUNCT
ajeer-222	57	29	sigowet	sigowet	ADJ
ajeer-222	57	30	/	/	SYM
ajeer-222	57	31	soin	soin	PROPN
ajeer-222	57	32	and	and	CCONJ
ajeer-222	57	33	bureti	bureti	NOUN
ajeer-222	57	34	of	of	ADP
ajeer-222	57	35	kericho	kericho	PROPN
ajeer-222	57	36	county	county	PROPN
ajeer-222	57	37	as	as	SCONJ
ajeer-222	57	38	shown	show	VERB
ajeer-222	57	39	in	in	ADP
ajeer-222	57	40	table	table	NOUN
ajeer-222	57	41	2.1	2.1	NUM
ajeer-222	57	42	.	.	PUNCT
ajeer-222	58	1	table-1	table-1	NUM
ajeer-222	58	2	.	.	PUNCT
ajeer-222	59	1	smallholder	smallholder	NOUN
ajeer-222	59	2	livestock	livestock	NOUN
ajeer-222	59	3	milk	milk	NOUN
ajeer-222	59	4	producers	producer	NOUN
ajeer-222	59	5	and	and	CCONJ
ajeer-222	59	6	cooperative	cooperative	ADJ
ajeer-222	59	7	societies	society	NOUN
ajeer-222	59	8	sub	sub	VERB
ajeer-222	59	9	–	–	PUNCT
ajeer-222	59	10	county	county	NOUN
ajeer-222	59	11	number	number	NOUN
ajeer-222	59	12	of	of	ADP
ajeer-222	59	13	households	household	NOUN
ajeer-222	59	14	number	number	NOUN
ajeer-222	59	15	of	of	ADP
ajeer-222	59	16	dairy	dairy	NOUN
ajeer-222	59	17	farmers	farmer	NOUN
ajeer-222	59	18	dairy	dairy	NOUN
ajeer-222	59	19	cattle	cattle	NOUN
ajeer-222	59	20	population	population	NOUN
ajeer-222	59	21	average	average	ADJ
ajeer-222	59	22	number	number	NOUN
ajeer-222	59	23	of	of	ADP
ajeer-222	59	24	dairy	dairy	NOUN
ajeer-222	59	25	cows	cow	NOUN
ajeer-222	59	26	/farmer	/farmer	NOUN
ajeer-222	59	27	dairy	dairy	NOUN
ajeer-222	59	28	cooperative	cooperative	ADJ
ajeer-222	59	29	societies	society	NOUN
ajeer-222	59	30	/companies	/companies	ADP
ajeer-222	59	31	dairy	dairy	NOUN
ajeer-222	59	32	selfhelp	selfhelp	NOUN
ajeer-222	59	33	groups	group	NOUN
ajeer-222	59	34	kipkelion	kipkelion	VERB
ajeer-222	59	35	east	east	ADV
ajeer-222	59	36	27791	27791	NUM
ajeer-222	59	37	13,996	13,996	NUM
ajeer-222	59	38	20666	20666	NUM
ajeer-222	59	39	5	5	NUM
ajeer-222	59	40	2	2	NUM
ajeer-222	59	41	1	1	NUM
ajeer-222	59	42	soin	soin	NOUN
ajeer-222	59	43	/	/	SYM
ajeer-222	59	44	sigowet	sigowet	NOUN
ajeer-222	59	45	20940	20940	NUM
ajeer-222	59	46	15,141	15,141	NUM
ajeer-222	59	47	12808	12808	NUM
ajeer-222	59	48	2	2	NUM
ajeer-222	59	49	1	1	NUM
ajeer-222	59	50	2	2	NUM
ajeer-222	59	51	kericho	kericho	NOUN
ajeer-222	59	52	west	west	PROPN
ajeer-222	59	53	31394	31394	NUM
ajeer-222	59	54	17,111	17,111	NUM
ajeer-222	59	55	26007	26007	NUM
ajeer-222	59	56	2	2	NUM
ajeer-222	59	57	1	1	NUM
ajeer-222	59	58	0	0	NUM
ajeer-222	59	59	bureti	bureti	NOUN
ajeer-222	59	60	30977	30977	NUM
ajeer-222	59	61	28,304	28,304	NUM
ajeer-222	59	62	11400	11400	NUM
ajeer-222	59	63	2	2	NUM
ajeer-222	59	64	11	11	NUM
ajeer-222	59	65	24	24	NUM
ajeer-222	59	66	kericho	kericho	PROPN
ajeer-222	59	67	east	east	PROPN
ajeer-222	59	68	27700	27700	NUM
ajeer-222	59	69	8,150	8,150	NUM
ajeer-222	59	70	10498.8	10498.8	NUM
ajeer-222	59	71	3	3	NUM
ajeer-222	59	72	2	2	NUM
ajeer-222	59	73	3	3	NUM
ajeer-222	59	74	kipkelion	kipkelion	NOUN
ajeer-222	59	75	west	west	NOUN
ajeer-222	59	76	14615	14615	NUM
ajeer-222	59	77	11,725	11,725	NUM
ajeer-222	59	78	18667	18667	NUM
ajeer-222	59	79	4	4	NUM
ajeer-222	59	80	4	4	NUM
ajeer-222	59	81	3	3	NUM
ajeer-222	59	82	kericho	kericho	PROPN
ajeer-222	59	83	county	county	NOUN
ajeer-222	59	84	153417	153417	NUM
ajeer-222	59	85	94,427	94,427	NUM
ajeer-222	59	86	100047	100047	NUM
ajeer-222	59	87	3	3	NUM
ajeer-222	59	88	21	21	NUM
ajeer-222	59	89	33	33	NUM
ajeer-222	59	90	source	source	NOUN
ajeer-222	59	91	:	:	PUNCT
ajeer-222	59	92	kericho	kericho	PROPN
ajeer-222	59	93	county	county	PROPN
ajeer-222	59	94	development	development	NOUN
ajeer-222	59	95	profile	profile	NOUN
ajeer-222	59	96	,	,	PUNCT
ajeer-222	59	97	2013	2013	NUM
ajeer-222	59	98	asian	asian	ADJ
ajeer-222	59	99	journal	journal	NOUN
ajeer-222	59	100	of	of	ADP
ajeer-222	59	101	economics	economic	NOUN
ajeer-222	59	102	and	and	CCONJ
ajeer-222	59	103	empirical	empirical	ADJ
ajeer-222	59	104	research	research	NOUN
ajeer-222	59	105	,	,	PUNCT
ajeer-222	59	106	2016	2016	NUM
ajeer-222	59	107	,	,	PUNCT
ajeer-222	59	108	3(2	3(2	NUM
ajeer-222	59	109	):	):	PUNCT
ajeer-222	59	110	145	145	NUM
ajeer-222	59	111	-	-	SYM
ajeer-222	59	112	155	155	NUM
ajeer-222	59	113	147	147	NUM
ajeer-222	59	114	3.3	3.3	NUM
ajeer-222	59	115	.	.	PUNCT
ajeer-222	60	1	target	target	NOUN
ajeer-222	60	2	population	population	NOUN
ajeer-222	60	3	the	the	DET
ajeer-222	60	4	primary	primary	ADJ
ajeer-222	60	5	unit	unit	NOUN
ajeer-222	60	6	of	of	ADP
ajeer-222	60	7	analysis	analysis	NOUN
ajeer-222	60	8	was	be	AUX
ajeer-222	60	9	the	the	DET
ajeer-222	60	10	household	household	NOUN
ajeer-222	60	11	with	with	ADP
ajeer-222	60	12	dairy	dairy	NOUN
ajeer-222	60	13	cows	cow	NOUN
ajeer-222	60	14	with	with	ADP
ajeer-222	60	15	milk	milk	NOUN
ajeer-222	60	16	for	for	ADP
ajeer-222	60	17	marketing	marketing	NOUN
ajeer-222	60	18	.	.	PUNCT
ajeer-222	61	1	the	the	DET
ajeer-222	61	2	target	target	NOUN
ajeer-222	61	3	population	population	NOUN
ajeer-222	61	4	was	be	AUX
ajeer-222	61	5	restricted	restrict	VERB
ajeer-222	61	6	to	to	ADP
ajeer-222	61	7	the	the	DET
ajeer-222	61	8	94,427	94,427	NUM
ajeer-222	61	9	smallholder	smallholder	NOUN
ajeer-222	61	10	livestock	livestock	NOUN
ajeer-222	61	11	milk	milk	NOUN
ajeer-222	61	12	producers	producer	NOUN
ajeer-222	61	13	and	and	CCONJ
ajeer-222	61	14	marketers	marketer	NOUN
ajeer-222	61	15	,	,	PUNCT
ajeer-222	61	16	divided	divide	VERB
ajeer-222	61	17	proportionately	proportionately	ADV
ajeer-222	61	18	amongst	amongst	ADP
ajeer-222	61	19	the	the	DET
ajeer-222	61	20	six	six	NUM
ajeer-222	61	21	sub	sub	NOUN
ajeer-222	61	22	-	-	NOUN
ajeer-222	61	23	counties	county	NOUN
ajeer-222	61	24	of	of	ADP
ajeer-222	61	25	kericho	kericho	PROPN
ajeer-222	61	26	county	county	PROPN
ajeer-222	61	27	as	as	SCONJ
ajeer-222	61	28	shown	show	VERB
ajeer-222	61	29	in	in	ADP
ajeer-222	61	30	table	table	NOUN
ajeer-222	61	31	1	1	NUM
ajeer-222	61	32	.	.	PUNCT
ajeer-222	62	1	given	give	VERB
ajeer-222	62	2	the	the	DET
ajeer-222	62	3	objective	objective	NOUN
ajeer-222	62	4	of	of	ADP
ajeer-222	62	5	the	the	DET
ajeer-222	62	6	study	study	NOUN
ajeer-222	62	7	,	,	PUNCT
ajeer-222	62	8	the	the	DET
ajeer-222	62	9	population	population	NOUN
ajeer-222	62	10	of	of	ADP
ajeer-222	62	11	interest	interest	NOUN
ajeer-222	62	12	was	be	AUX
ajeer-222	62	13	defined	define	VERB
ajeer-222	62	14	as	as	ADP
ajeer-222	62	15	the	the	DET
ajeer-222	62	16	primary	primary	ADJ
ajeer-222	62	17	milk	milk	NOUN
ajeer-222	62	18	producer	producer	NOUN
ajeer-222	62	19	household	household	NOUN
ajeer-222	62	20	who	who	PRON
ajeer-222	62	21	sell	sell	VERB
ajeer-222	62	22	cows	cow	NOUN
ajeer-222	62	23	’	'	PUNCT
ajeer-222	62	24	milk	milk	NOUN
ajeer-222	62	25	to	to	ADP
ajeer-222	62	26	another	another	DET
ajeer-222	62	27	supply	supply	NOUN
ajeer-222	62	28	chain	chain	NOUN
ajeer-222	62	29	actor	actor	NOUN
ajeer-222	62	30	.	.	PUNCT
ajeer-222	63	1	therefore	therefore	ADV
ajeer-222	63	2	,	,	PUNCT
ajeer-222	63	3	farmers	farmer	NOUN
ajeer-222	63	4	without	without	ADP
ajeer-222	63	5	dairy	dairy	NOUN
ajeer-222	63	6	cows	cow	NOUN
ajeer-222	63	7	,	,	PUNCT
ajeer-222	63	8	those	those	PRON
ajeer-222	63	9	who	who	PRON
ajeer-222	63	10	did	do	AUX
ajeer-222	63	11	not	not	PART
ajeer-222	63	12	sell	sell	VERB
ajeer-222	63	13	any	any	PRON
ajeer-222	63	14	of	of	ADP
ajeer-222	63	15	the	the	DET
ajeer-222	63	16	milk	milk	NOUN
ajeer-222	63	17	produced	produce	VERB
ajeer-222	63	18	or	or	CCONJ
ajeer-222	63	19	those	those	PRON
ajeer-222	63	20	who	who	PRON
ajeer-222	63	21	processed	process	VERB
ajeer-222	63	22	all	all	DET
ajeer-222	63	23	the	the	DET
ajeer-222	63	24	milk	milk	NOUN
ajeer-222	63	25	themselves	themselves	PRON
ajeer-222	63	26	were	be	AUX
ajeer-222	63	27	excluded	exclude	VERB
ajeer-222	63	28	from	from	ADP
ajeer-222	63	29	the	the	DET
ajeer-222	63	30	study	study	NOUN
ajeer-222	63	31	.	.	PUNCT
ajeer-222	64	1	with	with	ADP
ajeer-222	64	2	the	the	DET
ajeer-222	64	3	given	give	VERB
ajeer-222	64	4	focus	focus	NOUN
ajeer-222	64	5	,	,	PUNCT
ajeer-222	64	6	these	these	DET
ajeer-222	64	7	restrictions	restriction	NOUN
ajeer-222	64	8	were	be	AUX
ajeer-222	64	9	justified	justify	VERB
ajeer-222	64	10	,	,	PUNCT
ajeer-222	64	11	and	and	CCONJ
ajeer-222	64	12	it	it	PRON
ajeer-222	64	13	meant	mean	VERB
ajeer-222	64	14	that	that	SCONJ
ajeer-222	64	15	the	the	DET
ajeer-222	64	16	sample	sample	NOUN
ajeer-222	64	17	could	could	AUX
ajeer-222	64	18	not	not	PART
ajeer-222	64	19	be	be	AUX
ajeer-222	64	20	directly	directly	ADV
ajeer-222	64	21	compared	compare	VERB
ajeer-222	64	22	to	to	ADP
ajeer-222	64	23	official	official	ADJ
ajeer-222	64	24	data	datum	NOUN
ajeer-222	64	25	on	on	ADP
ajeer-222	64	26	the	the	DET
ajeer-222	64	27	structure	structure	NOUN
ajeer-222	64	28	of	of	ADP
ajeer-222	64	29	milk	milk	NOUN
ajeer-222	64	30	production	production	NOUN
ajeer-222	64	31	.	.	PUNCT
ajeer-222	65	1	3.4	3.4	NUM
ajeer-222	65	2	.	.	NOUN
ajeer-222	65	3	sampling	sample	VERB
ajeer-222	65	4	procedure	procedure	NOUN
ajeer-222	65	5	a	a	DET
ajeer-222	65	6	multistage	multistage	NOUN
ajeer-222	65	7	cluster	cluster	NOUN
ajeer-222	65	8	sampling	sample	VERB
ajeer-222	65	9	procedure	procedure	NOUN
ajeer-222	65	10	was	be	AUX
ajeer-222	65	11	used	use	VERB
ajeer-222	65	12	to	to	PART
ajeer-222	65	13	get	get	VERB
ajeer-222	65	14	the	the	DET
ajeer-222	65	15	total	total	ADJ
ajeer-222	65	16	population	population	NOUN
ajeer-222	65	17	and	and	CCONJ
ajeer-222	65	18	sample	sample	NOUN
ajeer-222	65	19	size	size	NOUN
ajeer-222	65	20	of	of	ADP
ajeer-222	65	21	interest.to	interest.to	PUNCT
ajeer-222	65	22	achieve	achieve	VERB
ajeer-222	65	23	the	the	DET
ajeer-222	65	24	study	study	NOUN
ajeer-222	65	25	objectives	objective	NOUN
ajeer-222	65	26	,	,	PUNCT
ajeer-222	65	27	the	the	DET
ajeer-222	65	28	county	county	NOUN
ajeer-222	65	29	was	be	AUX
ajeer-222	65	30	clustered	cluster	VERB
ajeer-222	65	31	into	into	ADP
ajeer-222	65	32	six	six	NUM
ajeer-222	65	33	sub	sub	NOUN
ajeer-222	65	34	-	-	NOUN
ajeer-222	65	35	counties	county	NOUN
ajeer-222	65	36	,	,	PUNCT
ajeer-222	65	37	namely	namely	ADV
ajeer-222	65	38	,	,	PUNCT
ajeer-222	65	39	kipkelion	kipkelion	NOUN
ajeer-222	65	40	east	east	PROPN
ajeer-222	65	41	,	,	PUNCT
ajeer-222	65	42	kipkelion	kipkelion	NOUN
ajeer-222	65	43	west	west	PROPN
ajeer-222	65	44	,	,	PUNCT
ajeer-222	65	45	kericho	kericho	PROPN
ajeer-222	65	46	west	west	PROPN
ajeer-222	65	47	,	,	PUNCT
ajeer-222	65	48	kericho	kericho	PROPN
ajeer-222	65	49	east	east	PROPN
ajeer-222	65	50	,	,	PUNCT
ajeer-222	65	51	sigowet	sigowet	ADJ
ajeer-222	65	52	/	/	SYM
ajeer-222	65	53	soin	soin	PROPN
ajeer-222	65	54	and	and	CCONJ
ajeer-222	65	55	bureti	bureti	NOUN
ajeer-222	65	56	as	as	SCONJ
ajeer-222	65	57	shown	show	VERB
ajeer-222	65	58	in	in	ADP
ajeer-222	65	59	table	table	NOUN
ajeer-222	65	60	2	2	NUM
ajeer-222	65	61	.	.	PUNCT
ajeer-222	66	1	these	these	DET
ajeer-222	66	2	sub	sub	NOUN
ajeer-222	66	3	-	-	NOUN
ajeer-222	66	4	counties	county	NOUN
ajeer-222	66	5	formed	form	VERB
ajeer-222	66	6	the	the	DET
ajeer-222	66	7	sample	sample	NOUN
ajeer-222	66	8	sites	site	NOUN
ajeer-222	66	9	for	for	ADP
ajeer-222	66	10	the	the	DET
ajeer-222	66	11	study	study	NOUN
ajeer-222	66	12	and	and	CCONJ
ajeer-222	66	13	the	the	DET
ajeer-222	66	14	mean	mean	NOUN
ajeer-222	66	15	of	of	ADP
ajeer-222	66	16	the	the	DET
ajeer-222	66	17	results	result	NOUN
ajeer-222	66	18	from	from	ADP
ajeer-222	66	19	all	all	DET
ajeer-222	66	20	these	these	DET
ajeer-222	66	21	sites	site	NOUN
ajeer-222	66	22	constituted	constitute	VERB
ajeer-222	66	23	the	the	DET
ajeer-222	66	24	results	result	NOUN
ajeer-222	66	25	for	for	ADP
ajeer-222	66	26	the	the	DET
ajeer-222	66	27	whole	whole	ADJ
ajeer-222	66	28	county	county	NOUN
ajeer-222	66	29	.	.	PUNCT
ajeer-222	67	1	table-2	table-2	NUM
ajeer-222	67	2	.	.	PUNCT
ajeer-222	68	1	sub	sub	ADJ
ajeer-222	68	2	-	-	ADJ
ajeer-222	68	3	county	county	NOUN
ajeer-222	68	4	sampling	sample	VERB
ajeer-222	68	5	areas	area	NOUN
ajeer-222	68	6	constituency	constituency	NOUN
ajeer-222	68	7	sub	sub	NOUN
ajeer-222	68	8	-	-	ADJ
ajeer-222	68	9	counties	county	NOUN
ajeer-222	68	10	divisions	division	NOUN
ajeer-222	68	11	area	area	NOUN
ajeer-222	68	12	(	(	PUNCT
ajeer-222	68	13	km	km	NOUN
ajeer-222	68	14	2	2	NUM
ajeer-222	68	15	)	)	PUNCT
ajeer-222	68	16	number	number	NOUN
ajeer-222	68	17	of	of	ADP
ajeer-222	68	18	locations	location	NOUN
ajeer-222	68	19	number	number	NOUN
ajeer-222	68	20	of	of	ADP
ajeer-222	68	21	sub	sub	NOUN
ajeer-222	68	22	locations	location	NOUN
ajeer-222	68	23	ainamoi	ainamoi	PROPN
ajeer-222	68	24	kericho	kericho	PROPN
ajeer-222	68	25	east	east	PROPN
ajeer-222	68	26	ainamoi	ainamoi	PROPN
ajeer-222	68	27	239.9	239.9	NUM
ajeer-222	68	28	11	11	NUM
ajeer-222	68	29	24	24	NUM
ajeer-222	68	30	belgut	belgut	NOUN
ajeer-222	68	31	kericho	kericho	PROPN
ajeer-222	68	32	west	west	PROPN
ajeer-222	68	33	kabianga	kabianga	PROPN
ajeer-222	68	34	and	and	CCONJ
ajeer-222	68	35	belgut	belgut	NOUN
ajeer-222	68	36	337.4	337.4	NUM
ajeer-222	68	37	12	12	NUM
ajeer-222	68	38	27	27	NUM
ajeer-222	68	39	sigoewet	sigoewet	NOUN
ajeer-222	68	40	/	/	SYM
ajeer-222	68	41	soin	soin	PROPN
ajeer-222	68	42	sigowet	sigowet	PROPN
ajeer-222	68	43	soin	soin	PROPN
ajeer-222	68	44	and	and	CCONJ
ajeer-222	68	45	sigowet	sigowet	NOUN
ajeer-222	68	46	473.2	473.2	NUM
ajeer-222	68	47	13	13	NUM
ajeer-222	68	48	38	38	NUM
ajeer-222	68	49	kipkelion	kipkelion	NOUN
ajeer-222	68	50	west	west	PROPN
ajeer-222	68	51	kipkelion	kipkelion	PROPN
ajeer-222	68	52	west	west	PROPN
ajeer-222	68	53	kunyak	kunyak	PROPN
ajeer-222	68	54	,	,	PUNCT
ajeer-222	68	55	chilchila	chilchila	NOUN
ajeer-222	68	56	,	,	PUNCT
ajeer-222	68	57	kamasian	kamasian	NOUN
ajeer-222	68	58	and	and	CCONJ
ajeer-222	68	59	kipkelion	kipkelion	NOUN
ajeer-222	68	60	333	333	NUM
ajeer-222	68	61	16	16	NUM
ajeer-222	68	62	35	35	NUM
ajeer-222	68	63	kipkelion	kipkelion	NOUN
ajeer-222	68	64	east	east	PROPN
ajeer-222	68	65	kipkelion	kipkelion	PROPN
ajeer-222	68	66	east	east	PROPN
ajeer-222	68	67	londiani	londiani	PROPN
ajeer-222	68	68	,	,	PUNCT
ajeer-222	68	69	sorget	sorget	NOUN
ajeer-222	68	70	and	and	CCONJ
ajeer-222	68	71	chepseon	chepseon	VERB
ajeer-222	68	72	774.4	774.4	NUM
ajeer-222	68	73	14	14	NUM
ajeer-222	68	74	32	32	NUM
ajeer-222	68	75	bureti	bureti	VERB
ajeer-222	68	76	bureti	bureti	NOUN
ajeer-222	68	77	bureti	bureti	PROPN
ajeer-222	68	78	,	,	PUNCT
ajeer-222	68	79	roret	roret	ADJ
ajeer-222	68	80	and	and	CCONJ
ajeer-222	68	81	cheborge	cheborge	VERB
ajeer-222	68	82	321.1	321.1	NUM
ajeer-222	68	83	19	19	NUM
ajeer-222	68	84	53	53	NUM
ajeer-222	68	85	source	source	NOUN
ajeer-222	68	86	:	:	PUNCT
ajeer-222	68	87	county	county	NOUN
ajeer-222	68	88	commissioner	commissioner	NOUN
ajeer-222	68	89	’s	’s	PART
ajeer-222	68	90	annual	annual	ADJ
ajeer-222	68	91	report	report	NOUN
ajeer-222	68	92	,	,	PUNCT
ajeer-222	68	93	kericho	kericho	PROPN
ajeer-222	68	94	,	,	PUNCT
ajeer-222	68	95	2013	2013	NUM
ajeer-222	68	96	to	to	PART
ajeer-222	68	97	achieve	achieve	VERB
ajeer-222	68	98	representative	representative	ADJ
ajeer-222	68	99	sample	sample	NOUN
ajeer-222	68	100	size	size	NOUN
ajeer-222	68	101	,	,	PUNCT
ajeer-222	68	102	the	the	PRON
ajeer-222	68	103	six	six	NUM
ajeer-222	68	104	sub	sub	NOUN
ajeer-222	68	105	-	-	NOUN
ajeer-222	68	106	counties	county	NOUN
ajeer-222	68	107	formed	form	VERB
ajeer-222	68	108	the	the	DET
ajeer-222	68	109	first	first	ADJ
ajeer-222	68	110	-	-	PUNCT
ajeer-222	68	111	stage	stage	NOUN
ajeer-222	68	112	cluster	cluster	NOUN
ajeer-222	68	113	that	that	PRON
ajeer-222	68	114	had	have	VERB
ajeer-222	68	115	the	the	DET
ajeer-222	68	116	target	target	NOUN
ajeer-222	68	117	population	population	NOUN
ajeer-222	68	118	.	.	PUNCT
ajeer-222	69	1	these	these	DET
ajeer-222	69	2	six	six	NUM
ajeer-222	69	3	clusters	cluster	NOUN
ajeer-222	69	4	were	be	AUX
ajeer-222	69	5	selected	select	VERB
ajeer-222	69	6	based	base	VERB
ajeer-222	69	7	on	on	ADP
ajeer-222	69	8	the	the	DET
ajeer-222	69	9	fact	fact	NOUN
ajeer-222	69	10	that	that	SCONJ
ajeer-222	69	11	small	small	ADJ
ajeer-222	69	12	scale	scale	NOUN
ajeer-222	69	13	dairy	dairy	NOUN
ajeer-222	69	14	farming	farming	NOUN
ajeer-222	69	15	was	be	AUX
ajeer-222	69	16	dominant	dominant	ADJ
ajeer-222	69	17	and	and	CCONJ
ajeer-222	69	18	practiced	practice	VERB
ajeer-222	69	19	throughout	throughout	ADP
ajeer-222	69	20	the	the	DET
ajeer-222	69	21	county	county	NOUN
ajeer-222	69	22	.	.	PUNCT
ajeer-222	70	1	furthermore	furthermore	ADV
ajeer-222	70	2	,	,	PUNCT
ajeer-222	70	3	it	it	PRON
ajeer-222	70	4	reflected	reflect	VERB
ajeer-222	70	5	significant	significant	ADJ
ajeer-222	70	6	differences	difference	NOUN
ajeer-222	70	7	in	in	ADP
ajeer-222	70	8	structure	structure	NOUN
ajeer-222	70	9	of	of	ADP
ajeer-222	70	10	the	the	DET
ajeer-222	70	11	dairy	dairy	NOUN
ajeer-222	70	12	milk	milk	NOUN
ajeer-222	70	13	marketing	marketing	NOUN
ajeer-222	70	14	industry	industry	NOUN
ajeer-222	70	15	in	in	ADP
ajeer-222	70	16	the	the	DET
ajeer-222	70	17	county	county	NOUN
ajeer-222	70	18	.	.	PUNCT
ajeer-222	71	1	further	far	ADV
ajeer-222	71	2	,	,	PUNCT
ajeer-222	71	3	within	within	ADP
ajeer-222	71	4	the	the	DET
ajeer-222	71	5	six	six	NUM
ajeer-222	71	6	sub	sub	NOUN
ajeer-222	71	7	-	-	NOUN
ajeer-222	71	8	counties	county	NOUN
ajeer-222	71	9	,	,	PUNCT
ajeer-222	71	10	second	second	ADJ
ajeer-222	71	11	-	-	PUNCT
ajeer-222	71	12	stage	stage	NOUN
ajeer-222	71	13	cluster	cluster	NOUN
ajeer-222	71	14	sample	sample	NOUN
ajeer-222	71	15	of	of	ADP
ajeer-222	71	16	wards	ward	NOUN
ajeer-222	71	17	and	and	CCONJ
ajeer-222	71	18	villages	village	NOUN
ajeer-222	71	19	with	with	ADP
ajeer-222	71	20	high	high	ADJ
ajeer-222	71	21	concentration	concentration	NOUN
ajeer-222	71	22	of	of	ADP
ajeer-222	71	23	small	small	ADJ
ajeer-222	71	24	scale	scale	NOUN
ajeer-222	71	25	dairy	dairy	NOUN
ajeer-222	71	26	farmers	farmer	NOUN
ajeer-222	71	27	was	be	AUX
ajeer-222	71	28	then	then	ADV
ajeer-222	71	29	selected	select	VERB
ajeer-222	71	30	for	for	ADP
ajeer-222	71	31	the	the	DET
ajeer-222	71	32	study	study	NOUN
ajeer-222	71	33	.	.	PUNCT
ajeer-222	72	1	sample	sample	NOUN
ajeer-222	72	2	selection	selection	NOUN
ajeer-222	72	3	of	of	ADP
ajeer-222	72	4	dairy	dairy	NOUN
ajeer-222	72	5	farmer	farmer	NOUN
ajeer-222	72	6	households	household	NOUN
ajeer-222	72	7	from	from	ADP
ajeer-222	72	8	the	the	DET
ajeer-222	72	9	clustered	cluster	VERB
ajeer-222	72	10	wards	ward	NOUN
ajeer-222	72	11	was	be	AUX
ajeer-222	72	12	done	do	VERB
ajeer-222	72	13	using	use	VERB
ajeer-222	72	14	random	random	ADJ
ajeer-222	72	15	sampling	sampling	NOUN
ajeer-222	72	16	and	and	CCONJ
ajeer-222	72	17	effort	effort	NOUN
ajeer-222	72	18	was	be	AUX
ajeer-222	72	19	made	make	VERB
ajeer-222	72	20	to	to	PART
ajeer-222	72	21	include	include	VERB
ajeer-222	72	22	statistically	statistically	ADV
ajeer-222	72	23	significant	significant	ADJ
ajeer-222	72	24	sub‐samples	sub‐sample	NOUN
ajeer-222	72	25	of	of	ADP
ajeer-222	72	26	dairy	dairy	NOUN
ajeer-222	72	27	milk	milk	NOUN
ajeer-222	72	28	producers	producer	NOUN
ajeer-222	72	29	representing	represent	VERB
ajeer-222	72	30	different	different	ADJ
ajeer-222	72	31	milk	milk	NOUN
ajeer-222	72	32	marketing	marketing	NOUN
ajeer-222	72	33	channels	channel	NOUN
ajeer-222	72	34	and	and	CCONJ
ajeer-222	72	35	sizes	size	NOUN
ajeer-222	72	36	for	for	ADP
ajeer-222	72	37	each	each	PRON
ajeer-222	72	38	of	of	ADP
ajeer-222	72	39	the	the	DET
ajeer-222	72	40	sub	sub	NOUN
ajeer-222	72	41	counties	county	NOUN
ajeer-222	72	42	.	.	PUNCT
ajeer-222	73	1	the	the	DET
ajeer-222	73	2	sampled	sample	VERB
ajeer-222	73	3	milk	milk	NOUN
ajeer-222	73	4	producing	produce	VERB
ajeer-222	73	5	nth	nth	NOUN
ajeer-222	73	6	smallholder	smallholder	NOUN
ajeer-222	73	7	farmer	farmer	NOUN
ajeer-222	73	8	household	household	NOUN
ajeer-222	73	9	was	be	AUX
ajeer-222	73	10	determined	determine	VERB
ajeer-222	73	11	by	by	ADP
ajeer-222	73	12	the	the	DET
ajeer-222	73	13	proportionate	proportionate	ADJ
ajeer-222	73	14	size	size	NOUN
ajeer-222	73	15	sampling	sample	VERB
ajeer-222	73	16	methodology	methodology	NOUN
ajeer-222	73	17	(	(	PUNCT
ajeer-222	73	18	anderson	anderson	PROPN
ajeer-222	73	19	et	et	PROPN
ajeer-222	73	20	al	al	PROPN
ajeer-222	73	21	.	.	PROPN
ajeer-222	73	22	,	,	PUNCT
ajeer-222	73	23	2007	2007	NUM
ajeer-222	73	24	)	)	PUNCT
ajeer-222	73	25	.	.	PUNCT
ajeer-222	74	1	2	2	NUM
ajeer-222	74	2	2	2	NUM
ajeer-222	74	3	0	0	NUM
ajeer-222	74	4	e	e	NOUN
ajeer-222	74	5	pqz	pqz	PROPN
ajeer-222	74	6	n	n	ADV
ajeer-222	74	7			NUM
ajeer-222	74	8	(	(	PUNCT
ajeer-222	74	9	1	1	NUM
ajeer-222	74	10	)	)	PUNCT
ajeer-222	74	11	where	where	SCONJ
ajeer-222	74	12	0n	0n	NOUN
ajeer-222	74	13	was	be	AUX
ajeer-222	74	14	the	the	DET
ajeer-222	74	15	sample	sample	NOUN
ajeer-222	74	16	size	size	NOUN
ajeer-222	74	17	,	,	PUNCT
ajeer-222	74	18	z	z	PROPN
ajeer-222	74	19	is	be	AUX
ajeer-222	74	20	the	the	DET
ajeer-222	74	21	standard	standard	ADJ
ajeer-222	74	22	normal	normal	ADJ
ajeer-222	74	23	value	value	NOUN
ajeer-222	74	24	of	of	ADP
ajeer-222	74	25	1.96	1.96	NUM
ajeer-222	74	26	significant	significant	ADJ
ajeer-222	74	27	at	at	ADP
ajeer-222	74	28	5	5	NUM
ajeer-222	74	29	percent	percent	NOUN
ajeer-222	74	30	confidence	confidence	NOUN
ajeer-222	74	31	level	level	NOUN
ajeer-222	74	32	,	,	PUNCT
ajeer-222	74	33	e	e	NOUN
ajeer-222	74	34	is	be	AUX
ajeer-222	74	35	themargin	themargin	NOUN
ajeer-222	74	36	of	of	ADP
ajeer-222	74	37	error	error	NOUN
ajeer-222	74	38	(	(	PUNCT
ajeer-222	74	39	the	the	DET
ajeer-222	74	40	sampling	sampling	NOUN
ajeer-222	74	41	error	error	NOUN
ajeer-222	74	42	or	or	CCONJ
ajeer-222	74	43	desired	desire	VERB
ajeer-222	74	44	level	level	NOUN
ajeer-222	74	45	of	of	ADP
ajeer-222	74	46	precision	precision	NOUN
ajeer-222	74	47	)	)	PUNCT
ajeer-222	74	48	,	,	PUNCT
ajeer-222	74	49	p	p	NOUN
ajeer-222	74	50	is	be	AUX
ajeer-222	74	51	the	the	DET
ajeer-222	74	52	estimated	estimate	VERB
ajeer-222	74	53	population	population	NOUN
ajeer-222	74	54	proportion	proportion	NOUN
ajeer-222	74	55	of	of	ADP
ajeer-222	74	56	smallholder	smallholder	NOUN
ajeer-222	74	57	dairy	dairy	NOUN
ajeer-222	74	58	farmers	farmer	NOUN
ajeer-222	74	59	with	with	ADP
ajeer-222	74	60	characteristics	characteristic	NOUN
ajeer-222	74	61	of	of	ADP
ajeer-222	74	62	interest	interest	NOUN
ajeer-222	74	63	assumed	assume	VERB
ajeer-222	74	64	at	at	ADP
ajeer-222	74	65	70	70	NUM
ajeer-222	74	66	percent	percent	NOUN
ajeer-222	74	67	(	(	PUNCT
ajeer-222	74	68	table	table	NOUN
ajeer-222	74	69	3.3	3.3	NUM
ajeer-222	74	70	)	)	PUNCT
ajeer-222	74	71	.	.	PUNCT
ajeer-222	75	1	thus	thus	ADV
ajeer-222	75	2	taking	take	VERB
ajeer-222	75	3	p	p	NOUN
ajeer-222	75	4	at	at	ADP
ajeer-222	75	5	70	70	NUM
ajeer-222	75	6	percent	percent	NOUN
ajeer-222	75	7	gave	give	VERB
ajeer-222	75	8	a	a	DET
ajeer-222	75	9	representative	representative	ADJ
ajeer-222	75	10	size	size	NOUN
ajeer-222	75	11	with	with	ADP
ajeer-222	75	12	minimal	minimal	ADJ
ajeer-222	75	13	error	error	NOUN
ajeer-222	75	14	making	make	VERB
ajeer-222	75	15	q	q	NOUN
ajeer-222	76	1	=	=	SYM
ajeer-222	76	2	1	1	NUM
ajeer-222	76	3	-	-	PUNCT
ajeer-222	76	4	p	p	NOUN
ajeer-222	76	5	,	,	PUNCT
ajeer-222	76	6	i.e.	i.e.	X
ajeer-222	76	7	1	1	NUM
ajeer-222	76	8	-	-	SYM
ajeer-222	76	9	0.7	0.7	NUM
ajeer-222	76	10	=	=	SYM
ajeer-222	76	11	0.3	0.3	NUM
ajeer-222	76	12	,	,	PUNCT
ajeer-222	76	13	z	z	NOUN
ajeer-222	76	14	=	=	NUM
ajeer-222	76	15	1.96	1.96	NUM
ajeer-222	76	16	,	,	PUNCT
ajeer-222	76	17	and	and	CCONJ
ajeer-222	76	18	e	e	X
ajeer-222	76	19	=	=	NOUN
ajeer-222	76	20	0.04	0.04	NUM
ajeer-222	76	21	for	for	ADP
ajeer-222	76	22	a	a	DET
ajeer-222	76	23	good	good	ADJ
ajeer-222	76	24	precision	precision	NOUN
ajeer-222	76	25	respectively	respectively	ADV
ajeer-222	76	26	.	.	PUNCT
ajeer-222	77	1	504	504	NUM
ajeer-222	77	2	04.0	04.0	NUM
ajeer-222	77	3	3.0	3.0	NUM
ajeer-222	77	4	*	*	NUM
ajeer-222	77	5	7.0	7.0	NUM
ajeer-222	77	6	*	*	SYM
ajeer-222	77	7	96.1	96.1	NUM
ajeer-222	77	8	2	2	NUM
ajeer-222	77	9	2	2	NUM
ajeer-222	77	10			NOUN
ajeer-222	77	11			NOUN
ajeer-222	77	12			PROPN
ajeer-222	77	13			PROPN
ajeer-222	77	14			PROPN
ajeer-222	77	15			NOUN
ajeer-222	77	16	n	n	NOUN
ajeer-222	77	17	dairy	dairy	NOUN
ajeer-222	77	18	farmer	farmer	NOUN
ajeer-222	77	19	households	household	NOUN
ajeer-222	77	20	.	.	PUNCT
ajeer-222	78	1	finally	finally	ADV
ajeer-222	78	2	,	,	PUNCT
ajeer-222	78	3	based	base	VERB
ajeer-222	78	4	on	on	ADP
ajeer-222	78	5	the	the	DET
ajeer-222	78	6	above	above	ADJ
ajeer-222	78	7	calculation	calculation	NOUN
ajeer-222	78	8	,	,	PUNCT
ajeer-222	78	9	the	the	DET
ajeer-222	78	10	sample	sample	NOUN
ajeer-222	78	11	units	unit	NOUN
ajeer-222	78	12	(	(	PUNCT
ajeer-222	78	13	number	number	NOUN
ajeer-222	78	14	of	of	ADP
ajeer-222	78	15	dairy	dairy	NOUN
ajeer-222	78	16	farmers	farmer	NOUN
ajeer-222	78	17	households	household	NOUN
ajeer-222	78	18	)	)	PUNCT
ajeer-222	78	19	were	be	AUX
ajeer-222	78	20	calculated	calculate	VERB
ajeer-222	78	21	proportionately	proportionately	ADV
ajeer-222	78	22	based	base	VERB
ajeer-222	78	23	on	on	ADP
ajeer-222	78	24	the	the	DET
ajeer-222	78	25	number	number	NOUN
ajeer-222	78	26	of	of	ADP
ajeer-222	78	27	dairy	dairy	NOUN
ajeer-222	78	28	farmer	farmer	NOUN
ajeer-222	78	29	households	household	NOUN
ajeer-222	78	30	in	in	ADP
ajeer-222	78	31	each	each	DET
ajeer-222	78	32	sub	sub	NOUN
ajeer-222	78	33	county	county	NOUN
ajeer-222	78	34	and	and	CCONJ
ajeer-222	78	35	as	as	ADP
ajeer-222	78	36	a	a	DET
ajeer-222	78	37	proportion	proportion	NOUN
ajeer-222	78	38	of	of	ADP
ajeer-222	78	39	the	the	DET
ajeer-222	78	40	total	total	ADJ
ajeer-222	78	41	dairy	dairy	NOUN
ajeer-222	78	42	farmers	farmer	NOUN
ajeer-222	78	43	in	in	ADP
ajeer-222	78	44	the	the	DET
ajeer-222	78	45	county	county	NOUN
ajeer-222	78	46	against	against	ADP
ajeer-222	78	47	the	the	DET
ajeer-222	78	48	desired	desire	VERB
ajeer-222	78	49	sample	sample	NOUN
ajeer-222	78	50	size	size	NOUN
ajeer-222	78	51	of	of	ADP
ajeer-222	78	52	504	504	NUM
ajeer-222	78	53	as	as	SCONJ
ajeer-222	78	54	shown	show	VERB
ajeer-222	78	55	in	in	ADP
ajeer-222	78	56	table	table	NOUN
ajeer-222	78	57	3	3	NUM
ajeer-222	78	58	.	.	X
ajeer-222	79	1	table-3	table-3	NUM
ajeer-222	79	2	.	.	PUNCT
ajeer-222	80	1	proportionate	proportionate	ADJ
ajeer-222	80	2	distributions	distribution	NOUN
ajeer-222	80	3	of	of	ADP
ajeer-222	80	4	dairy	dairy	NOUN
ajeer-222	80	5	farmer	farmer	NOUN
ajeer-222	80	6	households	household	NOUN
ajeer-222	80	7	sub	sub	X
ajeer-222	80	8	–	–	PUNCT
ajeer-222	80	9	county	county	NOUN
ajeer-222	80	10	number	number	NOUN
ajeer-222	80	11	of	of	ADP
ajeer-222	80	12	households	household	NOUN
ajeer-222	80	13	number	number	NOUN
ajeer-222	80	14	of	of	ADP
ajeer-222	80	15	dairy	dairy	NOUN
ajeer-222	80	16	farmers	farmer	NOUN
ajeer-222	80	17	percent	percent	NOUN
ajeer-222	80	18	dairy	dairy	NOUN
ajeer-222	80	19	farmer	farmer	NOUN
ajeer-222	80	20	households	household	NOUN
ajeer-222	80	21	total	total	ADJ
ajeer-222	80	22	proportion	proportion	NOUN
ajeer-222	80	23	kipkelion	kipkelion	NOUN
ajeer-222	80	24	east	east	NOUN
ajeer-222	80	25	27,791	27,791	NUM
ajeer-222	80	26	13,996	13,996	NUM
ajeer-222	80	27	15	15	NUM
ajeer-222	80	28	75	75	NUM
ajeer-222	80	29	soin	soin	NOUN
ajeer-222	80	30	/	/	SYM
ajeer-222	80	31	sigowet	sigowet	NOUN
ajeer-222	80	32	20,940	20,940	NUM
ajeer-222	80	33	15,141	15,141	NUM
ajeer-222	80	34	16	16	NUM
ajeer-222	80	35	81	81	NUM
ajeer-222	80	36	kericho	kericho	NOUN
ajeer-222	80	37	west	west	PROPN
ajeer-222	80	38	31,394	31,394	NUM
ajeer-222	80	39	17,111	17,111	NUM
ajeer-222	80	40	18	18	NUM
ajeer-222	80	41	91	91	NUM
ajeer-222	80	42	bureti	bureti	NOUN
ajeer-222	80	43	30,977	30,977	NUM
ajeer-222	80	44	28,304	28,304	NUM
ajeer-222	80	45	30	30	NUM
ajeer-222	80	46	150	150	NUM
ajeer-222	80	47	kericho	kericho	NOUN
ajeer-222	80	48	east	east	PROPN
ajeer-222	80	49	27,700	27,700	NUM
ajeer-222	80	50	8,150	8,150	NUM
ajeer-222	80	51	8	8	NUM
ajeer-222	80	52	44	44	NUM
ajeer-222	80	53	kipkelion	kipkelion	NOUN
ajeer-222	80	54	west	west	NOUN
ajeer-222	80	55	14,615	14,615	NUM
ajeer-222	80	56	11,725	11,725	NUM
ajeer-222	80	57	12	12	NUM
ajeer-222	80	58	63	63	NUM
ajeer-222	80	59	total	total	ADJ
ajeer-222	80	60	kericho	kericho	PROPN
ajeer-222	80	61	county	county	PROPN
ajeer-222	80	62	153,417	153,417	NUM
ajeer-222	80	63	94,427	94,427	NUM
ajeer-222	80	64	100	100	NUM
ajeer-222	80	65	504	504	NUM
ajeer-222	80	66	source	source	NOUN
ajeer-222	80	67	:	:	PUNCT
ajeer-222	80	68	author	author	NOUN
ajeer-222	80	69	’s	’s	PART
ajeer-222	80	70	computation	computation	NOUN
ajeer-222	80	71	from	from	ADP
ajeer-222	80	72	county	county	NOUN
ajeer-222	80	73	data	datum	NOUN
ajeer-222	80	74	,	,	PUNCT
ajeer-222	80	75	2016	2016	NUM
ajeer-222	80	76	therefore	therefore	ADV
ajeer-222	80	77	,	,	PUNCT
ajeer-222	80	78	a	a	DET
ajeer-222	80	79	random	random	ADJ
ajeer-222	80	80	sample	sample	NOUN
ajeer-222	80	81	of	of	ADP
ajeer-222	80	82	504	504	NUM
ajeer-222	80	83	dairy	dairy	NOUN
ajeer-222	80	84	farmer	farmer	NOUN
ajeer-222	80	85	households	household	NOUN
ajeer-222	80	86	was	be	AUX
ajeer-222	80	87	set	set	VERB
ajeer-222	80	88	for	for	ADP
ajeer-222	80	89	the	the	DET
ajeer-222	80	90	whole	whole	ADJ
ajeer-222	80	91	county	county	NOUN
ajeer-222	80	92	with	with	ADP
ajeer-222	80	93	the	the	DET
ajeer-222	80	94	intention	intention	NOUN
ajeer-222	80	95	of	of	ADP
ajeer-222	80	96	sampling	sample	VERB
ajeer-222	80	97	representative	representative	ADJ
ajeer-222	80	98	cross	cross	NOUN
ajeer-222	80	99	-	-	NOUN
ajeer-222	80	100	section	section	NOUN
ajeer-222	80	101	of	of	ADP
ajeer-222	80	102	small	small	ADJ
ajeer-222	80	103	scale	scale	NOUN
ajeer-222	80	104	dairy	dairy	NOUN
ajeer-222	80	105	farmer	farmer	NOUN
ajeer-222	80	106	households	household	NOUN
ajeer-222	80	107	selling	sell	VERB
ajeer-222	80	108	raw	raw	ADJ
ajeer-222	80	109	milk	milk	NOUN
ajeer-222	80	110	to	to	ADP
ajeer-222	80	111	different	different	ADJ
ajeer-222	80	112	marketing	marketing	NOUN
ajeer-222	80	113	channels	channel	NOUN
ajeer-222	80	114	available	available	ADJ
ajeer-222	80	115	at	at	ADP
ajeer-222	80	116	farm	farm	NOUN
ajeer-222	80	117	gate	gate	NOUN
ajeer-222	80	118	.	.	PUNCT
ajeer-222	81	1	after	after	ADP
ajeer-222	81	2	data	data	NOUN
ajeer-222	81	3	entry	entry	NOUN
ajeer-222	81	4	and	and	CCONJ
ajeer-222	81	5	cleaning	cleaning	NOUN
ajeer-222	81	6	,	,	PUNCT
ajeer-222	81	7	a	a	DET
ajeer-222	81	8	total	total	NOUN
ajeer-222	81	9	of	of	ADP
ajeer-222	81	10	432	432	NUM
ajeer-222	81	11	households	household	NOUN
ajeer-222	81	12	were	be	AUX
ajeer-222	81	13	finally	finally	ADV
ajeer-222	81	14	used	use	VERB
ajeer-222	81	15	for	for	ADP
ajeer-222	81	16	data	datum	NOUN
ajeer-222	81	17	analysis	analysis	NOUN
ajeer-222	81	18	(	(	PUNCT
ajeer-222	81	19	table	table	NOUN
ajeer-222	81	20	4	4	NUM
ajeer-222	81	21	)	)	PUNCT
ajeer-222	81	22	.	.	PUNCT
ajeer-222	82	1	within	within	ADP
ajeer-222	82	2	the	the	DET
ajeer-222	82	3	county	county	NOUN
ajeer-222	82	4	,	,	PUNCT
ajeer-222	82	5	sampling	sample	VERB
ajeer-222	82	6	was	be	AUX
ajeer-222	82	7	weighted	weight	VERB
ajeer-222	82	8	to	to	ADP
ajeer-222	82	9	the	the	DET
ajeer-222	82	10	six	six	NUM
ajeer-222	82	11	sub	sub	NOUN
ajeer-222	82	12	-	-	NOUN
ajeer-222	82	13	counties	county	NOUN
ajeer-222	82	14	that	that	PRON
ajeer-222	82	15	had	have	VERB
ajeer-222	82	16	significant	significant	ADJ
ajeer-222	82	17	dairy	dairy	NOUN
ajeer-222	82	18	cow	cow	NOUN
ajeer-222	82	19	production	production	NOUN
ajeer-222	82	20	.	.	PUNCT
ajeer-222	83	1	the	the	DET
ajeer-222	83	2	results	result	NOUN
ajeer-222	83	3	that	that	PRON
ajeer-222	83	4	were	be	AUX
ajeer-222	83	5	obtained	obtain	VERB
ajeer-222	83	6	were	be	AUX
ajeer-222	83	7	assumed	assume	VERB
ajeer-222	83	8	valid	valid	ADJ
ajeer-222	83	9	for	for	ADP
ajeer-222	83	10	the	the	DET
ajeer-222	83	11	whole	whole	ADJ
ajeer-222	83	12	county	county	NOUN
ajeer-222	83	13	.	.	PUNCT
ajeer-222	84	1	asian	asian	ADJ
ajeer-222	84	2	journal	journal	PROPN
ajeer-222	84	3	of	of	ADP
ajeer-222	84	4	economics	economic	NOUN
ajeer-222	84	5	and	and	CCONJ
ajeer-222	84	6	empirical	empirical	ADJ
ajeer-222	84	7	research	research	NOUN
ajeer-222	84	8	,	,	PUNCT
ajeer-222	84	9	2016	2016	NUM
ajeer-222	84	10	,	,	PUNCT
ajeer-222	84	11	3(2	3(2	NUM
ajeer-222	84	12	):	):	PUNCT
ajeer-222	84	13	145	145	NUM
ajeer-222	84	14	-	-	SYM
ajeer-222	84	15	155	155	NUM
ajeer-222	84	16	148	148	NUM
ajeer-222	84	17	table-4	table-4	NOUN
ajeer-222	84	18	.	.	PUNCT
ajeer-222	85	1	distribution	distribution	NOUN
ajeer-222	85	2	of	of	ADP
ajeer-222	85	3	sample	sample	NOUN
ajeer-222	85	4	smallholder	smallholder	NOUN
ajeer-222	85	5	dairy	dairy	NOUN
ajeer-222	85	6	households	household	NOUN
ajeer-222	85	7	sub	sub	ADJ
ajeer-222	85	8	-	-	ADJ
ajeer-222	85	9	county	county	NOUN
ajeer-222	85	10	respondents	respondent	NOUN
ajeer-222	85	11	percentage	percentage	NOUN
ajeer-222	85	12	ainamoi	ainamoi	NOUN
ajeer-222	85	13	54	54	NUM
ajeer-222	85	14	12.50	12.50	NUM
ajeer-222	85	15	bureti	bureti	NOUN
ajeer-222	85	16	122	122	NUM
ajeer-222	85	17	28.24	28.24	NUM
ajeer-222	85	18	kericho	kericho	NOUN
ajeer-222	85	19	west	west	PROPN
ajeer-222	85	20	70	70	NUM
ajeer-222	85	21	16.20	16.20	NUM
ajeer-222	85	22	kipkelion	kipkelion	NOUN
ajeer-222	85	23	east	east	ADJ
ajeer-222	85	24	50	50	NUM
ajeer-222	85	25	11.57	11.57	NUM
ajeer-222	85	26	kipkelion	kipkelion	NOUN
ajeer-222	85	27	west	west	NOUN
ajeer-222	85	28	61	61	NUM
ajeer-222	85	29	14.12	14.12	NUM
ajeer-222	85	30	soin	soin	NOUN
ajeer-222	85	31	/	/	SYM
ajeer-222	85	32	sigowet	sigowet	NOUN
ajeer-222	85	33	75	75	NUM
ajeer-222	85	34	17.36	17.36	NUM
ajeer-222	85	35	total	total	NOUN
ajeer-222	85	36	432	432	NUM
ajeer-222	85	37	100.00	100.00	NUM
ajeer-222	85	38	source	source	NOUN
ajeer-222	85	39	:	:	PUNCT
ajeer-222	85	40	author	author	NOUN
ajeer-222	85	41	’s	’s	PART
ajeer-222	85	42	computation	computation	NOUN
ajeer-222	85	43	from	from	ADP
ajeer-222	85	44	survey	survey	NOUN
ajeer-222	85	45	data	datum	NOUN
ajeer-222	85	46	,	,	PUNCT
ajeer-222	85	47	2016	2016	NUM
ajeer-222	85	48	.	.	PUNCT
ajeer-222	86	1	3.5	3.5	NUM
ajeer-222	86	2	.	.	PUNCT
ajeer-222	86	3	data	datum	NOUN
ajeer-222	86	4	types	type	NOUN
ajeer-222	86	5	and	and	CCONJ
ajeer-222	86	6	sources	source	NOUN
ajeer-222	86	7	both	both	CCONJ
ajeer-222	86	8	primary	primary	ADJ
ajeer-222	86	9	and	and	CCONJ
ajeer-222	86	10	secondary	secondary	ADJ
ajeer-222	86	11	data	datum	NOUN
ajeer-222	86	12	were	be	AUX
ajeer-222	86	13	used	use	VERB
ajeer-222	86	14	in	in	ADP
ajeer-222	86	15	this	this	DET
ajeer-222	86	16	study	study	NOUN
ajeer-222	86	17	.	.	PUNCT
ajeer-222	87	1	primary	primary	ADJ
ajeer-222	87	2	data	datum	NOUN
ajeer-222	87	3	were	be	AUX
ajeer-222	87	4	collected	collect	VERB
ajeer-222	87	5	through	through	ADP
ajeer-222	87	6	a	a	DET
ajeer-222	87	7	survey	survey	NOUN
ajeer-222	87	8	.	.	PUNCT
ajeer-222	88	1	a	a	DET
ajeer-222	88	2	structured	structured	ADJ
ajeer-222	88	3	pre	pre	VERB
ajeer-222	88	4	-	-	ADJ
ajeer-222	88	5	tested	test	VERB
ajeer-222	88	6	questionnaire	questionnaire	NOUN
ajeer-222	88	7	was	be	AUX
ajeer-222	88	8	used	use	VERB
ajeer-222	88	9	and	and	CCONJ
ajeer-222	88	10	administered	administer	VERB
ajeer-222	88	11	by	by	ADP
ajeer-222	88	12	trained	train	VERB
ajeer-222	88	13	enumerators	enumerator	NOUN
ajeer-222	88	14	through	through	ADP
ajeer-222	88	15	direct	direct	ADJ
ajeer-222	88	16	interviews	interview	NOUN
ajeer-222	88	17	amongst	amongst	ADP
ajeer-222	88	18	selected	select	VERB
ajeer-222	88	19	dairy	dairy	NOUN
ajeer-222	88	20	farmer	farmer	NOUN
ajeer-222	88	21	households	household	NOUN
ajeer-222	88	22	.	.	PUNCT
ajeer-222	89	1	primary	primary	ADJ
ajeer-222	89	2	data	datum	NOUN
ajeer-222	89	3	was	be	AUX
ajeer-222	89	4	also	also	ADV
ajeer-222	89	5	collected	collect	VERB
ajeer-222	89	6	through	through	ADP
ajeer-222	89	7	discussion	discussion	NOUN
ajeer-222	89	8	and	and	CCONJ
ajeer-222	89	9	observations	observation	NOUN
ajeer-222	89	10	of	of	ADP
ajeer-222	89	11	the	the	DET
ajeer-222	89	12	farmers	farmer	NOUN
ajeer-222	89	13	’	’	PART
ajeer-222	89	14	dairy	dairy	NOUN
ajeer-222	89	15	farming	farming	NOUN
ajeer-222	89	16	activities	activity	NOUN
ajeer-222	89	17	.	.	PUNCT
ajeer-222	90	1	seasonal	seasonal	ADJ
ajeer-222	90	2	observations	observation	NOUN
ajeer-222	90	3	were	be	AUX
ajeer-222	90	4	also	also	ADV
ajeer-222	90	5	used	use	VERB
ajeer-222	90	6	to	to	PART
ajeer-222	90	7	correlate	correlate	VERB
ajeer-222	90	8	those	those	DET
ajeer-222	90	9	dairy	dairy	NOUN
ajeer-222	90	10	farmer	farmer	NOUN
ajeer-222	90	11	households	household	NOUN
ajeer-222	90	12	left	leave	VERB
ajeer-222	90	13	out	out	ADP
ajeer-222	90	14	from	from	ADP
ajeer-222	90	15	the	the	DET
ajeer-222	90	16	network	network	NOUN
ajeer-222	90	17	with	with	ADP
ajeer-222	90	18	the	the	DET
ajeer-222	90	19	secondary	secondary	ADJ
ajeer-222	90	20	milk	milk	NOUN
ajeer-222	90	21	market	market	NOUN
ajeer-222	90	22	in	in	ADP
ajeer-222	90	23	order	order	NOUN
ajeer-222	90	24	to	to	PART
ajeer-222	90	25	estimate	estimate	VERB
ajeer-222	90	26	their	their	PRON
ajeer-222	90	27	supply	supply	NOUN
ajeer-222	90	28	and	and	CCONJ
ajeer-222	90	29	price	price	NOUN
ajeer-222	90	30	variations	variation	NOUN
ajeer-222	90	31	.	.	PUNCT
ajeer-222	91	1	this	this	PRON
ajeer-222	91	2	involved	involve	VERB
ajeer-222	91	3	observing	observe	VERB
ajeer-222	91	4	the	the	DET
ajeer-222	91	5	natural	natural	ADJ
ajeer-222	91	6	behavior	behavior	NOUN
ajeer-222	91	7	(	(	PUNCT
ajeer-222	91	8	nonverbal	nonverbal	ADJ
ajeer-222	91	9	expression	expression	NOUN
ajeer-222	91	10	of	of	ADP
ajeer-222	91	11	feelings	feeling	NOUN
ajeer-222	91	12	,	,	PUNCT
ajeer-222	91	13	determine	determine	VERB
ajeer-222	91	14	who	who	PRON
ajeer-222	91	15	interacts	interact	VERB
ajeer-222	91	16	with	with	ADP
ajeer-222	91	17	whom	whom	PRON
ajeer-222	91	18	,	,	PUNCT
ajeer-222	91	19	how	how	SCONJ
ajeer-222	91	20	dairy	dairy	NOUN
ajeer-222	91	21	farmers	farmer	NOUN
ajeer-222	91	22	communicate	communicate	VERB
ajeer-222	91	23	with	with	ADP
ajeer-222	91	24	each	each	DET
ajeer-222	91	25	other	other	ADJ
ajeer-222	91	26	,	,	PUNCT
ajeer-222	91	27	and	and	CCONJ
ajeer-222	91	28	to	to	PART
ajeer-222	91	29	check	check	VERB
ajeer-222	91	30	for	for	ADP
ajeer-222	91	31	how	how	SCONJ
ajeer-222	91	32	much	much	ADJ
ajeer-222	91	33	time	time	NOUN
ajeer-222	91	34	is	be	AUX
ajeer-222	91	35	spent	spend	VERB
ajeer-222	91	36	on	on	ADP
ajeer-222	91	37	various	various	ADJ
ajeer-222	91	38	activities	activity	NOUN
ajeer-222	91	39	)	)	PUNCT
ajeer-222	91	40	of	of	ADP
ajeer-222	91	41	the	the	DET
ajeer-222	91	42	dairy	dairy	NOUN
ajeer-222	91	43	farmer	farmer	NOUN
ajeer-222	91	44	households	household	NOUN
ajeer-222	91	45	in	in	ADP
ajeer-222	91	46	order	order	NOUN
ajeer-222	91	47	to	to	PART
ajeer-222	91	48	describe	describe	VERB
ajeer-222	91	49	existing	exist	VERB
ajeer-222	91	50	situations	situation	NOUN
ajeer-222	91	51	and	and	CCONJ
ajeer-222	91	52	to	to	PART
ajeer-222	91	53	obtain	obtain	VERB
ajeer-222	91	54	information	information	NOUN
ajeer-222	91	55	that	that	PRON
ajeer-222	91	56	was	be	AUX
ajeer-222	91	57	relevant	relevant	ADJ
ajeer-222	91	58	to	to	ADP
ajeer-222	91	59	the	the	DET
ajeer-222	91	60	goals	goal	NOUN
ajeer-222	91	61	of	of	ADP
ajeer-222	91	62	the	the	DET
ajeer-222	91	63	study	study	NOUN
ajeer-222	91	64	.	.	PUNCT
ajeer-222	92	1	secondary	secondary	ADJ
ajeer-222	92	2	data	datum	NOUN
ajeer-222	92	3	was	be	AUX
ajeer-222	92	4	obtained	obtain	VERB
ajeer-222	92	5	mainly	mainly	ADV
ajeer-222	92	6	from	from	ADP
ajeer-222	92	7	various	various	ADJ
ajeer-222	92	8	sources	source	NOUN
ajeer-222	92	9	including	include	VERB
ajeer-222	92	10	economic	economic	ADJ
ajeer-222	92	11	surveys	survey	NOUN
ajeer-222	92	12	,	,	PUNCT
ajeer-222	92	13	economic	economic	ADJ
ajeer-222	92	14	journals	journal	NOUN
ajeer-222	92	15	,	,	PUNCT
ajeer-222	92	16	statistical	statistical	ADJ
ajeer-222	92	17	abstracts	abstract	NOUN
ajeer-222	92	18	,	,	PUNCT
ajeer-222	92	19	conference	conference	NOUN
ajeer-222	92	20	reviews	review	NOUN
ajeer-222	92	21	,	,	PUNCT
ajeer-222	92	22	books	book	NOUN
ajeer-222	92	23	,	,	PUNCT
ajeer-222	92	24	magazines	magazine	NOUN
ajeer-222	92	25	,	,	PUNCT
ajeer-222	92	26	official	official	ADJ
ajeer-222	92	27	government	government	NOUN
ajeer-222	92	28	of	of	ADP
ajeer-222	92	29	kenya	kenya	PROPN
ajeer-222	92	30	reports	report	NOUN
ajeer-222	92	31	and	and	CCONJ
ajeer-222	92	32	documents	document	NOUN
ajeer-222	92	33	such	such	ADJ
ajeer-222	92	34	as	as	ADP
ajeer-222	92	35	statistical	statistical	ADJ
ajeer-222	92	36	abstracts	abstract	NOUN
ajeer-222	92	37	and	and	CCONJ
ajeer-222	92	38	bulletins	bulletin	NOUN
ajeer-222	92	39	,	,	PUNCT
ajeer-222	92	40	national	national	ADJ
ajeer-222	92	41	and	and	CCONJ
ajeer-222	92	42	district	district	NOUN
ajeer-222	92	43	development	development	NOUN
ajeer-222	92	44	plans	plan	NOUN
ajeer-222	92	45	,	,	PUNCT
ajeer-222	92	46	national	national	ADJ
ajeer-222	92	47	and	and	CCONJ
ajeer-222	92	48	county	county	NOUN
ajeer-222	92	49	development	development	NOUN
ajeer-222	92	50	and	and	CCONJ
ajeer-222	92	51	strategic	strategic	ADJ
ajeer-222	92	52	plans	plan	NOUN
ajeer-222	92	53	,	,	PUNCT
ajeer-222	92	54	and	and	CCONJ
ajeer-222	92	55	kenya	kenya	PROPN
ajeer-222	92	56	dairy	dairy	NOUN
ajeer-222	92	57	board	board	NOUN
ajeer-222	92	58	records	record	NOUN
ajeer-222	92	59	and	and	CCONJ
ajeer-222	92	60	annual	annual	ADJ
ajeer-222	92	61	reports	report	NOUN
ajeer-222	92	62	.	.	PUNCT
ajeer-222	93	1	different	different	ADJ
ajeer-222	93	2	documents	document	NOUN
ajeer-222	93	3	of	of	ADP
ajeer-222	93	4	livestock	livestock	NOUN
ajeer-222	93	5	production	production	NOUN
ajeer-222	93	6	and	and	CCONJ
ajeer-222	93	7	marketing	marketing	NOUN
ajeer-222	93	8	,	,	PUNCT
ajeer-222	93	9	regional	regional	ADJ
ajeer-222	93	10	level	level	NOUN
ajeer-222	93	11	reports	report	NOUN
ajeer-222	93	12	and	and	CCONJ
ajeer-222	93	13	consultants	consultant	NOUN
ajeer-222	93	14	’	'	PUNCT
ajeer-222	93	15	reports	report	VERB
ajeer-222	93	16	as	as	ADV
ajeer-222	93	17	well	well	ADV
ajeer-222	93	18	as	as	ADP
ajeer-222	93	19	national	national	ADJ
ajeer-222	93	20	bureau	bureau	PROPN
ajeer-222	93	21	of	of	ADP
ajeer-222	93	22	statistics	statistic	NOUN
ajeer-222	93	23	publications	publication	NOUN
ajeer-222	93	24	were	be	AUX
ajeer-222	93	25	reviewed	review	VERB
ajeer-222	93	26	to	to	PART
ajeer-222	93	27	gather	gather	VERB
ajeer-222	93	28	more	more	ADV
ajeer-222	93	29	relevant	relevant	ADJ
ajeer-222	93	30	information	information	NOUN
ajeer-222	93	31	.	.	PUNCT
ajeer-222	94	1	desktop	desktop	NOUN
ajeer-222	94	2	literature	literature	PROPN
ajeer-222	94	3	and	and	CCONJ
ajeer-222	94	4	internet	internet	NOUN
ajeer-222	94	5	were	be	AUX
ajeer-222	94	6	also	also	ADV
ajeer-222	94	7	used	use	VERB
ajeer-222	94	8	to	to	PART
ajeer-222	94	9	access	access	VERB
ajeer-222	94	10	credible	credible	ADJ
ajeer-222	94	11	information	information	NOUN
ajeer-222	94	12	from	from	ADP
ajeer-222	94	13	available	available	ADJ
ajeer-222	94	14	and	and	CCONJ
ajeer-222	94	15	accessible	accessible	ADJ
ajeer-222	94	16	documents	document	NOUN
ajeer-222	94	17	,	,	PUNCT
ajeer-222	94	18	published	publish	VERB
ajeer-222	94	19	and	and	CCONJ
ajeer-222	94	20	unpublished	unpublished	ADJ
ajeer-222	94	21	reports	report	NOUN
ajeer-222	94	22	,	,	PUNCT
ajeer-222	94	23	books	book	NOUN
ajeer-222	94	24	and	and	CCONJ
ajeer-222	94	25	agricultural	agricultural	ADJ
ajeer-222	94	26	journals	journal	NOUN
ajeer-222	94	27	.	.	PUNCT
ajeer-222	95	1	farm	farm	NOUN
ajeer-222	95	2	records	record	NOUN
ajeer-222	95	3	from	from	ADP
ajeer-222	95	4	a	a	DET
ajeer-222	95	5	few	few	ADJ
ajeer-222	95	6	dairy	dairy	NOUN
ajeer-222	95	7	farmer	farmer	NOUN
ajeer-222	95	8	households	household	NOUN
ajeer-222	95	9	were	be	AUX
ajeer-222	95	10	also	also	ADV
ajeer-222	95	11	used	use	VERB
ajeer-222	95	12	to	to	PART
ajeer-222	95	13	supplement	supplement	VERB
ajeer-222	95	14	secondary	secondary	ADJ
ajeer-222	95	15	data	datum	NOUN
ajeer-222	95	16	sources	source	NOUN
ajeer-222	95	17	.	.	PUNCT
ajeer-222	96	1	given	give	VERB
ajeer-222	96	2	the	the	DET
ajeer-222	96	3	importance	importance	NOUN
ajeer-222	96	4	accorded	accord	VERB
ajeer-222	96	5	to	to	ADP
ajeer-222	96	6	the	the	DET
ajeer-222	96	7	involvement	involvement	NOUN
ajeer-222	96	8	of	of	ADP
ajeer-222	96	9	smallholder	smallholder	NOUN
ajeer-222	96	10	milk	milk	NOUN
ajeer-222	96	11	producers	producer	NOUN
ajeer-222	96	12	in	in	ADP
ajeer-222	96	13	the	the	DET
ajeer-222	96	14	various	various	ADJ
ajeer-222	96	15	milk	milk	NOUN
ajeer-222	96	16	marketing	marketing	NOUN
ajeer-222	96	17	channels	channel	NOUN
ajeer-222	96	18	in	in	ADP
ajeer-222	96	19	this	this	DET
ajeer-222	96	20	study	study	NOUN
ajeer-222	96	21	,	,	PUNCT
ajeer-222	96	22	data	datum	NOUN
ajeer-222	96	23	types	type	NOUN
ajeer-222	96	24	encompassed	encompass	VERB
ajeer-222	96	25	representative	representative	ADJ
ajeer-222	96	26	sample	sample	NOUN
ajeer-222	96	27	of	of	ADP
ajeer-222	96	28	households	household	NOUN
ajeer-222	96	29	representing	represent	VERB
ajeer-222	96	30	various	various	ADJ
ajeer-222	96	31	categories	category	NOUN
ajeer-222	96	32	of	of	ADP
ajeer-222	96	33	households	household	NOUN
ajeer-222	96	34	,	,	PUNCT
ajeer-222	96	35	types	type	NOUN
ajeer-222	96	36	of	of	ADP
ajeer-222	96	37	marketing	marketing	NOUN
ajeer-222	96	38	channels	channel	NOUN
ajeer-222	96	39	(	(	PUNCT
ajeer-222	96	40	commercial	commercial	ADJ
ajeer-222	96	41	and	and	CCONJ
ajeer-222	96	42	non	non	ADJ
ajeer-222	96	43	-	-	ADJ
ajeer-222	96	44	commercial	commercial	ADJ
ajeer-222	96	45	)	)	PUNCT
ajeer-222	96	46	,	,	PUNCT
ajeer-222	96	47	and	and	CCONJ
ajeer-222	96	48	changing	change	VERB
ajeer-222	96	49	structure	structure	NOUN
ajeer-222	96	50	of	of	ADP
ajeer-222	96	51	dairy	dairy	NOUN
ajeer-222	96	52	sector	sector	NOUN
ajeer-222	96	53	was	be	AUX
ajeer-222	96	54	adopted	adopt	VERB
ajeer-222	96	55	.	.	PUNCT
ajeer-222	97	1	in	in	ADP
ajeer-222	97	2	order	order	NOUN
ajeer-222	97	3	to	to	PART
ajeer-222	97	4	analyze	analyze	VERB
ajeer-222	97	5	the	the	DET
ajeer-222	97	6	response	response	NOUN
ajeer-222	97	7	of	of	ADP
ajeer-222	97	8	the	the	DET
ajeer-222	97	9	smallholder	smallholder	NOUN
ajeer-222	97	10	milk	milk	NOUN
ajeer-222	97	11	producers	producer	NOUN
ajeer-222	97	12	,	,	PUNCT
ajeer-222	97	13	the	the	DET
ajeer-222	97	14	study	study	NOUN
ajeer-222	97	15	focused	focus	VERB
ajeer-222	97	16	mainly	mainly	ADV
ajeer-222	97	17	on	on	ADP
ajeer-222	97	18	whether	whether	SCONJ
ajeer-222	97	19	the	the	DET
ajeer-222	97	20	dairy	dairy	NOUN
ajeer-222	97	21	farmer	farmer	NOUN
ajeer-222	97	22	household	household	NOUN
ajeer-222	97	23	sold	sell	VERB
ajeer-222	97	24	milk	milk	NOUN
ajeer-222	97	25	at	at	ADP
ajeer-222	97	26	farm	farm	NOUN
ajeer-222	97	27	gate	gate	NOUN
ajeer-222	97	28	to	to	ADP
ajeer-222	97	29	commercial	commercial	ADJ
ajeer-222	97	30	milk	milk	NOUN
ajeer-222	97	31	marketing	marketing	NOUN
ajeer-222	97	32	channels	channel	NOUN
ajeer-222	97	33	(	(	PUNCT
ajeer-222	97	34	y1	y1	NOUN
ajeer-222	97	35	)	)	PUNCT
ajeer-222	97	36	and	and	CCONJ
ajeer-222	97	37	if	if	SCONJ
ajeer-222	97	38	farmer	farmer	NOUN
ajeer-222	97	39	household	household	NOUN
ajeer-222	97	40	chose	choose	VERB
ajeer-222	97	41	to	to	PART
ajeer-222	97	42	sell	sell	VERB
ajeer-222	97	43	also	also	ADV
ajeer-222	97	44	to	to	ADP
ajeer-222	97	45	final	final	ADJ
ajeer-222	97	46	consumers	consumer	NOUN
ajeer-222	97	47	(	(	PUNCT
ajeer-222	97	48	non	non	ADJ
ajeer-222	97	49	-	-	ADJ
ajeer-222	97	50	commercial	commercial	ADJ
ajeer-222	97	51	channel	channel	NOUN
ajeer-222	97	52	)	)	PUNCT
ajeer-222	97	53	(	(	PUNCT
ajeer-222	97	54	y0	y0	NOUN
ajeer-222	97	55	)	)	PUNCT
ajeer-222	97	56	or	or	CCONJ
ajeer-222	97	57	otherwise	otherwise	ADV
ajeer-222	97	58	.	.	PUNCT
ajeer-222	98	1	commercial	commercial	ADJ
ajeer-222	98	2	milk	milk	NOUN
ajeer-222	98	3	marketing	marketing	NOUN
ajeer-222	98	4	channels	channel	NOUN
ajeer-222	98	5	in	in	ADP
ajeer-222	98	6	this	this	DET
ajeer-222	98	7	study	study	NOUN
ajeer-222	98	8	were	be	AUX
ajeer-222	98	9	taken	take	VERB
ajeer-222	98	10	to	to	PART
ajeer-222	98	11	mean	mean	VERB
ajeer-222	98	12	three	three	NUM
ajeer-222	98	13	major	major	ADJ
ajeer-222	98	14	marketing	marketing	NOUN
ajeer-222	98	15	channels	channel	NOUN
ajeer-222	98	16	:	:	PUNCT
ajeer-222	98	17	organized	organized	ADJ
ajeer-222	98	18	cooperative	cooperative	ADJ
ajeer-222	98	19	societies	society	NOUN
ajeer-222	98	20	,	,	PUNCT
ajeer-222	98	21	organized	organize	VERB
ajeer-222	98	22	private	private	ADJ
ajeer-222	98	23	sector	sector	NOUN
ajeer-222	98	24	milk	milk	NOUN
ajeer-222	98	25	buyers	buyer	NOUN
ajeer-222	98	26	,	,	PUNCT
ajeer-222	98	27	and	and	CCONJ
ajeer-222	98	28	traditional	traditional	ADJ
ajeer-222	98	29	/	/	SYM
ajeer-222	98	30	unorganized	unorganized	ADJ
ajeer-222	98	31	milk	milk	NOUN
ajeer-222	98	32	buyers	buyer	NOUN
ajeer-222	98	33	.	.	PUNCT
ajeer-222	99	1	for	for	ADP
ajeer-222	99	2	a	a	DET
ajeer-222	99	3	given	give	VERB
ajeer-222	99	4	village	village	NOUN
ajeer-222	99	5	,	,	PUNCT
ajeer-222	99	6	there	there	PRON
ajeer-222	99	7	were	be	VERB
ajeer-222	99	8	four	four	NUM
ajeer-222	99	9	types	type	NOUN
ajeer-222	99	10	of	of	ADP
ajeer-222	99	11	farmers	farmer	NOUN
ajeer-222	99	12	:	:	PUNCT
ajeer-222	99	13	(	(	PUNCT
ajeer-222	99	14	i	i	NOUN
ajeer-222	99	15	)	)	PUNCT
ajeer-222	99	16	farmers	farmer	NOUN
ajeer-222	99	17	who	who	PRON
ajeer-222	99	18	chose	choose	VERB
ajeer-222	99	19	to	to	PART
ajeer-222	99	20	supply	supply	VERB
ajeer-222	99	21	milk	milk	NOUN
ajeer-222	99	22	to	to	ADP
ajeer-222	99	23	the	the	DET
ajeer-222	99	24	organized	organized	ADJ
ajeer-222	99	25	cooperative	cooperative	ADJ
ajeer-222	99	26	societies	society	NOUN
ajeer-222	99	27	,	,	PUNCT
ajeer-222	99	28	(	(	PUNCT
ajeer-222	99	29	ii	ii	NOUN
ajeer-222	99	30	)	)	PUNCT
ajeer-222	99	31	farmers	farmer	NOUN
ajeer-222	99	32	who	who	PRON
ajeer-222	99	33	chose	choose	VERB
ajeer-222	99	34	to	to	PART
ajeer-222	99	35	sell	sell	VERB
ajeer-222	99	36	milk	milk	NOUN
ajeer-222	99	37	to	to	ADP
ajeer-222	99	38	the	the	DET
ajeer-222	99	39	organized	organize	VERB
ajeer-222	99	40	private	private	ADJ
ajeer-222	99	41	sector	sector	NOUN
ajeer-222	99	42	milk	milk	NOUN
ajeer-222	99	43	buyers	buyer	NOUN
ajeer-222	99	44	,	,	PUNCT
ajeer-222	99	45	(	(	PUNCT
ajeer-222	99	46	iii	iii	X
ajeer-222	99	47	)	)	PUNCT
ajeer-222	99	48	farmers	farmer	NOUN
ajeer-222	99	49	who	who	PRON
ajeer-222	99	50	chose	choose	VERB
ajeer-222	99	51	to	to	PART
ajeer-222	99	52	supply	supply	VERB
ajeer-222	99	53	milk	milk	NOUN
ajeer-222	99	54	to	to	ADP
ajeer-222	99	55	the	the	DET
ajeer-222	99	56	traditional	traditional	ADJ
ajeer-222	99	57	or	or	CCONJ
ajeer-222	99	58	unorganized	unorganized	ADJ
ajeer-222	99	59	milk	milk	NOUN
ajeer-222	99	60	buyers	buyer	NOUN
ajeer-222	99	61	such	such	ADJ
ajeer-222	99	62	as	as	ADP
ajeer-222	99	63	milk	milk	NOUN
ajeer-222	99	64	vendors	vendor	NOUN
ajeer-222	99	65	,	,	PUNCT
ajeer-222	99	66	restaurants	restaurant	NOUN
ajeer-222	99	67	,	,	PUNCT
ajeer-222	99	68	or	or	CCONJ
ajeer-222	99	69	directly	directly	ADV
ajeer-222	99	70	to	to	ADP
ajeer-222	99	71	consumers	consumer	NOUN
ajeer-222	99	72	and	and	CCONJ
ajeer-222	99	73	contractors	contractor	NOUN
ajeer-222	99	74	and	and	CCONJ
ajeer-222	99	75	(	(	PUNCT
ajeer-222	99	76	iv	iv	X
ajeer-222	99	77	)	)	PUNCT
ajeer-222	99	78	farmers	farmer	NOUN
ajeer-222	99	79	who	who	PRON
ajeer-222	99	80	supplied	supply	VERB
ajeer-222	99	81	milk	milk	NOUN
ajeer-222	99	82	to	to	ADP
ajeer-222	99	83	multiple	multiple	ADJ
ajeer-222	99	84	channels	channel	NOUN
ajeer-222	99	85	like	like	ADP
ajeer-222	99	86	milk	milk	NOUN
ajeer-222	99	87	cooperative	cooperative	ADJ
ajeer-222	99	88	societies	society	NOUN
ajeer-222	99	89	self	self	NOUN
ajeer-222	99	90	-	-	PUNCT
ajeer-222	99	91	help	help	NOUN
ajeer-222	99	92	groups	group	NOUN
ajeer-222	99	93	,	,	PUNCT
ajeer-222	99	94	traditional	traditional	ADJ
ajeer-222	99	95	and	and	CCONJ
ajeer-222	99	96	private	private	ADJ
ajeer-222	99	97	milk	milk	NOUN
ajeer-222	99	98	buyers	buyer	NOUN
ajeer-222	99	99	.	.	PUNCT
ajeer-222	100	1	the	the	DET
ajeer-222	100	2	data	datum	NOUN
ajeer-222	100	3	collected	collect	VERB
ajeer-222	100	4	included	include	VERB
ajeer-222	100	5	dairy	dairy	NOUN
ajeer-222	100	6	farmers	farmer	NOUN
ajeer-222	100	7	’	’	PART
ajeer-222	100	8	socio	socio	NOUN
ajeer-222	100	9	-	-	PUNCT
ajeer-222	100	10	economic	economic	ADJ
ajeer-222	100	11	characteristics	characteristic	NOUN
ajeer-222	100	12	,	,	PUNCT
ajeer-222	100	13	actual	actual	ADJ
ajeer-222	100	14	milk	milk	NOUN
ajeer-222	100	15	production	production	NOUN
ajeer-222	100	16	,	,	PUNCT
ajeer-222	100	17	milk	milk	NOUN
ajeer-222	100	18	market	market	NOUN
ajeer-222	100	19	competitiveness	competitiveness	NOUN
ajeer-222	100	20	and	and	CCONJ
ajeer-222	100	21	other	other	ADJ
ajeer-222	100	22	related	related	ADJ
ajeer-222	100	23	obligations	obligation	NOUN
ajeer-222	100	24	with	with	ADP
ajeer-222	100	25	the	the	DET
ajeer-222	100	26	milk	milk	NOUN
ajeer-222	100	27	buyers	buyer	NOUN
ajeer-222	100	28	.	.	PUNCT
ajeer-222	101	1	the	the	DET
ajeer-222	101	2	socio	socio	NOUN
ajeer-222	101	3	-	-	PUNCT
ajeer-222	101	4	economic	economic	ADJ
ajeer-222	101	5	data	datum	NOUN
ajeer-222	101	6	collected	collect	VERB
ajeer-222	101	7	comprised	comprise	VERB
ajeer-222	101	8	the	the	DET
ajeer-222	101	9	farmer	farmer	NOUN
ajeer-222	101	10	’s	’s	PART
ajeer-222	101	11	age	age	NOUN
ajeer-222	101	12	,	,	PUNCT
ajeer-222	101	13	education	education	NOUN
ajeer-222	101	14	level	level	NOUN
ajeer-222	101	15	,	,	PUNCT
ajeer-222	101	16	household	household	NOUN
ajeer-222	101	17	size	size	NOUN
ajeer-222	101	18	,	,	PUNCT
ajeer-222	101	19	gender	gender	NOUN
ajeer-222	101	20	,	,	PUNCT
ajeer-222	101	21	and	and	CCONJ
ajeer-222	101	22	farm	farm	NOUN
ajeer-222	101	23	ownership	ownership	NOUN
ajeer-222	101	24	,	,	PUNCT
ajeer-222	101	25	off	off	ADP
ajeer-222	101	26	farm	farm	NOUN
ajeer-222	101	27	income	income	NOUN
ajeer-222	101	28	,	,	PUNCT
ajeer-222	101	29	access	access	NOUN
ajeer-222	101	30	to	to	ADP
ajeer-222	101	31	credit	credit	NOUN
ajeer-222	101	32	,	,	PUNCT
ajeer-222	101	33	access	access	NOUN
ajeer-222	101	34	to	to	ADP
ajeer-222	101	35	extension	extension	NOUN
ajeer-222	101	36	service	service	NOUN
ajeer-222	101	37	,	,	PUNCT
ajeer-222	101	38	membership	membership	NOUN
ajeer-222	101	39	to	to	AUX
ajeer-222	101	40	milk	milk	VERB
ajeer-222	101	41	cooperative	cooperative	ADJ
ajeer-222	101	42	society	society	NOUN
ajeer-222	101	43	and	and	CCONJ
ajeer-222	101	44	access	access	NOUN
ajeer-222	101	45	to	to	ADP
ajeer-222	101	46	other	other	ADJ
ajeer-222	101	47	milk	milk	NOUN
ajeer-222	101	48	marketing	marketing	NOUN
ajeer-222	101	49	channels	channel	NOUN
ajeer-222	101	50	.	.	PUNCT
ajeer-222	102	1	the	the	DET
ajeer-222	102	2	farm	farm	NOUN
ajeer-222	102	3	production	production	NOUN
ajeer-222	102	4	data	datum	NOUN
ajeer-222	102	5	collected	collect	VERB
ajeer-222	102	6	comprised	comprise	VERB
ajeer-222	102	7	the	the	DET
ajeer-222	102	8	size	size	NOUN
ajeer-222	102	9	of	of	ADP
ajeer-222	102	10	land	land	NOUN
ajeer-222	102	11	under	under	ADP
ajeer-222	102	12	dairy	dairy	NOUN
ajeer-222	102	13	production	production	NOUN
ajeer-222	102	14	,	,	PUNCT
ajeer-222	102	15	average	average	ADJ
ajeer-222	102	16	volume	volume	NOUN
ajeer-222	102	17	of	of	ADP
ajeer-222	102	18	milk	milk	NOUN
ajeer-222	102	19	produced	produce	VERB
ajeer-222	102	20	per	per	ADP
ajeer-222	102	21	year	year	NOUN
ajeer-222	102	22	,	,	PUNCT
ajeer-222	102	23	amount	amount	NOUN
ajeer-222	102	24	of	of	ADP
ajeer-222	102	25	livestock	livestock	NOUN
ajeer-222	102	26	inputs	input	NOUN
ajeer-222	102	27	such	such	ADJ
ajeer-222	102	28	as	as	ADP
ajeer-222	102	29	feeds	feed	NOUN
ajeer-222	102	30	,	,	PUNCT
ajeer-222	102	31	breeding	breeding	NOUN
ajeer-222	102	32	methods	method	NOUN
ajeer-222	102	33	,	,	PUNCT
ajeer-222	102	34	types	type	NOUN
ajeer-222	102	35	of	of	ADP
ajeer-222	102	36	labor	labor	NOUN
ajeer-222	102	37	used	use	VERB
ajeer-222	102	38	,	,	PUNCT
ajeer-222	102	39	capital	capital	NOUN
ajeer-222	102	40	used	use	VERB
ajeer-222	102	41	,	,	PUNCT
ajeer-222	102	42	cost	cost	NOUN
ajeer-222	102	43	of	of	ADP
ajeer-222	102	44	inputs	input	NOUN
ajeer-222	102	45	,	,	PUNCT
ajeer-222	102	46	and	and	CCONJ
ajeer-222	102	47	farm	farm	NOUN
ajeer-222	102	48	gate	gate	NOUN
ajeer-222	102	49	prices	price	NOUN
ajeer-222	102	50	of	of	ADP
ajeer-222	102	51	livestock	livestock	NOUN
ajeer-222	102	52	outputs	output	NOUN
ajeer-222	102	53	.	.	PUNCT
ajeer-222	103	1	respondents	respondent	NOUN
ajeer-222	103	2	were	be	AUX
ajeer-222	103	3	also	also	ADV
ajeer-222	103	4	expected	expect	VERB
ajeer-222	103	5	to	to	PART
ajeer-222	103	6	provide	provide	VERB
ajeer-222	103	7	information	information	NOUN
ajeer-222	103	8	regarding	regard	VERB
ajeer-222	103	9	market	market	NOUN
ajeer-222	103	10	competitiveness	competitiveness	NOUN
ajeer-222	103	11	and	and	CCONJ
ajeer-222	103	12	an	an	DET
ajeer-222	103	13	estimated	estimate	VERB
ajeer-222	103	14	total	total	ADJ
ajeer-222	103	15	number	number	NOUN
ajeer-222	103	16	of	of	ADP
ajeer-222	103	17	potential	potential	ADJ
ajeer-222	103	18	commercial	commercial	ADJ
ajeer-222	103	19	buyers	buyer	NOUN
ajeer-222	103	20	for	for	ADP
ajeer-222	103	21	their	their	PRON
ajeer-222	103	22	milk	milk	NOUN
ajeer-222	103	23	.	.	PUNCT
ajeer-222	104	1	this	this	PRON
ajeer-222	104	2	would	would	AUX
ajeer-222	104	3	capture	capture	VERB
ajeer-222	104	4	the	the	DET
ajeer-222	104	5	degree	degree	NOUN
ajeer-222	104	6	of	of	ADP
ajeer-222	104	7	switching	switch	VERB
ajeer-222	104	8	power	power	NOUN
ajeer-222	104	9	from	from	ADP
ajeer-222	104	10	one	one	NUM
ajeer-222	104	11	commercial	commercial	ADJ
ajeer-222	104	12	buyer	buyer	NOUN
ajeer-222	104	13	to	to	ADP
ajeer-222	104	14	the	the	DET
ajeer-222	104	15	other	other	ADJ
ajeer-222	104	16	that	that	SCONJ
ajeer-222	104	17	farmers	farmer	NOUN
ajeer-222	104	18	have	have	VERB
ajeer-222	104	19	in	in	ADP
ajeer-222	104	20	marketing	market	VERB
ajeer-222	104	21	their	their	PRON
ajeer-222	104	22	milk	milk	NOUN
ajeer-222	104	23	.	.	PUNCT
ajeer-222	105	1	the	the	DET
ajeer-222	105	2	study	study	NOUN
ajeer-222	105	3	also	also	ADV
ajeer-222	105	4	included	include	VERB
ajeer-222	105	5	data	datum	NOUN
ajeer-222	105	6	on	on	ADP
ajeer-222	105	7	whether	whether	SCONJ
ajeer-222	105	8	the	the	DET
ajeer-222	105	9	farmer	farmer	NOUN
ajeer-222	105	10	sold	sell	VERB
ajeer-222	105	11	total	total	ADJ
ajeer-222	105	12	milk	milk	NOUN
ajeer-222	105	13	output	output	NOUN
ajeer-222	105	14	on	on	ADP
ajeer-222	105	15	contract	contract	NOUN
ajeer-222	105	16	or	or	CCONJ
ajeer-222	105	17	on	on	ADP
ajeer-222	105	18	signing	sign	VERB
ajeer-222	105	19	agreements	agreement	NOUN
ajeer-222	105	20	or	or	CCONJ
ajeer-222	105	21	on	on	ADP
ajeer-222	105	22	spot	spot	NOUN
ajeer-222	105	23	cash	cash	NOUN
ajeer-222	105	24	sale	sale	NOUN
ajeer-222	105	25	as	as	ADP
ajeer-222	105	26	an	an	DET
ajeer-222	105	27	independent	independent	ADJ
ajeer-222	105	28	variable	variable	NOUN
ajeer-222	105	29	.	.	PUNCT
ajeer-222	106	1	farmers	farmer	NOUN
ajeer-222	106	2	may	may	AUX
ajeer-222	106	3	sell	sell	VERB
ajeer-222	106	4	their	their	PRON
ajeer-222	106	5	milk	milk	NOUN
ajeer-222	106	6	on	on	ADP
ajeer-222	106	7	signing	sign	VERB
ajeer-222	106	8	agreements	agreement	NOUN
ajeer-222	106	9	with	with	ADP
ajeer-222	106	10	milk	milk	NOUN
ajeer-222	106	11	buyers	buyer	NOUN
ajeer-222	106	12	rather	rather	ADV
ajeer-222	106	13	than	than	ADP
ajeer-222	106	14	via	via	ADP
ajeer-222	106	15	spot	spot	NOUN
ajeer-222	106	16	cash	cash	NOUN
ajeer-222	106	17	sales	sale	NOUN
ajeer-222	106	18	.	.	PUNCT
ajeer-222	107	1	agreements	agreement	NOUN
ajeer-222	107	2	with	with	ADP
ajeer-222	107	3	buyers	buyer	NOUN
ajeer-222	107	4	provide	provide	VERB
ajeer-222	107	5	a	a	DET
ajeer-222	107	6	greater	great	ADJ
ajeer-222	107	7	degree	degree	NOUN
ajeer-222	107	8	of	of	ADP
ajeer-222	107	9	certainty	certainty	NOUN
ajeer-222	107	10	for	for	ADP
ajeer-222	107	11	buyers	buyer	NOUN
ajeer-222	107	12	regarding	regard	VERB
ajeer-222	107	13	the	the	DET
ajeer-222	107	14	availability	availability	NOUN
ajeer-222	107	15	of	of	ADP
ajeer-222	107	16	supply	supply	NOUN
ajeer-222	107	17	,	,	PUNCT
ajeer-222	107	18	for	for	ADP
ajeer-222	107	19	which	which	PRON
ajeer-222	107	20	a	a	DET
ajeer-222	107	21	buyer	buyer	NOUN
ajeer-222	107	22	may	may	AUX
ajeer-222	107	23	pay	pay	VERB
ajeer-222	107	24	a	a	DET
ajeer-222	107	25	premium	premium	NOUN
ajeer-222	107	26	(	(	PUNCT
ajeer-222	107	27	gow	gow	NOUN
ajeer-222	107	28	and	and	CCONJ
ajeer-222	107	29	swinnen	swinnen	NOUN
ajeer-222	107	30	,	,	PUNCT
ajeer-222	107	31	2001	2001	NUM
ajeer-222	107	32	)	)	PUNCT
ajeer-222	107	33	.	.	PUNCT
ajeer-222	108	1	to	to	PART
ajeer-222	108	2	capture	capture	VERB
ajeer-222	108	3	the	the	DET
ajeer-222	108	4	trustworthiness	trustworthiness	NOUN
ajeer-222	108	5	of	of	ADP
ajeer-222	108	6	commercial	commercial	ADJ
ajeer-222	108	7	milk	milk	NOUN
ajeer-222	108	8	buyers	buyer	NOUN
ajeer-222	108	9	,	,	PUNCT
ajeer-222	108	10	a	a	DET
ajeer-222	108	11	measure	measure	NOUN
ajeer-222	108	12	of	of	ADP
ajeer-222	108	13	trust	trust	NOUN
ajeer-222	108	14	on	on	ADP
ajeer-222	108	15	the	the	DET
ajeer-222	108	16	commercial	commercial	ADJ
ajeer-222	108	17	milk	milk	NOUN
ajeer-222	108	18	buyer	buyer	NOUN
ajeer-222	108	19	by	by	ADP
ajeer-222	108	20	the	the	DET
ajeer-222	108	21	dairy	dairy	NOUN
ajeer-222	108	22	milk	milk	NOUN
ajeer-222	108	23	farmer	farmer	NOUN
ajeer-222	108	24	was	be	AUX
ajeer-222	108	25	included	include	VERB
ajeer-222	108	26	.	.	PUNCT
ajeer-222	109	1	this	this	DET
ajeer-222	109	2	attribute	attribute	NOUN
ajeer-222	109	3	was	be	AUX
ajeer-222	109	4	analyzed	analyze	VERB
ajeer-222	109	5	by	by	ADP
ajeer-222	109	6	a	a	DET
ajeer-222	109	7	proxy	proxy	NOUN
ajeer-222	109	8	that	that	PRON
ajeer-222	109	9	identified	identify	VERB
ajeer-222	109	10	the	the	DET
ajeer-222	109	11	perception	perception	NOUN
ajeer-222	109	12	that	that	SCONJ
ajeer-222	109	13	the	the	DET
ajeer-222	109	14	dairy	dairy	NOUN
ajeer-222	109	15	milk	milk	NOUN
ajeer-222	109	16	farmer	farmer	NOUN
ajeer-222	109	17	had	have	AUX
ajeer-222	109	18	in	in	ADP
ajeer-222	109	19	relation	relation	NOUN
ajeer-222	109	20	to	to	ADP
ajeer-222	109	21	their	their	PRON
ajeer-222	109	22	trust	trust	NOUN
ajeer-222	109	23	in	in	ADP
ajeer-222	109	24	the	the	DET
ajeer-222	109	25	commercial	commercial	ADJ
ajeer-222	109	26	milk	milk	NOUN
ajeer-222	109	27	buyer	buyer	NOUN
ajeer-222	109	28	.	.	PUNCT
ajeer-222	110	1	finally	finally	ADV
ajeer-222	110	2	regarding	regard	VERB
ajeer-222	110	3	milk	milk	NOUN
ajeer-222	110	4	marketing	marketing	NOUN
ajeer-222	110	5	characteristics	characteristic	NOUN
ajeer-222	110	6	,	,	PUNCT
ajeer-222	110	7	a	a	DET
ajeer-222	110	8	dummy	dummy	ADJ
ajeer-222	110	9	variable	variable	NOUN
ajeer-222	110	10	was	be	AUX
ajeer-222	110	11	introduced	introduce	VERB
ajeer-222	110	12	that	that	PRON
ajeer-222	110	13	captured	capture	VERB
ajeer-222	110	14	whether	whether	SCONJ
ajeer-222	110	15	the	the	DET
ajeer-222	110	16	farmer	farmer	NOUN
ajeer-222	110	17	sells	sell	VERB
ajeer-222	110	18	via	via	ADP
ajeer-222	110	19	milk	milk	NOUN
ajeer-222	110	20	cooling	cool	VERB
ajeer-222	110	21	/	/	SYM
ajeer-222	110	22	chilling	chill	VERB
ajeer-222	110	23	plants	plant	NOUN
ajeer-222	110	24	,	,	PUNCT
ajeer-222	110	25	milk	milk	NOUN
ajeer-222	110	26	sheds	shed	NOUN
ajeer-222	110	27	or	or	CCONJ
ajeer-222	110	28	milk	milk	NOUN
ajeer-222	110	29	bars	bar	NOUN
ajeer-222	110	30	or	or	CCONJ
ajeer-222	110	31	not	not	PART
ajeer-222	110	32	.	.	PUNCT
ajeer-222	111	1	time	time	NOUN
ajeer-222	111	2	series	series	PROPN
ajeer-222	111	3	data	data	PROPN
ajeer-222	111	4	on	on	ADP
ajeer-222	111	5	farm	farm	NOUN
ajeer-222	111	6	gate	gate	PROPN
ajeer-222	111	7	milk	milk	NOUN
ajeer-222	111	8	prices	price	NOUN
ajeer-222	111	9	received	receive	VERB
ajeer-222	111	10	by	by	ADP
ajeer-222	111	11	farmers	farmer	NOUN
ajeer-222	111	12	over	over	ADP
ajeer-222	111	13	a	a	DET
ajeer-222	111	14	period	period	NOUN
ajeer-222	111	15	of	of	ADP
ajeer-222	111	16	three	three	NUM
ajeer-222	111	17	years	year	NOUN
ajeer-222	111	18	(	(	PUNCT
ajeer-222	111	19	2013	2013	NUM
ajeer-222	111	20	,	,	PUNCT
ajeer-222	111	21	2014	2014	NUM
ajeer-222	111	22	and	and	CCONJ
ajeer-222	111	23	2015	2015	NUM
ajeer-222	111	24	)	)	PUNCT
ajeer-222	111	25	was	be	AUX
ajeer-222	111	26	also	also	ADV
ajeer-222	111	27	collected	collect	VERB
ajeer-222	111	28	from	from	ADP
ajeer-222	111	29	the	the	DET
ajeer-222	111	30	farmers	farmer	NOUN
ajeer-222	111	31	.	.	PUNCT
ajeer-222	112	1	this	this	PRON
ajeer-222	112	2	entailed	entail	VERB
ajeer-222	112	3	the	the	DET
ajeer-222	112	4	use	use	NOUN
ajeer-222	112	5	of	of	ADP
ajeer-222	112	6	pairwise	pairwise	NOUN
ajeer-222	112	7	comparison	comparison	NOUN
ajeer-222	112	8	of	of	ADP
ajeer-222	112	9	the	the	DET
ajeer-222	112	10	six	six	NUM
ajeer-222	112	11	sub	sub	NOUN
ajeer-222	112	12	county	county	NOUN
ajeer-222	112	13	mean	mean	VERB
ajeer-222	112	14	milk	milk	NOUN
ajeer-222	112	15	prices	price	NOUN
ajeer-222	112	16	(	(	PUNCT
ajeer-222	112	17	means	mean	VERB
ajeer-222	112	18	that	that	PRON
ajeer-222	112	19	were	be	AUX
ajeer-222	112	20	significantly	significantly	ADV
ajeer-222	112	21	different	different	ADJ
ajeer-222	112	22	from	from	ADP
ajeer-222	112	23	each	each	DET
ajeer-222	112	24	other	other	ADJ
ajeer-222	112	25	)	)	PUNCT
ajeer-222	112	26	for	for	ADP
ajeer-222	112	27	the	the	DET
ajeer-222	112	28	three	three	NUM
ajeer-222	112	29	years	year	NOUN
ajeer-222	112	30	using	use	VERB
ajeer-222	112	31	tukey	tukey	PROPN
ajeer-222	112	32	's	's	PART
ajeer-222	112	33	hsd	hsd	NOUN
ajeer-222	112	34	(	(	PUNCT
ajeer-222	112	35	honest	honest	ADJ
ajeer-222	112	36	significant	significant	ADJ
ajeer-222	112	37	difference	difference	NOUN
ajeer-222	112	38	)	)	PUNCT
ajeer-222	112	39	test	test	NOUN
ajeer-222	112	40	.	.	PUNCT
ajeer-222	113	1	3.6	3.6	NUM
ajeer-222	113	2	.	.	PUNCT
ajeer-222	113	3	instruments	instrument	NOUN
ajeer-222	113	4	of	of	ADP
ajeer-222	113	5	data	datum	NOUN
ajeer-222	113	6	collection	collection	NOUN
ajeer-222	113	7	a	a	DET
ajeer-222	113	8	structured	structured	ADJ
ajeer-222	113	9	questionnaire	questionnaire	NOUN
ajeer-222	113	10	was	be	AUX
ajeer-222	113	11	used	use	VERB
ajeer-222	113	12	as	as	ADP
ajeer-222	113	13	an	an	DET
ajeer-222	113	14	instrument	instrument	NOUN
ajeer-222	113	15	for	for	ADP
ajeer-222	113	16	data	data	NOUN
ajeer-222	113	17	collection	collection	NOUN
ajeer-222	113	18	.	.	PUNCT
ajeer-222	114	1	the	the	DET
ajeer-222	114	2	questionnaire	questionnaire	NOUN
ajeer-222	114	3	was	be	AUX
ajeer-222	114	4	designed	design	VERB
ajeer-222	114	5	to	to	PART
ajeer-222	114	6	address	address	VERB
ajeer-222	114	7	the	the	DET
ajeer-222	114	8	objectives	objective	NOUN
ajeer-222	114	9	of	of	ADP
ajeer-222	114	10	the	the	DET
ajeer-222	114	11	study	study	NOUN
ajeer-222	114	12	.	.	PUNCT
ajeer-222	115	1	the	the	DET
ajeer-222	115	2	questionnaires	questionnaire	NOUN
ajeer-222	115	3	were	be	AUX
ajeer-222	115	4	administered	administer	VERB
ajeer-222	115	5	by	by	ADP
ajeer-222	115	6	trained	train	VERB
ajeer-222	115	7	enumerators	enumerator	NOUN
ajeer-222	115	8	.	.	PUNCT
ajeer-222	116	1	the	the	DET
ajeer-222	116	2	enumerators	enumerator	NOUN
ajeer-222	116	3	were	be	AUX
ajeer-222	116	4	identified	identify	VERB
ajeer-222	116	5	from	from	ADP
ajeer-222	116	6	among	among	ADP
ajeer-222	116	7	the	the	DET
ajeer-222	116	8	people	people	NOUN
ajeer-222	116	9	who	who	PRON
ajeer-222	116	10	were	be	AUX
ajeer-222	116	11	conversant	conversant	ADJ
ajeer-222	116	12	with	with	ADP
ajeer-222	116	13	the	the	DET
ajeer-222	116	14	sub	sub	NOUN
ajeer-222	116	15	county	county	NOUN
ajeer-222	116	16	wards	ward	NOUN
ajeer-222	116	17	and	and	CCONJ
ajeer-222	116	18	villages	village	NOUN
ajeer-222	116	19	in	in	ADP
ajeer-222	116	20	the	the	DET
ajeer-222	116	21	county	county	NOUN
ajeer-222	116	22	to	to	ADP
ajeer-222	116	23	asian	asian	ADJ
ajeer-222	116	24	journal	journal	PROPN
ajeer-222	116	25	of	of	ADP
ajeer-222	116	26	economics	economic	NOUN
ajeer-222	116	27	and	and	CCONJ
ajeer-222	116	28	empirical	empirical	ADJ
ajeer-222	116	29	research	research	NOUN
ajeer-222	116	30	,	,	PUNCT
ajeer-222	116	31	2016	2016	NUM
ajeer-222	116	32	,	,	PUNCT
ajeer-222	116	33	3(2	3(2	NUM
ajeer-222	116	34	):	):	PUNCT
ajeer-222	116	35	145	145	NUM
ajeer-222	116	36	-	-	SYM
ajeer-222	116	37	155	155	NUM
ajeer-222	116	38	149	149	NUM
ajeer-222	116	39	aid	aid	NOUN
ajeer-222	116	40	in	in	ADP
ajeer-222	116	41	data	datum	NOUN
ajeer-222	116	42	collection	collection	NOUN
ajeer-222	116	43	.	.	PUNCT
ajeer-222	117	1	the	the	DET
ajeer-222	117	2	enumerators	enumerator	NOUN
ajeer-222	117	3	were	be	AUX
ajeer-222	117	4	trained	train	VERB
ajeer-222	117	5	for	for	ADP
ajeer-222	117	6	two	two	NUM
ajeer-222	117	7	days	day	NOUN
ajeer-222	117	8	and	and	CCONJ
ajeer-222	117	9	the	the	DET
ajeer-222	117	10	training	training	NOUN
ajeer-222	117	11	culminated	culminate	VERB
ajeer-222	117	12	in	in	ADP
ajeer-222	117	13	the	the	DET
ajeer-222	117	14	pre	pre	NOUN
ajeer-222	117	15	-	-	NOUN
ajeer-222	117	16	testing	testing	NOUN
ajeer-222	117	17	of	of	ADP
ajeer-222	117	18	the	the	DET
ajeer-222	117	19	questionnaire	questionnaire	NOUN
ajeer-222	117	20	on	on	ADP
ajeer-222	117	21	the	the	DET
ajeer-222	117	22	third	third	ADJ
ajeer-222	117	23	week	week	NOUN
ajeer-222	117	24	of	of	ADP
ajeer-222	117	25	december	december	PROPN
ajeer-222	117	26	,	,	PUNCT
ajeer-222	117	27	2015	2015	NUM
ajeer-222	117	28	.	.	PUNCT
ajeer-222	118	1	pre	pre	VERB
ajeer-222	118	2	-	-	NOUN
ajeer-222	118	3	test	test	NOUN
ajeer-222	118	4	of	of	ADP
ajeer-222	118	5	data	datum	NOUN
ajeer-222	118	6	collection	collection	NOUN
ajeer-222	118	7	tool	tool	NOUN
ajeer-222	118	8	on	on	ADP
ajeer-222	118	9	the	the	DET
ajeer-222	118	10	four	four	NUM
ajeer-222	118	11	dairy	dairy	NOUN
ajeer-222	118	12	farmer	farmer	NOUN
ajeer-222	118	13	households	household	NOUN
ajeer-222	118	14	was	be	AUX
ajeer-222	118	15	done	do	VERB
ajeer-222	118	16	in	in	ADP
ajeer-222	118	17	kericho	kericho	PROPN
ajeer-222	118	18	east	east	PROPN
ajeer-222	118	19	and	and	CCONJ
ajeer-222	118	20	bureti	bureti	VERB
ajeer-222	118	21	sub	sub	NOUN
ajeer-222	118	22	counties	county	NOUN
ajeer-222	118	23	respectively	respectively	ADV
ajeer-222	118	24	.	.	PUNCT
ajeer-222	119	1	observations	observation	NOUN
ajeer-222	119	2	were	be	AUX
ajeer-222	119	3	also	also	ADV
ajeer-222	119	4	used	use	VERB
ajeer-222	119	5	to	to	PART
ajeer-222	119	6	correlate	correlate	VERB
ajeer-222	119	7	those	those	PRON
ajeer-222	119	8	left	leave	VERB
ajeer-222	119	9	out	out	ADP
ajeer-222	119	10	from	from	ADP
ajeer-222	119	11	the	the	DET
ajeer-222	119	12	sampled	sample	VERB
ajeer-222	119	13	population	population	NOUN
ajeer-222	119	14	with	with	ADP
ajeer-222	119	15	the	the	DET
ajeer-222	119	16	secondary	secondary	ADJ
ajeer-222	119	17	milk	milk	NOUN
ajeer-222	119	18	marketing	marketing	NOUN
ajeer-222	119	19	channels	channel	NOUN
ajeer-222	119	20	in	in	ADP
ajeer-222	119	21	order	order	NOUN
ajeer-222	119	22	to	to	PART
ajeer-222	119	23	provide	provide	VERB
ajeer-222	119	24	estimates	estimate	NOUN
ajeer-222	119	25	of	of	ADP
ajeer-222	119	26	their	their	PRON
ajeer-222	119	27	milk	milk	NOUN
ajeer-222	119	28	supply	supply	NOUN
ajeer-222	119	29	and	and	CCONJ
ajeer-222	119	30	milk	milk	NOUN
ajeer-222	119	31	prices	price	NOUN
ajeer-222	119	32	received	receive	VERB
ajeer-222	119	33	.	.	PUNCT
ajeer-222	120	1	3.7	3.7	NUM
ajeer-222	120	2	.	.	PUNCT
ajeer-222	121	1	data	datum	NOUN
ajeer-222	121	2	analysis	analysis	NOUN
ajeer-222	121	3	and	and	CCONJ
ajeer-222	121	4	diagnostics	diagnostic	NOUN
ajeer-222	121	5	stata	stata	VERB
ajeer-222	121	6	version	version	NOUN
ajeer-222	121	7	12	12	NUM
ajeer-222	121	8	was	be	AUX
ajeer-222	121	9	used	use	VERB
ajeer-222	121	10	for	for	ADP
ajeer-222	121	11	data	datum	NOUN
ajeer-222	121	12	analysis	analysis	NOUN
ajeer-222	121	13	.	.	PUNCT
ajeer-222	122	1	the	the	DET
ajeer-222	122	2	collected	collect	VERB
ajeer-222	122	3	primary	primary	ADJ
ajeer-222	122	4	data	datum	NOUN
ajeer-222	122	5	was	be	AUX
ajeer-222	122	6	collated	collate	VERB
ajeer-222	122	7	,	,	PUNCT
ajeer-222	122	8	cleaned	clean	VERB
ajeer-222	122	9	,	,	PUNCT
ajeer-222	122	10	coded	code	VERB
ajeer-222	122	11	and	and	CCONJ
ajeer-222	122	12	stored	store	VERB
ajeer-222	122	13	in	in	ADP
ajeer-222	122	14	excel	excel	NOUN
ajeer-222	122	15	worksheets	worksheet	NOUN
ajeer-222	122	16	and	and	CCONJ
ajeer-222	122	17	ibmspss	ibmspss	NOUN
ajeer-222	122	18	version	version	NOUN
ajeer-222	122	19	21	21	NUM
ajeer-222	122	20	before	before	SCONJ
ajeer-222	122	21	they	they	PRON
ajeer-222	122	22	were	be	AUX
ajeer-222	122	23	transferred	transfer	VERB
ajeer-222	122	24	to	to	PART
ajeer-222	122	25	stata	stata	VERB
ajeer-222	122	26	for	for	ADP
ajeer-222	122	27	analysis	analysis	NOUN
ajeer-222	122	28	.	.	PUNCT
ajeer-222	123	1	empirical	empirical	ADJ
ajeer-222	123	2	analysis	analysis	NOUN
ajeer-222	123	3	in	in	ADP
ajeer-222	123	4	this	this	DET
ajeer-222	123	5	study	study	NOUN
ajeer-222	123	6	consisted	consist	VERB
ajeer-222	123	7	of	of	ADP
ajeer-222	123	8	two	two	NUM
ajeer-222	123	9	stages	stage	NOUN
ajeer-222	123	10	.	.	PUNCT
ajeer-222	124	1	in	in	ADP
ajeer-222	124	2	the	the	DET
ajeer-222	124	3	first	first	ADJ
ajeer-222	124	4	stage	stage	NOUN
ajeer-222	124	5	,	,	PUNCT
ajeer-222	124	6	multivariate	multivariate	NOUN
ajeer-222	124	7	probit	probit	NOUN
ajeer-222	124	8	model	model	NOUN
ajeer-222	124	9	was	be	AUX
ajeer-222	124	10	used	use	VERB
ajeer-222	124	11	to	to	PART
ajeer-222	124	12	estimate	estimate	VERB
ajeer-222	124	13	the	the	DET
ajeer-222	124	14	factors	factor	NOUN
ajeer-222	124	15	which	which	PRON
ajeer-222	124	16	determined	determine	VERB
ajeer-222	124	17	the	the	DET
ajeer-222	124	18	milk	milk	NOUN
ajeer-222	124	19	marketing	marketing	NOUN
ajeer-222	124	20	channel	channel	NOUN
ajeer-222	124	21	choice	choice	NOUN
ajeer-222	124	22	decision	decision	NOUN
ajeer-222	124	23	equation	equation	NOUN
ajeer-222	124	24	,	,	PUNCT
ajeer-222	124	25	specifically	specifically	ADV
ajeer-222	124	26	whether	whether	SCONJ
ajeer-222	124	27	farmers	farmer	NOUN
ajeer-222	124	28	sell	sell	VERB
ajeer-222	124	29	only	only	ADV
ajeer-222	124	30	to	to	ADP
ajeer-222	124	31	a	a	DET
ajeer-222	124	32	commercial	commercial	ADJ
ajeer-222	124	33	milk	milk	NOUN
ajeer-222	124	34	buyer	buyer	NOUN
ajeer-222	124	35	or	or	CCONJ
ajeer-222	124	36	sell	sell	VERB
ajeer-222	124	37	also	also	ADV
ajeer-222	124	38	to	to	ADP
ajeer-222	124	39	final	final	ADJ
ajeer-222	124	40	consumers	consumer	NOUN
ajeer-222	124	41	of	of	ADP
ajeer-222	124	42	milk	milk	NOUN
ajeer-222	124	43	.	.	PUNCT
ajeer-222	125	1	secondly	secondly	ADV
ajeer-222	125	2	,	,	PUNCT
ajeer-222	125	3	propensity	propensity	NOUN
ajeer-222	125	4	score	score	NOUN
ajeer-222	125	5	matching	matching	NOUN
ajeer-222	125	6	model	model	NOUN
ajeer-222	125	7	was	be	AUX
ajeer-222	125	8	used	use	VERB
ajeer-222	125	9	to	to	PART
ajeer-222	125	10	analyze	analyze	VERB
ajeer-222	125	11	the	the	DET
ajeer-222	125	12	impact	impact	NOUN
ajeer-222	125	13	of	of	ADP
ajeer-222	125	14	farmers	farmer	NOUN
ajeer-222	125	15	’	’	PART
ajeer-222	125	16	marketing	marketing	NOUN
ajeer-222	125	17	choices	choice	NOUN
ajeer-222	125	18	on	on	ADP
ajeer-222	125	19	gross	gross	ADJ
ajeer-222	125	20	dairy	dairy	NOUN
ajeer-222	125	21	income	income	NOUN
ajeer-222	125	22	,	,	PUNCT
ajeer-222	125	23	milk	milk	NOUN
ajeer-222	125	24	yield	yield	NOUN
ajeer-222	125	25	,	,	PUNCT
ajeer-222	125	26	labor	labor	NOUN
ajeer-222	125	27	hours	hour	NOUN
ajeer-222	125	28	,	,	PUNCT
ajeer-222	125	29	and	and	CCONJ
ajeer-222	125	30	on	on	ADP
ajeer-222	125	31	breed	breed	NOUN
ajeer-222	125	32	technology	technology	NOUN
ajeer-222	125	33	)	)	PUNCT
ajeer-222	125	34	.	.	PUNCT
ajeer-222	126	1	diagnostic	diagnostic	ADJ
ajeer-222	126	2	tests	test	NOUN
ajeer-222	126	3	were	be	AUX
ajeer-222	126	4	also	also	ADV
ajeer-222	126	5	conducted	conduct	VERB
ajeer-222	126	6	from	from	ADP
ajeer-222	126	7	the	the	DET
ajeer-222	126	8	regression	regression	NOUN
ajeer-222	126	9	results	result	NOUN
ajeer-222	126	10	of	of	ADP
ajeer-222	126	11	stata	stata	NOUN
ajeer-222	126	12	output	output	NOUN
ajeer-222	126	13	.	.	PUNCT
ajeer-222	127	1	to	to	PART
ajeer-222	127	2	check	check	VERB
ajeer-222	127	3	on	on	ADP
ajeer-222	127	4	multicollinearity	multicollinearity	NOUN
ajeer-222	127	5	,	,	PUNCT
ajeer-222	127	6	the	the	DET
ajeer-222	127	7	study	study	NOUN
ajeer-222	127	8	used	use	VERB
ajeer-222	127	9	variance	variance	NOUN
ajeer-222	127	10	inflation	inflation	NOUN
ajeer-222	127	11	factor	factor	NOUN
ajeer-222	127	12	(	(	PUNCT
ajeer-222	127	13	vif	vif	NOUN
ajeer-222	127	14	)	)	PUNCT
ajeer-222	127	15	and	and	CCONJ
ajeer-222	127	16	contingency	contingency	NOUN
ajeer-222	127	17	coefficient	coefficient	NOUN
ajeer-222	127	18	(	(	PUNCT
ajeer-222	127	19	cc	cc	NOUN
ajeer-222	127	20	)	)	PUNCT
ajeer-222	127	21	among	among	ADP
ajeer-222	127	22	discrete	discrete	ADJ
ajeer-222	127	23	and	and	CCONJ
ajeer-222	127	24	continuous	continuous	ADJ
ajeer-222	127	25	variables	variable	NOUN
ajeer-222	127	26	,	,	PUNCT
ajeer-222	127	27	respectively	respectively	ADV
ajeer-222	127	28	.	.	PUNCT
ajeer-222	128	1	all	all	DET
ajeer-222	128	2	assumptions	assumption	NOUN
ajeer-222	128	3	were	be	AUX
ajeer-222	128	4	tested	test	VERB
ajeer-222	128	5	and	and	CCONJ
ajeer-222	128	6	corrected	correct	VERB
ajeer-222	128	7	accordingly	accordingly	ADV
ajeer-222	128	8	using	use	VERB
ajeer-222	128	9	stata	stata	NOUN
ajeer-222	128	10	.	.	PUNCT
ajeer-222	129	1	3.8	3.8	NUM
ajeer-222	129	2	.	.	PUNCT
ajeer-222	130	1	analytical	analytical	ADJ
ajeer-222	130	2	frameworks	framework	NOUN
ajeer-222	130	3	3.8.1	3.8.1	NUM
ajeer-222	130	4	.	.	PUNCT
ajeer-222	131	1	theoretical	theoretical	ADJ
ajeer-222	131	2	framework	framework	NOUN
ajeer-222	131	3	the	the	DET
ajeer-222	131	4	farmer	farmer	NOUN
ajeer-222	131	5	or	or	CCONJ
ajeer-222	131	6	producers	producer	NOUN
ajeer-222	131	7	behave	behave	VERB
ajeer-222	131	8	like	like	ADP
ajeer-222	131	9	neoclassical	neoclassical	ADJ
ajeer-222	131	10	firms	firm	NOUN
ajeer-222	131	11	who	who	PRON
ajeer-222	131	12	control	control	VERB
ajeer-222	131	13	the	the	DET
ajeer-222	131	14	transformation	transformation	NOUN
ajeer-222	131	15	of	of	ADP
ajeer-222	131	16	inputs	input	NOUN
ajeer-222	131	17	into	into	ADP
ajeer-222	131	18	valuable	valuable	ADJ
ajeer-222	131	19	outputs	output	NOUN
ajeer-222	131	20	in	in	ADP
ajeer-222	131	21	order	order	NOUN
ajeer-222	131	22	to	to	PART
ajeer-222	131	23	maximize	maximize	VERB
ajeer-222	131	24	profits	profit	NOUN
ajeer-222	131	25	(	(	PUNCT
ajeer-222	131	26	varian	varian	NOUN
ajeer-222	131	27	,	,	PUNCT
ajeer-222	131	28	2000	2000	NUM
ajeer-222	131	29	)	)	PUNCT
ajeer-222	131	30	.	.	PUNCT
ajeer-222	132	1	the	the	DET
ajeer-222	132	2	decision	decision	NOUN
ajeer-222	132	3	on	on	ADP
ajeer-222	132	4	whether	whether	SCONJ
ajeer-222	132	5	or	or	CCONJ
ajeer-222	132	6	not	not	PART
ajeer-222	132	7	to	to	PART
ajeer-222	132	8	adopt	adopt	VERB
ajeer-222	132	9	a	a	DET
ajeer-222	132	10	new	new	ADJ
ajeer-222	132	11	technology	technology	NOUN
ajeer-222	132	12	is	be	AUX
ajeer-222	132	13	considered	consider	VERB
ajeer-222	132	14	under	under	ADP
ajeer-222	132	15	the	the	DET
ajeer-222	132	16	general	general	ADJ
ajeer-222	132	17	framework	framework	NOUN
ajeer-222	132	18	of	of	ADP
ajeer-222	132	19	utility	utility	NOUN
ajeer-222	132	20	or	or	CCONJ
ajeer-222	132	21	profit	profit	NOUN
ajeer-222	132	22	maximization	maximization	NOUN
ajeer-222	132	23	(	(	PUNCT
ajeer-222	132	24	norris	norris	NOUN
ajeer-222	132	25	and	and	CCONJ
ajeer-222	132	26	sandra	sandra	PROPN
ajeer-222	132	27	,	,	PUNCT
ajeer-222	132	28	1987	1987	NUM
ajeer-222	132	29	;	;	PUNCT
ajeer-222	132	30	pryanishnikov	pryanishnikov	NOUN
ajeer-222	132	31	and	and	CCONJ
ajeer-222	132	32	katarina	katarina	PROPN
ajeer-222	132	33	,	,	PUNCT
ajeer-222	132	34	2003	2003	NUM
ajeer-222	132	35	)	)	PUNCT
ajeer-222	132	36	.	.	PUNCT
ajeer-222	133	1	it	it	PRON
ajeer-222	133	2	is	be	AUX
ajeer-222	133	3	assumed	assume	VERB
ajeer-222	133	4	that	that	SCONJ
ajeer-222	133	5	economic	economic	ADJ
ajeer-222	133	6	agents	agent	NOUN
ajeer-222	133	7	,	,	PUNCT
ajeer-222	133	8	including	include	VERB
ajeer-222	133	9	smallholder	smallholder	NOUN
ajeer-222	133	10	subsistence	subsistence	NOUN
ajeer-222	133	11	farmers	farmer	NOUN
ajeer-222	133	12	,	,	PUNCT
ajeer-222	133	13	use	use	VERB
ajeer-222	133	14	certain	certain	ADJ
ajeer-222	133	15	livestock	livestock	NOUN
ajeer-222	133	16	milk	milk	NOUN
ajeer-222	133	17	marketing	marketing	NOUN
ajeer-222	133	18	systems	system	NOUN
ajeer-222	133	19	only	only	ADV
ajeer-222	133	20	when	when	SCONJ
ajeer-222	133	21	the	the	DET
ajeer-222	133	22	perceived	perceive	VERB
ajeer-222	133	23	utility	utility	NOUN
ajeer-222	133	24	or	or	CCONJ
ajeer-222	133	25	net	net	ADJ
ajeer-222	133	26	benefit	benefit	NOUN
ajeer-222	133	27	from	from	ADP
ajeer-222	133	28	using	use	VERB
ajeer-222	133	29	such	such	DET
ajeer-222	133	30	a	a	DET
ajeer-222	133	31	method	method	NOUN
ajeer-222	133	32	is	be	AUX
ajeer-222	133	33	significantly	significantly	ADV
ajeer-222	133	34	greater	great	ADJ
ajeer-222	133	35	than	than	SCONJ
ajeer-222	133	36	is	be	AUX
ajeer-222	133	37	the	the	DET
ajeer-222	133	38	case	case	NOUN
ajeer-222	133	39	without	without	ADP
ajeer-222	133	40	it	it	PRON
ajeer-222	133	41	.	.	PUNCT
ajeer-222	134	1	again	again	ADV
ajeer-222	134	2	smallholder	smallholder	NOUN
ajeer-222	134	3	dairy	dairy	NOUN
ajeer-222	134	4	farmers	farmer	NOUN
ajeer-222	134	5	are	be	AUX
ajeer-222	134	6	assumed	assume	VERB
ajeer-222	134	7	to	to	PART
ajeer-222	134	8	be	be	AUX
ajeer-222	134	9	rational	rational	ADJ
ajeer-222	134	10	and	and	CCONJ
ajeer-222	134	11	they	they	PRON
ajeer-222	134	12	want	want	VERB
ajeer-222	134	13	to	to	PART
ajeer-222	134	14	derive	derive	VERB
ajeer-222	134	15	the	the	DET
ajeer-222	134	16	highest	high	ADJ
ajeer-222	134	17	utility	utility	NOUN
ajeer-222	134	18	from	from	ADP
ajeer-222	134	19	the	the	DET
ajeer-222	134	20	choices	choice	NOUN
ajeer-222	134	21	they	they	PRON
ajeer-222	134	22	make	make	VERB
ajeer-222	134	23	;	;	PUNCT
ajeer-222	134	24	either	either	CCONJ
ajeer-222	134	25	to	to	PART
ajeer-222	134	26	market	market	VERB
ajeer-222	134	27	their	their	PRON
ajeer-222	134	28	produce	produce	NOUN
ajeer-222	134	29	independently	independently	ADV
ajeer-222	134	30	or	or	CCONJ
ajeer-222	134	31	under	under	ADP
ajeer-222	134	32	a	a	DET
ajeer-222	134	33	certain	certain	ADJ
ajeer-222	134	34	milk	milk	NOUN
ajeer-222	134	35	marketing	marketing	NOUN
ajeer-222	134	36	channel	channel	NOUN
ajeer-222	134	37	.	.	PUNCT
ajeer-222	135	1	they	they	PRON
ajeer-222	135	2	make	make	VERB
ajeer-222	135	3	their	their	PRON
ajeer-222	135	4	choices	choice	NOUN
ajeer-222	135	5	with	with	ADP
ajeer-222	135	6	respect	respect	NOUN
ajeer-222	135	7	to	to	ADP
ajeer-222	135	8	random	random	ADJ
ajeer-222	135	9	utility	utility	NOUN
ajeer-222	135	10	theory	theory	NOUN
ajeer-222	135	11	,	,	PUNCT
ajeer-222	135	12	which	which	PRON
ajeer-222	135	13	states	state	VERB
ajeer-222	135	14	that	that	SCONJ
ajeer-222	135	15	a	a	DET
ajeer-222	135	16	decision	decision	NOUN
ajeer-222	135	17	maker	maker	NOUN
ajeer-222	135	18	is	be	AUX
ajeer-222	135	19	guided	guide	VERB
ajeer-222	135	20	by	by	ADP
ajeer-222	135	21	unobservable	unobservable	ADJ
ajeer-222	135	22	,	,	PUNCT
ajeer-222	135	23	observable	observable	ADJ
ajeer-222	135	24	and	and	CCONJ
ajeer-222	135	25	random	random	ADJ
ajeer-222	135	26	characteristics	characteristic	NOUN
ajeer-222	135	27	when	when	SCONJ
ajeer-222	135	28	making	make	VERB
ajeer-222	135	29	a	a	DET
ajeer-222	135	30	decision	decision	NOUN
ajeer-222	135	31	.	.	PUNCT
ajeer-222	136	1	although	although	SCONJ
ajeer-222	136	2	utility	utility	NOUN
ajeer-222	136	3	is	be	AUX
ajeer-222	136	4	not	not	PART
ajeer-222	136	5	directly	directly	ADV
ajeer-222	136	6	observed	observe	VERB
ajeer-222	136	7	,	,	PUNCT
ajeer-222	136	8	the	the	DET
ajeer-222	136	9	actions	action	NOUN
ajeer-222	136	10	of	of	ADP
ajeer-222	136	11	economic	economic	ADJ
ajeer-222	136	12	agents	agent	NOUN
ajeer-222	136	13	are	be	AUX
ajeer-222	136	14	observed	observe	VERB
ajeer-222	136	15	through	through	ADP
ajeer-222	136	16	the	the	DET
ajeer-222	136	17	choices	choice	NOUN
ajeer-222	136	18	they	they	PRON
ajeer-222	136	19	make	make	VERB
ajeer-222	136	20	.	.	PUNCT
ajeer-222	137	1	suppose	suppose	VERB
ajeer-222	137	2	that	that	SCONJ
ajeer-222	137	3	yj	yj	PROPN
ajeer-222	137	4	and	and	CCONJ
ajeer-222	137	5	yk	yk	PROPN
ajeer-222	137	6	represent	represent	VERB
ajeer-222	137	7	a	a	DET
ajeer-222	137	8	household	household	NOUN
ajeer-222	137	9	’s	’s	PART
ajeer-222	137	10	utility	utility	NOUN
ajeer-222	137	11	for	for	ADP
ajeer-222	137	12	two	two	NUM
ajeer-222	137	13	milk	milk	NOUN
ajeer-222	137	14	marketing	marketing	NOUN
ajeer-222	137	15	choices	choice	NOUN
ajeer-222	137	16	,	,	PUNCT
ajeer-222	137	17	which	which	PRON
ajeer-222	137	18	are	be	AUX
ajeer-222	137	19	denoted	denote	VERB
ajeer-222	137	20	by	by	ADP
ajeer-222	137	21	uj	uj	PROPN
ajeer-222	137	22	and	and	CCONJ
ajeer-222	137	23	uk	uk	PROPN
ajeer-222	137	24	,	,	PUNCT
ajeer-222	137	25	respectively	respectively	ADV
ajeer-222	137	26	.	.	PUNCT
ajeer-222	138	1	the	the	DET
ajeer-222	138	2	linear	linear	ADJ
ajeer-222	138	3	random	random	ADJ
ajeer-222	138	4	utility	utility	NOUN
ajeer-222	138	5	model	model	NOUN
ajeer-222	138	6	could	could	AUX
ajeer-222	138	7	then	then	ADV
ajeer-222	138	8	be	be	AUX
ajeer-222	138	9	specified	specify	VERB
ajeer-222	138	10	as	as	ADP
ajeer-222	138	11	:	:	PUNCT
ajeer-222	138	12	jij	jij	PROPN
ajeer-222	138	13	xu	xu	PROPN
ajeer-222	139	1			PROPN
ajeer-222	139	2			PROPN
ajeer-222	139	3	and	and	CCONJ
ajeer-222	139	4	kikk	kikk	VERB
ajeer-222	140	1	xu	xu	PROPN
ajeer-222	140	2			PROPN
ajeer-222	140	3			PROPN
ajeer-222	140	4	(	(	PUNCT
ajeer-222	140	5	2	2	NUM
ajeer-222	140	6	)	)	PUNCT
ajeer-222	140	7	where	where	SCONJ
ajeer-222	140	8	;	;	PUNCT
ajeer-222	140	9	uj	uj	PROPN
ajeer-222	140	10	and	and	CCONJ
ajeer-222	140	11	uk	uk	PROPN
ajeer-222	140	12	are	be	AUX
ajeer-222	140	13	perceived	perceive	VERB
ajeer-222	140	14	utilities	utility	NOUN
ajeer-222	140	15	of	of	ADP
ajeer-222	140	16	using	use	VERB
ajeer-222	140	17	a	a	DET
ajeer-222	140	18	certain	certain	ADJ
ajeer-222	140	19	milk	milk	NOUN
ajeer-222	140	20	marketing	marketing	NOUN
ajeer-222	140	21	channel	channel	NOUN
ajeer-222	140	22	j	j	PROPN
ajeer-222	140	23	and	and	CCONJ
ajeer-222	140	24	k	k	NOUN
ajeer-222	140	25	,	,	PUNCT
ajeer-222	140	26	respectively	respectively	ADV
ajeer-222	140	27	.	.	PUNCT
ajeer-222	141	1	xi	xi	X
ajeer-222	141	2	is	be	AUX
ajeer-222	141	3	the	the	DET
ajeer-222	141	4	vector	vector	NOUN
ajeer-222	141	5	of	of	ADP
ajeer-222	141	6	explanatory	explanatory	ADJ
ajeer-222	141	7	variables	variable	NOUN
ajeer-222	141	8	that	that	PRON
ajeer-222	141	9	determines	determine	VERB
ajeer-222	141	10	and	and	CCONJ
ajeer-222	141	11	or	or	CCONJ
ajeer-222	141	12	influences	influence	VERB
ajeer-222	141	13	the	the	DET
ajeer-222	141	14	perceived	perceive	VERB
ajeer-222	141	15	desirability	desirability	NOUN
ajeer-222	141	16	of	of	ADP
ajeer-222	141	17	the	the	DET
ajeer-222	141	18	choice	choice	NOUN
ajeer-222	141	19	of	of	ADP
ajeer-222	141	20	the	the	DET
ajeer-222	141	21	milk	milk	NOUN
ajeer-222	141	22	marketing	marketing	NOUN
ajeer-222	141	23	channel	channel	NOUN
ajeer-222	141	24	,	,	PUNCT
ajeer-222	141	25	bj	bj	NOUN
ajeer-222	141	26	and	and	CCONJ
ajeer-222	141	27	bk	bk	PRON
ajeer-222	141	28	are	be	AUX
ajeer-222	141	29	parameters	parameter	NOUN
ajeer-222	141	30	to	to	PART
ajeer-222	141	31	be	be	AUX
ajeer-222	141	32	estimated	estimate	VERB
ajeer-222	141	33	,	,	PUNCT
ajeer-222	141	34	and	and	CCONJ
ajeer-222	141	35	εj	εj	NOUN
ajeer-222	141	36	and	and	CCONJ
ajeer-222	141	37	εk	εk	PROPN
ajeer-222	141	38	are	be	AUX
ajeer-222	141	39	error	error	NOUN
ajeer-222	141	40	terms	term	NOUN
ajeer-222	141	41	assumed	assume	VERB
ajeer-222	141	42	to	to	PART
ajeer-222	141	43	be	be	AUX
ajeer-222	141	44	independently	independently	ADV
ajeer-222	141	45	and	and	CCONJ
ajeer-222	141	46	identically	identically	ADV
ajeer-222	141	47	distributed	distribute	VERB
ajeer-222	141	48	(	(	PUNCT
ajeer-222	141	49	greene	greene	PROPN
ajeer-222	141	50	,	,	PUNCT
ajeer-222	141	51	2003	2003	NUM
ajeer-222	141	52	)	)	PUNCT
ajeer-222	141	53	.	.	PUNCT
ajeer-222	142	1	therefore	therefore	ADV
ajeer-222	142	2	,	,	PUNCT
ajeer-222	142	3	for	for	ADP
ajeer-222	142	4	the	the	DET
ajeer-222	142	5	case	case	NOUN
ajeer-222	142	6	of	of	ADP
ajeer-222	142	7	choice	choice	NOUN
ajeer-222	142	8	of	of	ADP
ajeer-222	142	9	a	a	DET
ajeer-222	142	10	livestock	livestock	NOUN
ajeer-222	142	11	milk	milk	NOUN
ajeer-222	142	12	marketing	marketing	NOUN
ajeer-222	142	13	channel	channel	NOUN
ajeer-222	142	14	,	,	PUNCT
ajeer-222	142	15	if	if	SCONJ
ajeer-222	142	16	a	a	DET
ajeer-222	142	17	household	household	NOUN
ajeer-222	142	18	(	(	PUNCT
ajeer-222	142	19	dairy	dairy	NOUN
ajeer-222	142	20	farmer	farmer	NOUN
ajeer-222	142	21	)	)	PUNCT
ajeer-222	142	22	decides	decide	VERB
ajeer-222	142	23	to	to	PART
ajeer-222	142	24	use	use	VERB
ajeer-222	142	25	option	option	NOUN
ajeer-222	142	26	j	j	PROPN
ajeer-222	142	27	marketing	marketing	NOUN
ajeer-222	142	28	channel	channel	NOUN
ajeer-222	142	29	,	,	PUNCT
ajeer-222	142	30	it	it	PRON
ajeer-222	142	31	follows	follow	VERB
ajeer-222	142	32	that	that	SCONJ
ajeer-222	142	33	the	the	DET
ajeer-222	142	34	perceived	perceive	VERB
ajeer-222	142	35	utility	utility	NOUN
ajeer-222	142	36	or	or	CCONJ
ajeer-222	142	37	benefit	benefit	NOUN
ajeer-222	142	38	from	from	ADP
ajeer-222	142	39	option	option	NOUN
ajeer-222	142	40	j	j	PROPN
ajeer-222	142	41	marketing	marketing	NOUN
ajeer-222	142	42	channel	channel	NOUN
ajeer-222	142	43	is	be	AUX
ajeer-222	142	44	greater	great	ADJ
ajeer-222	142	45	than	than	ADP
ajeer-222	142	46	the	the	DET
ajeer-222	142	47	utility	utility	NOUN
ajeer-222	142	48	from	from	ADP
ajeer-222	142	49	other	other	ADJ
ajeer-222	142	50	options	option	NOUN
ajeer-222	142	51	(	(	PUNCT
ajeer-222	142	52	say	say	VERB
ajeer-222	142	53	k	k	NOUN
ajeer-222	142	54	)	)	PUNCT
ajeer-222	142	55	marketing	marketing	NOUN
ajeer-222	142	56	channel	channel	NOUN
ajeer-222	142	57	depicted	depict	VERB
ajeer-222	142	58	as	as	SCONJ
ajeer-222	142	59	follows	follow	VERB
ajeer-222	142	60	:	:	PUNCT
ajeer-222	142	61	)	)	PUNCT
ajeer-222	142	62	,	,	PUNCT
ajeer-222	142	63	(	(	PUNCT
ajeer-222	142	64	(	(	PUNCT
ajeer-222	142	65	)	)	PUNCT
ajeer-222	142	66	(	(	PUNCT
ajeer-222	142	67	11	11	NUM
ajeer-222	142	68	kikikjijij	kikikjijij	PROPN
ajeer-222	142	69	xuxu	xuxu	PROPN
ajeer-222	142	70			PROPN
ajeer-222	142	71			PROPN
ajeer-222	142	72	k	k	PROPN
ajeer-222	142	73	≠	≠	PROPN
ajeer-222	142	74	j	j	PROPN
ajeer-222	142	75	(	(	PUNCT
ajeer-222	142	76	3	3	NUM
ajeer-222	142	77	)	)	PUNCT
ajeer-222	142	78	the	the	DET
ajeer-222	142	79	probability	probability	NOUN
ajeer-222	142	80	that	that	SCONJ
ajeer-222	142	81	a	a	DET
ajeer-222	142	82	dairy	dairy	NOUN
ajeer-222	142	83	farmer	farmer	NOUN
ajeer-222	142	84	will	will	AUX
ajeer-222	142	85	choose	choose	VERB
ajeer-222	142	86	milk	milk	NOUN
ajeer-222	142	87	marketing	marketing	NOUN
ajeer-222	142	88	channel	channel	NOUN
ajeer-222	142	89	j	j	PROPN
ajeer-222	142	90	among	among	ADP
ajeer-222	142	91	the	the	DET
ajeer-222	142	92	set	set	NOUN
ajeer-222	142	93	of	of	ADP
ajeer-222	142	94	livestock	livestock	NOUN
ajeer-222	142	95	milk	milk	NOUN
ajeer-222	142	96	marketing	marketing	NOUN
ajeer-222	142	97	channels	channel	NOUN
ajeer-222	142	98	to	to	PART
ajeer-222	142	99	market	market	VERB
ajeer-222	142	100	his	his	PRON
ajeer-222	142	101	milk	milk	NOUN
ajeer-222	142	102	instead	instead	ADV
ajeer-222	142	103	of	of	ADP
ajeer-222	142	104	the	the	DET
ajeer-222	142	105	k	k	PROPN
ajeer-222	142	106	marketing	marketing	NOUN
ajeer-222	142	107	channel	channel	NOUN
ajeer-222	142	108	could	could	AUX
ajeer-222	142	109	then	then	ADV
ajeer-222	142	110	be	be	AUX
ajeer-222	142	111	defined	define	VERB
ajeer-222	142	112	as	as	ADP
ajeer-222	142	113	)	)	PUNCT
ajeer-222	142	114	(	(	PUNCT
ajeer-222	142	115	)	)	PUNCT
ajeer-222	142	116	|1	|1	PRON
ajeer-222	142	117	(	(	PUNCT
ajeer-222	142	118	ijij	ijij	ADJ
ajeer-222	142	119	uupxyp	uupxyp	NOUN
ajeer-222	142	120			PROPN
ajeer-222	142	121	(	(	PUNCT
ajeer-222	142	122	4	4	NUM
ajeer-222	142	123	)	)	PUNCT
ajeer-222	142	124	therefore	therefore	ADV
ajeer-222	142	125	,	,	PUNCT
ajeer-222	142	126	)	)	PUNCT
ajeer-222	142	127	|0	|0	NUM
ajeer-222	142	128	(	(	PUNCT
ajeer-222	142	129	11	11	NUM
ajeer-222	142	130	xxxp	xxxp	NOUN
ajeer-222	142	131	kikjij	kikjij	PROPN
ajeer-222	142	132			PROPN
ajeer-222	142	133			PROPN
ajeer-222	142	134	hence	hence	ADV
ajeer-222	142	135	)	)	PUNCT
ajeer-222	142	136	|0	|0	NUM
ajeer-222	142	137	(	(	PUNCT
ajeer-222	142	138	11	11	NUM
ajeer-222	142	139	xxxp	xxxp	NOUN
ajeer-222	142	140	kjikij	kjikij	PROPN
ajeer-222	142	141			PROPN
ajeer-222	142	142			PRON
ajeer-222	142	143	)	)	PUNCT
ajeer-222	142	144	(	(	PUNCT
ajeer-222	142	145	|0	|0	NUM
ajeer-222	142	146	(	(	PUNCT
ajeer-222	142	147	*	*	PUNCT
ajeer-222	142	148	*	*	PUNCT
ajeer-222	142	149	*	*	NOUN
ajeer-222	142	150	ii	ii	NOUN
ajeer-222	142	151	xfxxxp	xfxxxp	NOUN
ajeer-222	142	152			VERB
ajeer-222	142	153			NOUN
ajeer-222	142	154	(	(	PUNCT
ajeer-222	142	155	5	5	NUM
ajeer-222	142	156	)	)	PUNCT
ajeer-222	142	157	where	where	SCONJ
ajeer-222	142	158	;	;	PUNCT
ajeer-222	142	159	p	p	PRON
ajeer-222	142	160	is	be	AUX
ajeer-222	142	161	a	a	DET
ajeer-222	142	162	probability	probability	NOUN
ajeer-222	142	163	function	function	NOUN
ajeer-222	142	164	,	,	PUNCT
ajeer-222	142	165	uij	uij	PROPN
ajeer-222	142	166	,	,	PUNCT
ajeer-222	142	167	uik	uik	NOUN
ajeer-222	142	168	,	,	PUNCT
ajeer-222	142	169	,	,	PUNCT
ajeer-222	142	170	and	and	CCONJ
ajeer-222	142	171	xi	xi	PRON
ajeer-222	142	172	are	be	AUX
ajeer-222	142	173	as	as	ADV
ajeer-222	142	174	defined	define	VERB
ajeer-222	142	175	above	above	ADV
ajeer-222	142	176	,	,	PUNCT
ajeer-222	142	177	ε	ε	PROPN
ajeer-222	142	178	*	*	PUNCT
ajeer-222	142	179	=	=	NOUN
ajeer-222	142	180	εj	εj	NOUN
ajeer-222	142	181	–	–	PUNCT
ajeer-222	142	182	εkis	εki	NOUN
ajeer-222	142	183	a	a	DET
ajeer-222	142	184	random	random	ADJ
ajeer-222	142	185	disturbance	disturbance	NOUN
ajeer-222	142	186	term	term	NOUN
ajeer-222	142	187	,	,	PUNCT
ajeer-222	142	188	)	)	PUNCT
ajeer-222	142	189	(	(	PUNCT
ajeer-222	142	190	11	11	NUM
ajeer-222	142	191	*	*	SYM
ajeer-222	142	192	kjj	kjj	ADJ
ajeer-222	142	193			NOUN
ajeer-222	142	194			PROPN
ajeer-222	142	195	is	be	AUX
ajeer-222	142	196	a	a	DET
ajeer-222	142	197	vector	vector	NOUN
ajeer-222	142	198	of	of	ADP
ajeer-222	142	199	unknown	unknown	ADJ
ajeer-222	142	200	parameters	parameter	NOUN
ajeer-222	142	201	that	that	PRON
ajeer-222	142	202	can	can	AUX
ajeer-222	142	203	be	be	AUX
ajeer-222	142	204	interpreted	interpret	VERB
ajeer-222	142	205	as	as	ADP
ajeer-222	142	206	a	a	DET
ajeer-222	142	207	net	net	ADJ
ajeer-222	142	208	influence	influence	NOUN
ajeer-222	142	209	of	of	ADP
ajeer-222	142	210	the	the	DET
ajeer-222	142	211	vector	vector	NOUN
ajeer-222	142	212	of	of	ADP
ajeer-222	142	213	independent	independent	ADJ
ajeer-222	142	214	variables	variable	NOUN
ajeer-222	142	215	influencing	influence	VERB
ajeer-222	142	216	the	the	DET
ajeer-222	142	217	decision	decision	NOUN
ajeer-222	142	218	to	to	PART
ajeer-222	142	219	sell	sell	VERB
ajeer-222	142	220	a	a	DET
ajeer-222	142	221	commercial	commercial	ADJ
ajeer-222	142	222	milk	milk	NOUN
ajeer-222	142	223	marketing	marketing	NOUN
ajeer-222	142	224	channel	channel	NOUN
ajeer-222	142	225	,	,	PUNCT
ajeer-222	142	226	and	and	CCONJ
ajeer-222	142	227	)	)	PUNCT
ajeer-222	142	228	(	(	PUNCT
ajeer-222	142	229	*	*	PUNCT
ajeer-222	142	230	ixbf	ixbf	PROPN
ajeer-222	142	231	is	be	AUX
ajeer-222	142	232	a	a	DET
ajeer-222	142	233	cumulative	cumulative	ADJ
ajeer-222	142	234	distribution	distribution	NOUN
ajeer-222	142	235	function	function	NOUN
ajeer-222	142	236	of	of	ADP
ajeer-222	142	237	the	the	DET
ajeer-222	142	238	error	error	NOUN
ajeer-222	142	239	terms	term	NOUN
ajeer-222	142	240	(	(	PUNCT
ajeer-222	142	241	ε	ε	PROPN
ajeer-222	142	242	*	*	PUNCT
ajeer-222	142	243	)	)	PUNCT
ajeer-222	142	244	evaluated	evaluate	VERB
ajeer-222	142	245	at	at	ADP
ajeer-222	142	246	ixb	ixb	PROPN
ajeer-222	142	247	*	*	PROPN
ajeer-222	142	248	.	.	PUNCT
ajeer-222	143	1	the	the	DET
ajeer-222	143	2	exact	exact	ADJ
ajeer-222	143	3	distribution	distribution	NOUN
ajeer-222	143	4	of	of	ADP
ajeer-222	143	5	f	f	PROPN
ajeer-222	143	6	depends	depend	VERB
ajeer-222	143	7	on	on	ADP
ajeer-222	143	8	the	the	DET
ajeer-222	143	9	distribution	distribution	NOUN
ajeer-222	143	10	of	of	ADP
ajeer-222	143	11	the	the	DET
ajeer-222	143	12	random	random	ADJ
ajeer-222	143	13	disturbance	disturbance	NOUN
ajeer-222	143	14	term	term	NOUN
ajeer-222	143	15	,	,	PUNCT
ajeer-222	143	16	ε	ε	PROPN
ajeer-222	143	17	*	*	PUNCT
ajeer-222	143	18	.	.	PUNCT
ajeer-222	144	1	depending	depend	VERB
ajeer-222	144	2	on	on	ADP
ajeer-222	144	3	the	the	DET
ajeer-222	144	4	assumed	assumed	ADJ
ajeer-222	144	5	distribution	distribution	NOUN
ajeer-222	144	6	that	that	SCONJ
ajeer-222	144	7	the	the	DET
ajeer-222	144	8	random	random	ADJ
ajeer-222	144	9	disturbance	disturbance	NOUN
ajeer-222	144	10	term	term	NOUN
ajeer-222	144	11	follows	follow	VERB
ajeer-222	144	12	,	,	PUNCT
ajeer-222	144	13	several	several	ADJ
ajeer-222	144	14	qualitative	qualitative	ADJ
ajeer-222	144	15	choice	choice	NOUN
ajeer-222	144	16	models	model	NOUN
ajeer-222	144	17	can	can	AUX
ajeer-222	144	18	be	be	AUX
ajeer-222	144	19	estimated	estimate	VERB
ajeer-222	144	20	(	(	PUNCT
ajeer-222	144	21	greene	greene	PROPN
ajeer-222	144	22	,	,	PUNCT
ajeer-222	144	23	2003	2003	NUM
ajeer-222	144	24	)	)	PUNCT
ajeer-222	144	25	.	.	PUNCT
ajeer-222	145	1	propensity	propensity	NOUN
ajeer-222	145	2	score	score	NOUN
ajeer-222	145	3	matching	matching	NOUN
ajeer-222	145	4	which	which	PRON
ajeer-222	145	5	is	be	AUX
ajeer-222	145	6	used	use	VERB
ajeer-222	145	7	in	in	ADP
ajeer-222	145	8	this	this	DET
ajeer-222	145	9	study	study	NOUN
ajeer-222	145	10	’s	’s	PART
ajeer-222	145	11	analysis	analysis	NOUN
ajeer-222	145	12	requires	require	VERB
ajeer-222	145	13	no	no	DET
ajeer-222	145	14	assumption	assumption	NOUN
ajeer-222	145	15	about	about	ADP
ajeer-222	145	16	the	the	DET
ajeer-222	145	17	functional	functional	ADJ
ajeer-222	145	18	form	form	NOUN
ajeer-222	145	19	in	in	ADP
ajeer-222	145	20	specifying	specify	VERB
ajeer-222	145	21	the	the	DET
ajeer-222	145	22	relationship	relationship	NOUN
ajeer-222	145	23	between	between	ADP
ajeer-222	145	24	outcomes	outcome	NOUN
ajeer-222	145	25	and	and	CCONJ
ajeer-222	145	26	predictors	predictor	NOUN
ajeer-222	145	27	of	of	ADP
ajeer-222	145	28	outcome	outcome	NOUN
ajeer-222	145	29	,	,	PUNCT
ajeer-222	145	30	unlike	unlike	ADP
ajeer-222	145	31	the	the	DET
ajeer-222	145	32	parametric	parametric	ADJ
ajeer-222	145	33	methods	method	NOUN
ajeer-222	145	34	mentioned	mention	VERB
ajeer-222	145	35	above	above	ADV
ajeer-222	145	36	.	.	PUNCT
ajeer-222	146	1	however	however	ADV
ajeer-222	146	2	,	,	PUNCT
ajeer-222	146	3	the	the	DET
ajeer-222	146	4	drawback	drawback	NOUN
ajeer-222	146	5	of	of	ADP
ajeer-222	146	6	the	the	DET
ajeer-222	146	7	approach	approach	NOUN
ajeer-222	146	8	is	be	AUX
ajeer-222	146	9	the	the	DET
ajeer-222	146	10	conditional	conditional	ADJ
ajeer-222	146	11	independence	independence	NOUN
ajeer-222	146	12	assumption	assumption	NOUN
ajeer-222	146	13	(	(	PUNCT
ajeer-222	146	14	cia	cia	PROPN
ajeer-222	146	15	)	)	PUNCT
ajeer-222	146	16	,	,	PUNCT
ajeer-222	146	17	which	which	PRON
ajeer-222	146	18	states	state	VERB
ajeer-222	146	19	that	that	SCONJ
ajeer-222	146	20	for	for	ADP
ajeer-222	146	21	a	a	DET
ajeer-222	146	22	given	give	VERB
ajeer-222	146	23	set	set	NOUN
ajeer-222	146	24	of	of	ADP
ajeer-222	146	25	covariates	covariate	NOUN
ajeer-222	146	26	,	,	PUNCT
ajeer-222	146	27	participation	participation	NOUN
ajeer-222	146	28	is	be	AUX
ajeer-222	146	29	independent	independent	ADJ
ajeer-222	146	30	of	of	ADP
ajeer-222	146	31	potential	potential	ADJ
ajeer-222	146	32	outcomes	outcome	NOUN
ajeer-222	146	33	(	(	PUNCT
ajeer-222	146	34	smith	smith	NOUN
ajeer-222	146	35	and	and	CCONJ
ajeer-222	146	36	todd	todd	NOUN
ajeer-222	146	37	,	,	PUNCT
ajeer-222	146	38	2005	2005	NUM
ajeer-222	146	39	)	)	PUNCT
ajeer-222	146	40	.	.	PUNCT
ajeer-222	147	1	further	far	ADV
ajeer-222	147	2	,	,	PUNCT
ajeer-222	147	3	smith	smith	PROPN
ajeer-222	147	4	and	and	CCONJ
ajeer-222	147	5	todd	todd	PROPN
ajeer-222	147	6	(	(	PUNCT
ajeer-222	147	7	2005	2005	NUM
ajeer-222	147	8	)	)	PUNCT
ajeer-222	147	9	note	note	VERB
ajeer-222	147	10	that	that	SCONJ
ajeer-222	147	11	there	there	PRON
ajeer-222	147	12	may	may	AUX
ajeer-222	147	13	be	be	AUX
ajeer-222	147	14	systematic	systematic	ADJ
ajeer-222	147	15	differences	difference	NOUN
ajeer-222	147	16	between	between	ADP
ajeer-222	147	17	the	the	DET
ajeer-222	147	18	outcomes	outcome	NOUN
ajeer-222	147	19	of	of	ADP
ajeer-222	147	20	participants	participant	NOUN
ajeer-222	147	21	and	and	CCONJ
ajeer-222	147	22	non	non	NOUN
ajeer-222	147	23	-	-	NOUN
ajeer-222	147	24	participants	participant	NOUN
ajeer-222	147	25	,	,	PUNCT
ajeer-222	147	26	even	even	ADV
ajeer-222	147	27	after	after	ADP
ajeer-222	147	28	conditioning	condition	VERB
ajeer-222	147	29	on	on	ADP
ajeer-222	147	30	observables	observable	NOUN
ajeer-222	147	31	.	.	PUNCT
ajeer-222	148	1	such	such	ADJ
ajeer-222	148	2	differences	difference	NOUN
ajeer-222	148	3	may	may	AUX
ajeer-222	148	4	arise	arise	VERB
ajeer-222	148	5	because	because	SCONJ
ajeer-222	148	6	of	of	ADP
ajeer-222	148	7	selection	selection	NOUN
ajeer-222	148	8	into	into	ADP
ajeer-222	148	9	treatment	treatment	NOUN
ajeer-222	148	10	based	base	VERB
ajeer-222	148	11	on	on	ADP
ajeer-222	148	12	unmeasured	unmeasured	ADJ
ajeer-222	148	13	characteristics	characteristic	NOUN
ajeer-222	148	14	.	.	PUNCT
ajeer-222	149	1	to	to	PART
ajeer-222	149	2	address	address	VERB
ajeer-222	149	3	the	the	DET
ajeer-222	149	4	selectivity	selectivity	NOUN
ajeer-222	149	5	bias	bias	NOUN
ajeer-222	149	6	problems	problem	NOUN
ajeer-222	149	7	associated	associate	VERB
ajeer-222	149	8	with	with	ADP
ajeer-222	149	9	choice	choice	NOUN
ajeer-222	149	10	decision	decision	NOUN
ajeer-222	149	11	of	of	ADP
ajeer-222	149	12	a	a	DET
ajeer-222	149	13	milk	milk	NOUN
ajeer-222	149	14	marketing	marketing	NOUN
ajeer-222	149	15	channel	channel	NOUN
ajeer-222	149	16	,	,	PUNCT
ajeer-222	149	17	this	this	DET
ajeer-222	149	18	study	study	NOUN
ajeer-222	149	19	employed	employ	VERB
ajeer-222	149	20	the	the	DET
ajeer-222	149	21	matching	matching	NOUN
ajeer-222	149	22	techniques	technique	NOUN
ajeer-222	149	23	in	in	ADP
ajeer-222	149	24	assessing	assess	VERB
ajeer-222	149	25	the	the	DET
ajeer-222	149	26	impact	impact	NOUN
ajeer-222	149	27	of	of	ADP
ajeer-222	149	28	selling	sell	VERB
ajeer-222	149	29	to	to	ADP
ajeer-222	149	30	a	a	DET
ajeer-222	149	31	commercial	commercial	ADJ
ajeer-222	149	32	milk	milk	NOUN
ajeer-222	149	33	marketing	marketing	NOUN
ajeer-222	149	34	channel	channel	NOUN
ajeer-222	149	35	on	on	ADP
ajeer-222	149	36	average	average	ADJ
ajeer-222	149	37	dairy	dairy	NOUN
ajeer-222	149	38	farmer	farmer	NOUN
ajeer-222	149	39	household	household	NOUN
ajeer-222	149	40	’s	’s	PART
ajeer-222	149	41	gross	gross	ADJ
ajeer-222	149	42	income	income	NOUN
ajeer-222	149	43	,	,	PUNCT
ajeer-222	149	44	employment	employment	NOUN
ajeer-222	149	45	and	and	CCONJ
ajeer-222	149	46	dairy	dairy	NOUN
ajeer-222	149	47	breeding	breeding	NOUN
ajeer-222	149	48	technology	technology	NOUN
ajeer-222	149	49	uptake	uptake	ADJ
ajeer-222	149	50	.	.	PUNCT
ajeer-222	150	1	the	the	DET
ajeer-222	150	2	propensity	propensity	NOUN
ajeer-222	150	3	score	score	NOUN
ajeer-222	150	4	matching	matching	NOUN
ajeer-222	150	5	approach	approach	NOUN
ajeer-222	150	6	addresses	address	VERB
ajeer-222	150	7	the	the	DET
ajeer-222	150	8	problem	problem	NOUN
ajeer-222	150	9	of	of	ADP
ajeer-222	150	10	the	the	DET
ajeer-222	150	11	limited	limited	ADJ
ajeer-222	150	12	distributional	distributional	ADJ
ajeer-222	150	13	assumption	assumption	NOUN
ajeer-222	150	14	of	of	ADP
ajeer-222	150	15	the	the	DET
ajeer-222	150	16	errors	error	NOUN
ajeer-222	150	17	,	,	PUNCT
ajeer-222	150	18	and	and	CCONJ
ajeer-222	150	19	more	more	ADV
ajeer-222	150	20	importantly	importantly	ADV
ajeer-222	150	21	allows	allow	VERB
ajeer-222	150	22	for	for	ADP
ajeer-222	150	23	a	a	DET
ajeer-222	150	24	decomposition	decomposition	NOUN
ajeer-222	150	25	of	of	ADP
ajeer-222	150	26	the	the	DET
ajeer-222	150	27	treatment	treatment	NOUN
ajeer-222	150	28	effect	effect	NOUN
ajeer-222	150	29	on	on	ADP
ajeer-222	150	30	outcomes	outcome	NOUN
ajeer-222	150	31	(	(	PUNCT
ajeer-222	150	32	heckman	heckman	PROPN
ajeer-222	150	33	,	,	PUNCT
ajeer-222	150	34	1999	1999	NUM
ajeer-222	150	35	)	)	PUNCT
ajeer-222	150	36	.	.	PUNCT
ajeer-222	151	1	also	also	ADV
ajeer-222	151	2	the	the	DET
ajeer-222	151	3	counterfactual	counterfactual	ADJ
ajeer-222	151	4	framework	framework	NOUN
ajeer-222	151	5	could	could	AUX
ajeer-222	151	6	detect	detect	VERB
ajeer-222	151	7	“	"	PUNCT
ajeer-222	151	8	two	two	NUM
ajeer-222	151	9	important	important	ADJ
ajeer-222	151	10	sources	source	NOUN
ajeer-222	151	11	of	of	ADP
ajeer-222	151	12	bias	bias	NOUN
ajeer-222	151	13	in	in	ADP
ajeer-222	151	14	the	the	DET
ajeer-222	151	15	estimation	estimation	NOUN
ajeer-222	151	16	of	of	ADP
ajeer-222	151	17	treatment	treatment	NOUN
ajeer-222	151	18	effects	effect	NOUN
ajeer-222	151	19	.	.	PUNCT
ajeer-222	152	1	asian	asian	ADJ
ajeer-222	152	2	journal	journal	PROPN
ajeer-222	152	3	of	of	ADP
ajeer-222	152	4	economics	economic	NOUN
ajeer-222	152	5	and	and	CCONJ
ajeer-222	152	6	empirical	empirical	ADJ
ajeer-222	152	7	research	research	NOUN
ajeer-222	152	8	,	,	PUNCT
ajeer-222	152	9	2016	2016	NUM
ajeer-222	152	10	,	,	PUNCT
ajeer-222	152	11	3(2	3(2	NUM
ajeer-222	152	12	):	):	PUNCT
ajeer-222	152	13	145	145	NUM
ajeer-222	152	14	-	-	SYM
ajeer-222	152	15	155	155	NUM
ajeer-222	152	16	150	150	NUM
ajeer-222	152	17	these	these	PRON
ajeer-222	152	18	include	include	VERB
ajeer-222	152	19	the	the	DET
ajeer-222	152	20	initial	initial	ADJ
ajeer-222	152	21	differences	difference	NOUN
ajeer-222	152	22	between	between	ADP
ajeer-222	152	23	the	the	DET
ajeer-222	152	24	group	group	NOUN
ajeer-222	152	25	selling	selling	NOUN
ajeer-222	152	26	to	to	ADP
ajeer-222	152	27	commercial	commercial	ADJ
ajeer-222	152	28	milk	milk	NOUN
ajeer-222	152	29	market	market	NOUN
ajeer-222	152	30	channels	channel	NOUN
ajeer-222	152	31	and	and	CCONJ
ajeer-222	152	32	those	those	PRON
ajeer-222	152	33	selling	sell	VERB
ajeer-222	152	34	to	to	ADP
ajeer-222	152	35	final	final	ADJ
ajeer-222	152	36	consumers	consumer	NOUN
ajeer-222	152	37	in	in	ADP
ajeer-222	152	38	the	the	DET
ajeer-222	152	39	absence	absence	NOUN
ajeer-222	152	40	of	of	ADP
ajeer-222	152	41	treatment	treatment	NOUN
ajeer-222	152	42	,	,	PUNCT
ajeer-222	152	43	and	and	CCONJ
ajeer-222	152	44	the	the	DET
ajeer-222	152	45	difference	difference	NOUN
ajeer-222	152	46	between	between	ADP
ajeer-222	152	47	the	the	DET
ajeer-222	152	48	two	two	NUM
ajeer-222	152	49	groups	group	NOUN
ajeer-222	152	50	in	in	ADP
ajeer-222	152	51	the	the	DET
ajeer-222	152	52	potential	potential	ADJ
ajeer-222	152	53	effect	effect	NOUN
ajeer-222	152	54	of	of	ADP
ajeer-222	152	55	the	the	DET
ajeer-222	152	56	treatment	treatment	NOUN
ajeer-222	152	57	.	.	PUNCT
ajeer-222	153	1	3.8.2	3.8.2	X
ajeer-222	153	2	.	.	PUNCT
ajeer-222	153	3	empirical	empirical	ADJ
ajeer-222	153	4	modeling	modeling	NOUN
ajeer-222	153	5	of	of	ADP
ajeer-222	153	6	effects	effect	NOUN
ajeer-222	153	7	of	of	ADP
ajeer-222	153	8	market	market	NOUN
ajeer-222	153	9	channel	channel	NOUN
ajeer-222	153	10	choices	choice	NOUN
ajeer-222	153	11	on	on	ADP
ajeer-222	153	12	income	income	NOUN
ajeer-222	153	13	,	,	PUNCT
ajeer-222	153	14	labor	labor	NOUN
ajeer-222	153	15	hours	hour	NOUN
ajeer-222	153	16	and	and	CCONJ
ajeer-222	153	17	technology	technology	NOUN
ajeer-222	153	18	farmer	farmer	NOUN
ajeer-222	153	19	’s	’s	PART
ajeer-222	153	20	milk	milk	NOUN
ajeer-222	153	21	marketing	marketing	NOUN
ajeer-222	153	22	channel	channel	NOUN
ajeer-222	153	23	choice	choice	NOUN
ajeer-222	153	24	decisions	decision	NOUN
ajeer-222	153	25	in	in	ADP
ajeer-222	153	26	this	this	DET
ajeer-222	153	27	study	study	NOUN
ajeer-222	153	28	were	be	AUX
ajeer-222	153	29	hypothesized	hypothesize	VERB
ajeer-222	153	30	to	to	PART
ajeer-222	153	31	have	have	VERB
ajeer-222	153	32	not	not	PART
ajeer-222	153	33	significant	significant	ADJ
ajeer-222	153	34	impact	impact	NOUN
ajeer-222	153	35	on	on	ADP
ajeer-222	153	36	various	various	ADJ
ajeer-222	153	37	technological	technological	ADJ
ajeer-222	153	38	and	and	CCONJ
ajeer-222	153	39	economic	economic	ADJ
ajeer-222	153	40	parameters	parameter	NOUN
ajeer-222	153	41	,	,	PUNCT
ajeer-222	153	42	such	such	ADJ
ajeer-222	153	43	as	as	ADP
ajeer-222	153	44	income	income	NOUN
ajeer-222	153	45	,	,	PUNCT
ajeer-222	153	46	productivity	productivity	NOUN
ajeer-222	153	47	;	;	PUNCT
ajeer-222	153	48	employment	employment	NOUN
ajeer-222	153	49	and	and	CCONJ
ajeer-222	153	50	technology	technology	NOUN
ajeer-222	153	51	(	(	PUNCT
ajeer-222	153	52	breed	breed	NOUN
ajeer-222	153	53	composition	composition	NOUN
ajeer-222	153	54	)	)	PUNCT
ajeer-222	153	55	.	.	PUNCT
ajeer-222	154	1	here	here	ADV
ajeer-222	154	2	,	,	PUNCT
ajeer-222	154	3	the	the	DET
ajeer-222	154	4	study	study	NOUN
ajeer-222	154	5	estimated	estimate	VERB
ajeer-222	154	6	income	income	NOUN
ajeer-222	154	7	,	,	PUNCT
ajeer-222	154	8	employment	employment	NOUN
ajeer-222	154	9	and	and	CCONJ
ajeer-222	154	10	technology	technology	NOUN
ajeer-222	154	11	functions	function	NOUN
ajeer-222	154	12	,	,	PUNCT
ajeer-222	154	13	again	again	ADV
ajeer-222	154	14	endogenously	endogenously	ADV
ajeer-222	154	15	stratifying	stratify	VERB
ajeer-222	154	16	for	for	ADP
ajeer-222	154	17	each	each	PRON
ajeer-222	154	18	of	of	ADP
ajeer-222	154	19	the	the	DET
ajeer-222	154	20	marketing	marketing	NOUN
ajeer-222	154	21	channel	channel	NOUN
ajeer-222	154	22	used	use	VERB
ajeer-222	154	23	.	.	PUNCT
ajeer-222	155	1	since	since	SCONJ
ajeer-222	155	2	the	the	DET
ajeer-222	155	3	separation	separation	NOUN
ajeer-222	155	4	of	of	ADP
ajeer-222	155	5	producers	producer	NOUN
ajeer-222	155	6	by	by	ADP
ajeer-222	155	7	market	market	NOUN
ajeer-222	155	8	channel	channel	NOUN
ajeer-222	155	9	introduces	introduce	VERB
ajeer-222	155	10	a	a	DET
ajeer-222	155	11	bias	bias	NOUN
ajeer-222	155	12	derived	derive	VERB
ajeer-222	155	13	from	from	ADP
ajeer-222	155	14	an	an	DET
ajeer-222	155	15	endogenous	endogenous	ADJ
ajeer-222	155	16	stratification	stratification	NOUN
ajeer-222	155	17	of	of	ADP
ajeer-222	155	18	market	market	NOUN
ajeer-222	155	19	channels	channel	NOUN
ajeer-222	155	20	,	,	PUNCT
ajeer-222	155	21	this	this	DET
ajeer-222	155	22	bias	bias	NOUN
ajeer-222	155	23	needed	need	VERB
ajeer-222	155	24	to	to	PART
ajeer-222	155	25	be	be	AUX
ajeer-222	155	26	corrected	correct	VERB
ajeer-222	155	27	.	.	PUNCT
ajeer-222	156	1	the	the	DET
ajeer-222	156	2	regression	regression	NOUN
ajeer-222	156	3	equations	equation	NOUN
ajeer-222	156	4	were	be	AUX
ajeer-222	156	5	estimated	estimate	VERB
ajeer-222	156	6	for	for	ADP
ajeer-222	156	7	the	the	DET
ajeer-222	156	8	group	group	NOUN
ajeer-222	156	9	selling	selling	NOUN
ajeer-222	156	10	to	to	ADP
ajeer-222	156	11	commercial	commercial	ADJ
ajeer-222	156	12	milk	milk	NOUN
ajeer-222	156	13	market	market	NOUN
ajeer-222	156	14	channels	channel	NOUN
ajeer-222	156	15	and	and	CCONJ
ajeer-222	156	16	those	those	PRON
ajeer-222	156	17	who	who	PRON
ajeer-222	156	18	sell	sell	VERB
ajeer-222	156	19	to	to	ADP
ajeer-222	156	20	final	final	ADJ
ajeer-222	156	21	consumers	consumer	NOUN
ajeer-222	156	22	.	.	PUNCT
ajeer-222	157	1	therefore	therefore	ADV
ajeer-222	157	2	,	,	PUNCT
ajeer-222	157	3	the	the	DET
ajeer-222	157	4	structural	structural	ADJ
ajeer-222	157	5	model	model	NOUN
ajeer-222	157	6	that	that	PRON
ajeer-222	157	7	was	be	AUX
ajeer-222	157	8	adopted	adopt	VERB
ajeer-222	157	9	for	for	ADP
ajeer-222	157	10	the	the	DET
ajeer-222	157	11	analysis	analysis	NOUN
ajeer-222	157	12	was	be	AUX
ajeer-222	157	13	the	the	DET
ajeer-222	157	14	propensity	propensity	NOUN
ajeer-222	157	15	score	score	NOUN
ajeer-222	157	16	matching	matching	NOUN
ajeer-222	157	17	model	model	NOUN
ajeer-222	157	18	(	(	PUNCT
ajeer-222	157	19	psm	psm	PROPN
ajeer-222	157	20	)	)	PUNCT
ajeer-222	157	21	as	as	SCONJ
ajeer-222	157	22	shown	show	VERB
ajeer-222	157	23	in	in	ADP
ajeer-222	157	24	equation	equation	NOUN
ajeer-222	157	25	2.7	2.7	NUM
ajeer-222	157	26	and	and	CCONJ
ajeer-222	157	27	as	as	SCONJ
ajeer-222	157	28	adopted	adopt	VERB
ajeer-222	157	29	from	from	ADP
ajeer-222	157	30	heckman	heckman	PROPN
ajeer-222	157	31	(	(	PUNCT
ajeer-222	157	32	1999	1999	NUM
ajeer-222	157	33	)	)	PUNCT
ajeer-222	157	34	.	.	PUNCT
ajeer-222	158	1	iiii	iiii	PROPN
ajeer-222	158	2	ukxy	ukxy	NOUN
ajeer-222	158	3			VERB
ajeer-222	158	4			NOUN
ajeer-222	158	5	(	(	PUNCT
ajeer-222	158	6	6	6	NUM
ajeer-222	158	7	)	)	PUNCT
ajeer-222	158	8	where	where	SCONJ
ajeer-222	158	9	;	;	PUNCT
ajeer-222	158	10	yi	yi	PROPN
ajeer-222	158	11	is	be	AUX
ajeer-222	158	12	household	household	NOUN
ajeer-222	158	13	income	income	NOUN
ajeer-222	158	14	,	,	PUNCT
ajeer-222	158	15	employment	employment	NOUN
ajeer-222	158	16	or	or	CCONJ
ajeer-222	158	17	technology	technology	NOUN
ajeer-222	158	18	;	;	PUNCT
ajeer-222	158	19	xi	xi	X
ajeer-222	158	20	is	be	AUX
ajeer-222	158	21	a	a	DET
ajeer-222	158	22	vector	vector	NOUN
ajeer-222	158	23	of	of	ADP
ajeer-222	158	24	the	the	DET
ajeer-222	158	25	explanatory	explanatory	ADJ
ajeer-222	158	26	variables	variable	NOUN
ajeer-222	158	27	,	,	PUNCT
ajeer-222	158	28	representing	represent	VERB
ajeer-222	158	29	personal	personal	ADJ
ajeer-222	158	30	and	and	CCONJ
ajeer-222	158	31	household	household	NOUN
ajeer-222	158	32	characteristics	characteristic	NOUN
ajeer-222	158	33	and	and	CCONJ
ajeer-222	158	34	assets	asset	NOUN
ajeer-222	158	35	,	,	PUNCT
ajeer-222	158	36	and	and	CCONJ
ajeer-222	158	37	distance	distance	NOUN
ajeer-222	158	38	;	;	PUNCT
ajeer-222	158	39	ki	ki	PROPN
ajeer-222	158	40	is	be	AUX
ajeer-222	158	41	the	the	DET
ajeer-222	158	42	dummy	dummy	ADJ
ajeer-222	158	43	variable	variable	NOUN
ajeer-222	158	44	representing	represent	VERB
ajeer-222	158	45	one	one	NUM
ajeer-222	158	46	,	,	PUNCT
ajeer-222	158	47	if	if	SCONJ
ajeer-222	158	48	a	a	DET
ajeer-222	158	49	dairy	dairy	NOUN
ajeer-222	158	50	farmer	farmer	NOUN
ajeer-222	158	51	sells	sell	VERB
ajeer-222	158	52	to	to	ADP
ajeer-222	158	53	a	a	DET
ajeer-222	158	54	commercial	commercial	ADJ
ajeer-222	158	55	milk	milk	NOUN
ajeer-222	158	56	buyer	buyer	NOUN
ajeer-222	158	57	and	and	CCONJ
ajeer-222	158	58	0	0	NUM
ajeer-222	158	59	for	for	ADP
ajeer-222	158	60	those	those	DET
ajeer-222	158	61	selling	sell	VERB
ajeer-222	158	62	also	also	ADV
ajeer-222	158	63	to	to	ADP
ajeer-222	158	64	final	final	ADJ
ajeer-222	158	65	consumers	consumer	NOUN
ajeer-222	158	66	;	;	PUNCT
ajeer-222	158	67			NOUN
ajeer-222	158	68	are	be	AUX
ajeer-222	158	69	the	the	DET
ajeer-222	158	70	coefficients	coefficient	NOUN
ajeer-222	158	71	and	and	CCONJ
ajeer-222	158	72	iu	iu	ADV
ajeer-222	158	73	is	be	AUX
ajeer-222	158	74	the	the	DET
ajeer-222	158	75	error	error	NOUN
ajeer-222	158	76	term	term	NOUN
ajeer-222	158	77	.	.	PUNCT
ajeer-222	159	1	the	the	DET
ajeer-222	159	2	specification	specification	NOUN
ajeer-222	159	3	above	above	ADV
ajeer-222	159	4	in	in	ADP
ajeer-222	159	5	equation	equation	NOUN
ajeer-222	159	6	treats	treat	VERB
ajeer-222	159	7	milk	milk	NOUN
ajeer-222	159	8	market	market	NOUN
ajeer-222	159	9	choice	choice	NOUN
ajeer-222	159	10	decision	decision	NOUN
ajeer-222	159	11	by	by	ADP
ajeer-222	159	12	the	the	DET
ajeer-222	159	13	dairy	dairy	NOUN
ajeer-222	159	14	farmer	farmer	NOUN
ajeer-222	159	15	household	household	NOUN
ajeer-222	159	16	as	as	ADP
ajeer-222	159	17	an	an	DET
ajeer-222	159	18	exogenous	exogenous	ADJ
ajeer-222	159	19	variable	variable	NOUN
ajeer-222	159	20	on	on	ADP
ajeer-222	159	21	the	the	DET
ajeer-222	159	22	premise	premise	NOUN
ajeer-222	159	23	that	that	SCONJ
ajeer-222	159	24	households	household	NOUN
ajeer-222	159	25	opts	opt	VERB
ajeer-222	159	26	for	for	ADP
ajeer-222	159	27	a	a	DET
ajeer-222	159	28	milk	milk	NOUN
ajeer-222	159	29	buyer	buyer	NOUN
ajeer-222	159	30	to	to	PART
ajeer-222	159	31	increase	increase	VERB
ajeer-222	159	32	their	their	PRON
ajeer-222	159	33	income	income	NOUN
ajeer-222	159	34	,	,	PUNCT
ajeer-222	159	35	employment	employment	NOUN
ajeer-222	159	36	of	of	ADP
ajeer-222	159	37	resources	resource	NOUN
ajeer-222	159	38	or	or	CCONJ
ajeer-222	159	39	to	to	PART
ajeer-222	159	40	improve	improve	VERB
ajeer-222	159	41	on	on	ADP
ajeer-222	159	42	their	their	PRON
ajeer-222	159	43	technological	technological	ADJ
ajeer-222	159	44	status	status	NOUN
ajeer-222	159	45	.	.	PUNCT
ajeer-222	160	1	nonetheless	nonetheless	ADV
ajeer-222	160	2	,	,	PUNCT
ajeer-222	160	3	this	this	PRON
ajeer-222	160	4	need	need	AUX
ajeer-222	160	5	not	not	PART
ajeer-222	160	6	be	be	AUX
ajeer-222	160	7	the	the	DET
ajeer-222	160	8	case	case	NOUN
ajeer-222	160	9	,	,	PUNCT
ajeer-222	160	10	since	since	SCONJ
ajeer-222	160	11	better	well	ADJ
ajeer-222	160	12	-	-	PUNCT
ajeer-222	160	13	off	off	ADP
ajeer-222	160	14	dairy	dairy	NOUN
ajeer-222	160	15	farmer	farmer	NOUN
ajeer-222	160	16	households	household	NOUN
ajeer-222	160	17	may	may	AUX
ajeer-222	160	18	be	be	AUX
ajeer-222	160	19	better	well	ADV
ajeer-222	160	20	predisposed	predispose	VERB
ajeer-222	160	21	to	to	ADP
ajeer-222	160	22	several	several	ADJ
ajeer-222	160	23	commercial	commercial	ADJ
ajeer-222	160	24	milk	milk	NOUN
ajeer-222	160	25	markets	market	NOUN
ajeer-222	160	26	as	as	SCONJ
ajeer-222	160	27	compared	compare	VERB
ajeer-222	160	28	to	to	ADP
ajeer-222	160	29	the	the	DET
ajeer-222	160	30	poor	poor	ADJ
ajeer-222	160	31	dairy	dairy	NOUN
ajeer-222	160	32	farmer	farmer	NOUN
ajeer-222	160	33	households	household	NOUN
ajeer-222	160	34	.	.	PUNCT
ajeer-222	161	1	furthermore	furthermore	ADV
ajeer-222	161	2	,	,	PUNCT
ajeer-222	161	3	the	the	DET
ajeer-222	161	4	decisions	decision	NOUN
ajeer-222	161	5	to	to	PART
ajeer-222	161	6	choose	choose	VERB
ajeer-222	161	7	or	or	CCONJ
ajeer-222	161	8	not	not	PART
ajeer-222	161	9	to	to	PART
ajeer-222	161	10	choose	choose	VERB
ajeer-222	161	11	a	a	DET
ajeer-222	161	12	particular	particular	ADJ
ajeer-222	161	13	milk	milk	NOUN
ajeer-222	161	14	marketing	marketing	NOUN
ajeer-222	161	15	channel	channel	NOUN
ajeer-222	161	16	choice	choice	NOUN
ajeer-222	161	17	may	may	AUX
ajeer-222	161	18	be	be	AUX
ajeer-222	161	19	dependent	dependent	ADJ
ajeer-222	161	20	on	on	ADP
ajeer-222	161	21	the	the	DET
ajeer-222	161	22	benefits	benefit	NOUN
ajeer-222	161	23	from	from	ADP
ajeer-222	161	24	the	the	DET
ajeer-222	161	25	choice	choice	NOUN
ajeer-222	161	26	of	of	ADP
ajeer-222	161	27	the	the	DET
ajeer-222	161	28	milk	milk	NOUN
ajeer-222	161	29	marketing	marketing	NOUN
ajeer-222	161	30	channel	channel	NOUN
ajeer-222	161	31	.	.	PUNCT
ajeer-222	162	1	thus	thus	ADV
ajeer-222	162	2	,	,	PUNCT
ajeer-222	162	3	the	the	DET
ajeer-222	162	4	choice	choice	NOUN
ajeer-222	162	5	of	of	ADP
ajeer-222	162	6	the	the	DET
ajeer-222	162	7	milk	milk	NOUN
ajeer-222	162	8	marketing	marketing	NOUN
ajeer-222	162	9	channel	channel	NOUN
ajeer-222	162	10	is	be	AUX
ajeer-222	162	11	not	not	PART
ajeer-222	162	12	random	random	ADJ
ajeer-222	162	13	,	,	PUNCT
ajeer-222	162	14	with	with	ADP
ajeer-222	162	15	the	the	DET
ajeer-222	162	16	group	group	NOUN
ajeer-222	162	17	of	of	ADP
ajeer-222	162	18	dairy	dairy	NOUN
ajeer-222	162	19	farmers	farmer	NOUN
ajeer-222	162	20	being	be	AUX
ajeer-222	162	21	systematically	systematically	ADV
ajeer-222	162	22	different	different	ADJ
ajeer-222	162	23	.	.	PUNCT
ajeer-222	163	1	however	however	ADV
ajeer-222	163	2	,	,	PUNCT
ajeer-222	163	3	selection	selection	NOUN
ajeer-222	163	4	bias	bias	NOUN
ajeer-222	163	5	occurs	occur	VERB
ajeer-222	163	6	if	if	SCONJ
ajeer-222	163	7	unobservable	unobservable	ADJ
ajeer-222	163	8	factors	factor	NOUN
ajeer-222	163	9	influence	influence	VERB
ajeer-222	163	10	both	both	CCONJ
ajeer-222	163	11	the	the	DET
ajeer-222	163	12	error	error	NOUN
ajeer-222	163	13	term	term	NOUN
ajeer-222	163	14	(	(	PUNCT
ajeer-222	163	15	u	u	NOUN
ajeer-222	163	16	)	)	PUNCT
ajeer-222	163	17	of	of	ADP
ajeer-222	163	18	the	the	DET
ajeer-222	163	19	choice	choice	NOUN
ajeer-222	163	20	equation	equation	NOUN
ajeer-222	163	21	,	,	PUNCT
ajeer-222	163	22	and	and	CCONJ
ajeer-222	163	23	the	the	DET
ajeer-222	163	24	error	error	NOUN
ajeer-222	163	25	term	term	NOUN
ajeer-222	163	26	(	(	PUNCT
ajeer-222	163	27			PROPN
ajeer-222	163	28	)	)	PUNCT
ajeer-222	163	29	of	of	ADP
ajeer-222	163	30	the	the	DET
ajeer-222	163	31	income	income	NOUN
ajeer-222	163	32	equation	equation	NOUN
ajeer-222	163	33	,	,	PUNCT
ajeer-222	163	34	thus	thus	ADV
ajeer-222	163	35	resulting	result	VERB
ajeer-222	163	36	in	in	ADP
ajeer-222	163	37	correlation	correlation	NOUN
ajeer-222	163	38	of	of	ADP
ajeer-222	163	39	the	the	DET
ajeer-222	163	40	error	error	NOUN
ajeer-222	163	41	terms	term	NOUN
ajeer-222	163	42	.	.	PUNCT
ajeer-222	164	1	to	to	PART
ajeer-222	164	2	evaluate	evaluate	VERB
ajeer-222	164	3	the	the	DET
ajeer-222	164	4	impact	impact	NOUN
ajeer-222	164	5	of	of	ADP
ajeer-222	164	6	various	various	ADJ
ajeer-222	164	7	milk	milk	NOUN
ajeer-222	164	8	marketing	marketing	NOUN
ajeer-222	164	9	channel	channel	NOUN
ajeer-222	164	10	choice	choice	NOUN
ajeer-222	164	11	decisions	decision	NOUN
ajeer-222	164	12	on	on	ADP
ajeer-222	164	13	smallholder	smallholder	NOUN
ajeer-222	164	14	dairy	dairy	NOUN
ajeer-222	164	15	farmer	farmer	NOUN
ajeer-222	164	16	’s	’s	PART
ajeer-222	164	17	income	income	NOUN
ajeer-222	164	18	,	,	PUNCT
ajeer-222	164	19	both	both	DET
ajeer-222	164	20	farmers	farmer	NOUN
ajeer-222	164	21	selling	sell	VERB
ajeer-222	164	22	under	under	ADP
ajeer-222	164	23	commercial	commercial	ADJ
ajeer-222	164	24	channels	channel	NOUN
ajeer-222	164	25	and	and	CCONJ
ajeer-222	164	26	for	for	ADP
ajeer-222	164	27	those	those	PRON
ajeer-222	164	28	not	not	PART
ajeer-222	164	29	were	be	AUX
ajeer-222	164	30	expected	expect	VERB
ajeer-222	164	31	to	to	PART
ajeer-222	164	32	show	show	VERB
ajeer-222	164	33	the	the	DET
ajeer-222	164	34	same	same	ADJ
ajeer-222	164	35	observable	observable	ADJ
ajeer-222	164	36	characteristics	characteristic	NOUN
ajeer-222	164	37	.	.	PUNCT
ajeer-222	165	1	the	the	DET
ajeer-222	165	2	study	study	NOUN
ajeer-222	165	3	assumed	assume	VERB
ajeer-222	165	4	that	that	SCONJ
ajeer-222	165	5	those	those	PRON
ajeer-222	165	6	selling	sell	VERB
ajeer-222	165	7	through	through	ADP
ajeer-222	165	8	commercial	commercial	ADJ
ajeer-222	165	9	milk	milk	NOUN
ajeer-222	165	10	marketing	marketing	NOUN
ajeer-222	165	11	channels	channel	NOUN
ajeer-222	165	12	were	be	AUX
ajeer-222	165	13	taken	take	VERB
ajeer-222	165	14	as	as	SCONJ
ajeer-222	165	15	treatment	treatment	NOUN
ajeer-222	165	16	and	and	CCONJ
ajeer-222	165	17	those	those	PRON
ajeer-222	165	18	not	not	PART
ajeer-222	165	19	were	be	AUX
ajeer-222	165	20	taken	take	VERB
ajeer-222	165	21	as	as	ADP
ajeer-222	165	22	control	control	NOUN
ajeer-222	165	23	.	.	PUNCT
ajeer-222	166	1	the	the	DET
ajeer-222	166	2	average	average	ADJ
ajeer-222	166	3	treatment	treatment	NOUN
ajeer-222	166	4	effect	effect	NOUN
ajeer-222	166	5	(	(	PUNCT
ajeer-222	166	6	ate	ate	NOUN
ajeer-222	166	7	)	)	PUNCT
ajeer-222	166	8	of	of	ADP
ajeer-222	166	9	involving	involve	VERB
ajeer-222	166	10	commercial	commercial	ADJ
ajeer-222	166	11	buyers	buyer	NOUN
ajeer-222	166	12	is	be	AUX
ajeer-222	166	13	the	the	DET
ajeer-222	166	14	difference	difference	NOUN
ajeer-222	166	15	between	between	ADP
ajeer-222	166	16	the	the	DET
ajeer-222	166	17	actual	actual	ADJ
ajeer-222	166	18	income	income	NOUN
ajeer-222	166	19	and	and	CCONJ
ajeer-222	166	20	the	the	DET
ajeer-222	166	21	income	income	NOUN
ajeer-222	166	22	for	for	ADP
ajeer-222	166	23	involving	involve	VERB
ajeer-222	166	24	the	the	DET
ajeer-222	166	25	commercial	commercial	ADJ
ajeer-222	166	26	buyers	buyer	NOUN
ajeer-222	166	27	in	in	ADP
ajeer-222	166	28	milk	milk	NOUN
ajeer-222	166	29	marketing	marketing	NOUN
ajeer-222	166	30	,	,	PUNCT
ajeer-222	166	31	which	which	PRON
ajeer-222	166	32	is	be	AUX
ajeer-222	166	33	expressed	express	VERB
ajeer-222	166	34	as	as	ADP
ajeer-222	166	35	;	;	PUNCT
ajeer-222	166	36	1/	1/	NUM
ajeer-222	166	37	(	(	PUNCT
ajeer-222	166	38	01	01	NUM
ajeer-222	166	39			NOUN
ajeer-222	166	40	iii	iii	NOUN
ajeer-222	166	41	kyyeate	kyyeate	NOUN
ajeer-222	166	42	(	(	PUNCT
ajeer-222	166	43	7	7	NUM
ajeer-222	166	44	)	)	PUNCT
ajeer-222	166	45	where	where	SCONJ
ajeer-222	166	46	;	;	PUNCT
ajeer-222	166	47	iy1	iy1	NOUN
ajeer-222	166	48	is	be	AUX
ajeer-222	166	49	the	the	DET
ajeer-222	166	50	income	income	NOUN
ajeer-222	166	51	when	when	SCONJ
ajeer-222	166	52	ith	ith	PROPN
ajeer-222	166	53	farmer	farmer	NOUN
ajeer-222	166	54	sells	sell	VERB
ajeer-222	166	55	to	to	ADP
ajeer-222	166	56	commercial	commercial	ADJ
ajeer-222	166	57	buyer	buyer	NOUN
ajeer-222	166	58	,	,	PUNCT
ajeer-222	166	59	iy0	iy0	PROPN
ajeer-222	166	60	is	be	AUX
ajeer-222	166	61	the	the	DET
ajeer-222	166	62	income	income	NOUN
ajeer-222	166	63	when	when	SCONJ
ajeer-222	166	64	the	the	DET
ajeer-222	166	65	ith	ith	PROPN
ajeer-222	166	66	farmer	farmer	NOUN
ajeer-222	166	67	markets	market	NOUN
ajeer-222	166	68	independently	independently	ADV
ajeer-222	166	69	to	to	ADP
ajeer-222	166	70	final	final	ADJ
ajeer-222	166	71	consumers	consumer	NOUN
ajeer-222	166	72	and	and	CCONJ
ajeer-222	166	73	ki	ki	PROPN
ajeer-222	166	74	is	be	AUX
ajeer-222	166	75	a	a	DET
ajeer-222	166	76	dummy	dummy	ADJ
ajeer-222	166	77	variable	variable	NOUN
ajeer-222	166	78	denoting	denote	VERB
ajeer-222	166	79	the	the	DET
ajeer-222	166	80	involvement	involvement	NOUN
ajeer-222	166	81	of	of	ADP
ajeer-222	166	82	the	the	DET
ajeer-222	166	83	commercial	commercial	ADJ
ajeer-222	166	84	buyer	buyer	NOUN
ajeer-222	166	85	,	,	PUNCT
ajeer-222	166	86	1	1	NUM
ajeer-222	166	87	=	=	VERB
ajeer-222	166	88	selling	sell	VERB
ajeer-222	166	89	to	to	ADP
ajeer-222	166	90	commercial	commercial	ADJ
ajeer-222	166	91	milk	milk	NOUN
ajeer-222	166	92	buyers	buyer	NOUN
ajeer-222	166	93	,	,	PUNCT
ajeer-222	166	94	0	0	PUNCT
ajeer-222	167	1	=	=	PUNCT
ajeer-222	167	2	otherwise	otherwise	ADV
ajeer-222	167	3	.	.	PUNCT
ajeer-222	168	1	the	the	DET
ajeer-222	168	2	mean	mean	ADJ
ajeer-222	168	3	difference	difference	NOUN
ajeer-222	168	4	(	(	PUNCT
ajeer-222	168	5	d	d	NOUN
ajeer-222	168	6	)	)	PUNCT
ajeer-222	168	7	between	between	ADP
ajeer-222	168	8	observable	observable	ADJ
ajeer-222	168	9	and	and	CCONJ
ajeer-222	168	10	control	control	NOUN
ajeer-222	168	11	can	can	AUX
ajeer-222	168	12	be	be	AUX
ajeer-222	168	13	written	write	VERB
ajeer-222	168	14	as	as	ADP
ajeer-222	168	15	in	in	ADP
ajeer-222	168	16	equation	equation	NOUN
ajeer-222	168	17	8	8	NUM
ajeer-222	168	18	below	below	ADV
ajeer-222	168	19	.	.	PUNCT
ajeer-222	169	1			PROPN
ajeer-222	169	2	atekyekyed	atekyekye	VERB
ajeer-222	169	3	ii	ii	PROPN
ajeer-222	169	4	)	)	PUNCT
ajeer-222	169	5	0/()1/	0/()1/	ADP
ajeer-222	169	6	(	(	PUNCT
ajeer-222	169	7	01	01	NUM
ajeer-222	169	8	(	(	PUNCT
ajeer-222	169	9	8)	8)	NUM
ajeer-222	169	10	where	where	SCONJ
ajeer-222	169	11	;	;	PUNCT
ajeer-222	169	12			PROPN
ajeer-222	169	13	is	be	AUX
ajeer-222	169	14	the	the	DET
ajeer-222	169	15	bias	bias	NOUN
ajeer-222	169	16	.	.	PUNCT
ajeer-222	170	1	the	the	DET
ajeer-222	170	2	estimated	estimate	VERB
ajeer-222	170	3	model	model	NOUN
ajeer-222	170	4	used	use	VERB
ajeer-222	170	5	for	for	ADP
ajeer-222	170	6	the	the	DET
ajeer-222	170	7	fourth	fourth	ADJ
ajeer-222	170	8	hypothesis	hypothesis	NOUN
ajeer-222	170	9	related	relate	VERB
ajeer-222	170	10	to	to	ADP
ajeer-222	170	11	the	the	DET
ajeer-222	170	12	impact	impact	NOUN
ajeer-222	170	13	on	on	ADP
ajeer-222	170	14	farmers	farmer	NOUN
ajeer-222	170	15	’	’	PART
ajeer-222	170	16	milk	milk	NOUN
ajeer-222	170	17	marketing	marketing	NOUN
ajeer-222	170	18	choices	choice	NOUN
ajeer-222	170	19	,	,	PUNCT
ajeer-222	170	20	y1i	y1i	ADP
ajeer-222	170	21	,	,	PUNCT
ajeer-222	170	22	(	(	PUNCT
ajeer-222	170	23	a	a	DET
ajeer-222	170	24	binary	binary	ADJ
ajeer-222	170	25	variable	variable	NOUN
ajeer-222	170	26	which	which	PRON
ajeer-222	170	27	takes	take	VERB
ajeer-222	170	28	the	the	DET
ajeer-222	170	29	value	value	NOUN
ajeer-222	170	30	one	one	NOUN
ajeer-222	170	31	if	if	SCONJ
ajeer-222	170	32	the	the	DET
ajeer-222	170	33	farmer	farmer	NOUN
ajeer-222	170	34	sells	sell	VERB
ajeer-222	170	35	to	to	ADP
ajeer-222	170	36	commercial	commercial	ADJ
ajeer-222	170	37	milk	milk	NOUN
ajeer-222	170	38	buyers	buyer	NOUN
ajeer-222	170	39	only	only	ADV
ajeer-222	170	40	and	and	CCONJ
ajeer-222	170	41	zero	zero	NUM
ajeer-222	170	42	if	if	SCONJ
ajeer-222	170	43	the	the	DET
ajeer-222	170	44	farmer	farmer	NOUN
ajeer-222	170	45	decides	decide	VERB
ajeer-222	170	46	to	to	PART
ajeer-222	170	47	sell	sell	VERB
ajeer-222	170	48	also	also	ADV
ajeer-222	170	49	to	to	ADP
ajeer-222	170	50	final	final	ADJ
ajeer-222	170	51	consumers	consumer	NOUN
ajeer-222	170	52	)	)	PUNCT
ajeer-222	170	53	,	,	PUNCT
ajeer-222	170	54	and	and	CCONJ
ajeer-222	170	55	their	their	PRON
ajeer-222	170	56	impacts	impact	NOUN
ajeer-222	170	57	on	on	ADP
ajeer-222	170	58	farmers	farmer	NOUN
ajeer-222	170	59	’	'	PUNCT
ajeer-222	170	60	income	income	NOUN
ajeer-222	170	61	,	,	PUNCT
ajeer-222	170	62	employment	employment	NOUN
ajeer-222	170	63	,	,	PUNCT
ajeer-222	170	64	and	and	CCONJ
ajeer-222	170	65	technology	technology	NOUN
ajeer-222	170	66	(	(	PUNCT
ajeer-222	170	67	zij	zij	PROPN
ajeer-222	170	68	)	)	PUNCT
ajeer-222	170	69	,	,	PUNCT
ajeer-222	170	70	is	be	AUX
ajeer-222	170	71	as	as	ADV
ajeer-222	170	72	specified	specify	VERB
ajeer-222	170	73	in	in	ADP
ajeer-222	170	74	the	the	DET
ajeer-222	170	75	equation	equation	NOUN
ajeer-222	170	76	below	below	ADV
ajeer-222	170	77	:	:	PUNCT
ajeer-222	170	78	ij	ij	INTJ
ajeer-222	170	79	ij	ij	INTJ
ajeer-222	170	80	uimrfamilysizelandsize	uimrfamilysizelandsize	NOUN
ajeer-222	170	81	expherdvetfdspartroadedcagez	expherdvetfdspartroadedcagez	PUNCT
ajeer-222	170	82			ADJ
ajeer-222	170	83			NOUN
ajeer-222	170	84	1099	1099	NUM
ajeer-222	170	85	8765432,10	8765432,10	PROPN
ajeer-222	170	86	pr	pr	NOUN
ajeer-222	170	87			NOUN
ajeer-222	170	88			X
ajeer-222	170	89	(	(	PUNCT
ajeer-222	170	90	9	9	X
ajeer-222	170	91	)	)	PUNCT
ajeer-222	170	92	zij	zij	PROPN
ajeer-222	170	93	is	be	AUX
ajeer-222	170	94	a	a	DET
ajeer-222	170	95	set	set	NOUN
ajeer-222	170	96	of	of	ADP
ajeer-222	170	97	variables	variable	NOUN
ajeer-222	170	98	that	that	PRON
ajeer-222	170	99	were	be	AUX
ajeer-222	170	100	hypothesized	hypothesize	VERB
ajeer-222	170	101	to	to	PART
ajeer-222	170	102	affect	affect	VERB
ajeer-222	170	103	the	the	DET
ajeer-222	170	104	farmer	farmer	NOUN
ajeer-222	170	105	’s	’s	PART
ajeer-222	170	106	marketing	marketing	NOUN
ajeer-222	170	107	channel	channel	NOUN
ajeer-222	170	108	choices	choice	NOUN
ajeer-222	170	109	(	(	PUNCT
ajeer-222	170	110	y1j	y1j	PROPN
ajeer-222	170	111	)	)	PUNCT
ajeer-222	170	112	.	.	PUNCT
ajeer-222	171	1	these	these	PRON
ajeer-222	171	2	were	be	AUX
ajeer-222	171	3	the	the	DET
ajeer-222	171	4	gross	gross	ADJ
ajeer-222	171	5	dairy	dairy	NOUN
ajeer-222	171	6	income	income	NOUN
ajeer-222	171	7	,	,	PUNCT
ajeer-222	171	8	milk	milk	NOUN
ajeer-222	171	9	yield	yield	NOUN
ajeer-222	171	10	,	,	PUNCT
ajeer-222	171	11	employment	employment	NOUN
ajeer-222	171	12	,	,	PUNCT
ajeer-222	171	13	and	and	CCONJ
ajeer-222	171	14	share	share	NOUN
ajeer-222	171	15	of	of	ADP
ajeer-222	171	16	crossbred	crossbred	ADJ
ajeer-222	171	17	animals	animal	NOUN
ajeer-222	171	18	as	as	ADP
ajeer-222	171	19	dependent	dependent	ADJ
ajeer-222	171	20	variables	variable	NOUN
ajeer-222	171	21	.	.	PUNCT
ajeer-222	172	1	ideally	ideally	ADV
ajeer-222	172	2	,	,	PUNCT
ajeer-222	172	3	the	the	DET
ajeer-222	172	4	dependent	dependent	ADJ
ajeer-222	172	5	variable	variable	NOUN
ajeer-222	172	6	was	be	AUX
ajeer-222	172	7	the	the	DET
ajeer-222	172	8	net	net	ADJ
ajeer-222	172	9	dairy	dairy	NOUN
ajeer-222	172	10	income	income	NOUN
ajeer-222	172	11	.	.	PUNCT
ajeer-222	173	1	regrettably	regrettably	ADV
ajeer-222	173	2	,	,	PUNCT
ajeer-222	173	3	it	it	PRON
ajeer-222	173	4	was	be	AUX
ajeer-222	173	5	quite	quite	ADV
ajeer-222	173	6	difficult	difficult	ADJ
ajeer-222	173	7	to	to	PART
ajeer-222	173	8	obtain	obtain	VERB
ajeer-222	173	9	accurate	accurate	ADJ
ajeer-222	173	10	data	datum	NOUN
ajeer-222	173	11	on	on	ADP
ajeer-222	173	12	the	the	DET
ajeer-222	173	13	value	value	NOUN
ajeer-222	173	14	of	of	ADP
ajeer-222	173	15	some	some	PRON
ajeer-222	173	16	of	of	ADP
ajeer-222	173	17	dairy	dairy	NOUN
ajeer-222	173	18	inputs	input	NOUN
ajeer-222	173	19	.	.	PUNCT
ajeer-222	174	1	this	this	PRON
ajeer-222	174	2	was	be	AUX
ajeer-222	174	3	mainly	mainly	ADV
ajeer-222	174	4	true	true	ADJ
ajeer-222	174	5	of	of	ADP
ajeer-222	174	6	dairy	dairy	NOUN
ajeer-222	174	7	inputs	input	NOUN
ajeer-222	174	8	for	for	ADP
ajeer-222	174	9	which	which	PRON
ajeer-222	174	10	livestock	livestock	NOUN
ajeer-222	174	11	markets	market	NOUN
ajeer-222	174	12	were	be	AUX
ajeer-222	174	13	not	not	PART
ajeer-222	174	14	well	well	ADV
ajeer-222	174	15	developed	develop	VERB
ajeer-222	174	16	,	,	PUNCT
ajeer-222	174	17	such	such	ADJ
ajeer-222	174	18	as	as	ADP
ajeer-222	174	19	labor	labor	NOUN
ajeer-222	174	20	,	,	PUNCT
ajeer-222	174	21	home	home	NOUN
ajeer-222	174	22	grown	grow	VERB
ajeer-222	174	23	feeds	feed	NOUN
ajeer-222	174	24	and	and	CCONJ
ajeer-222	174	25	fodder	fodder	NOUN
ajeer-222	174	26	,	,	PUNCT
ajeer-222	174	27	home	home	NOUN
ajeer-222	174	28	-	-	PUNCT
ajeer-222	174	29	made	make	VERB
ajeer-222	174	30	feed	feed	NOUN
ajeer-222	174	31	ratios	ratio	NOUN
ajeer-222	174	32	and	and	CCONJ
ajeer-222	174	33	in	in	ADP
ajeer-222	174	34	some	some	DET
ajeer-222	174	35	cases	case	NOUN
ajeer-222	174	36	costs	cost	VERB
ajeer-222	174	37	data	datum	NOUN
ajeer-222	174	38	were	be	AUX
ajeer-222	174	39	missing	miss	VERB
ajeer-222	174	40	completely	completely	ADV
ajeer-222	174	41	.	.	PUNCT
ajeer-222	175	1	a	a	DET
ajeer-222	175	2	major	major	ADJ
ajeer-222	175	3	reason	reason	NOUN
ajeer-222	175	4	why	why	SCONJ
ajeer-222	175	5	propensity	propensity	NOUN
ajeer-222	175	6	score	score	NOUN
ajeer-222	175	7	matching	matching	NOUN
ajeer-222	175	8	was	be	AUX
ajeer-222	175	9	employed	employ	VERB
ajeer-222	175	10	was	be	AUX
ajeer-222	175	11	to	to	PART
ajeer-222	175	12	address	address	VERB
ajeer-222	175	13	potential	potential	ADJ
ajeer-222	175	14	unobserved	unobserved	ADJ
ajeer-222	175	15	heterogeneity	heterogeneity	NOUN
ajeer-222	175	16	.	.	PUNCT
ajeer-222	176	1	as	as	SCONJ
ajeer-222	176	2	observed	observe	VERB
ajeer-222	176	3	by	by	ADP
ajeer-222	176	4	hujer	hujer	PROPN
ajeer-222	176	5	et	et	PROPN
ajeer-222	176	6	al	al	PROPN
ajeer-222	176	7	.	.	PROPN
ajeer-222	177	1	(	(	PUNCT
ajeer-222	177	2	2004	2004	NUM
ajeer-222	177	3	)	)	PUNCT
ajeer-222	177	4	a	a	DET
ajeer-222	177	5	possible	possible	ADJ
ajeer-222	177	6	hidden	hidden	ADJ
ajeer-222	177	7	bias	bias	NOUN
ajeer-222	177	8	might	might	AUX
ajeer-222	177	9	occur	occur	VERB
ajeer-222	177	10	if	if	SCONJ
ajeer-222	177	11	there	there	PRON
ajeer-222	177	12	are	be	VERB
ajeer-222	177	13	unobserved	unobserved	ADJ
ajeer-222	177	14	variables	variable	NOUN
ajeer-222	177	15	that	that	PRON
ajeer-222	177	16	tend	tend	VERB
ajeer-222	177	17	to	to	PART
ajeer-222	177	18	influence	influence	VERB
ajeer-222	177	19	simultaneously	simultaneously	ADV
ajeer-222	177	20	commercial	commercial	ADJ
ajeer-222	177	21	milk	milk	NOUN
ajeer-222	177	22	marketing	marketing	NOUN
ajeer-222	177	23	channel	channel	NOUN
ajeer-222	177	24	choice	choice	NOUN
ajeer-222	177	25	decision	decision	NOUN
ajeer-222	177	26	and	and	CCONJ
ajeer-222	177	27	dairy	dairy	NOUN
ajeer-222	177	28	farmer	farmer	NOUN
ajeer-222	177	29	household	household	NOUN
ajeer-222	177	30	income	income	NOUN
ajeer-222	177	31	,	,	PUNCT
ajeer-222	177	32	employment	employment	NOUN
ajeer-222	177	33	and	and	CCONJ
ajeer-222	177	34	breed	breed	NOUN
ajeer-222	177	35	technology	technology	NOUN
ajeer-222	177	36	.	.	PUNCT
ajeer-222	178	1	given	give	VERB
ajeer-222	178	2	that	that	SCONJ
ajeer-222	178	3	it	it	PRON
ajeer-222	178	4	is	be	AUX
ajeer-222	178	5	not	not	PART
ajeer-222	178	6	possible	possible	ADJ
ajeer-222	178	7	to	to	PART
ajeer-222	178	8	estimate	estimate	VERB
ajeer-222	178	9	the	the	DET
ajeer-222	178	10	magnitude	magnitude	NOUN
ajeer-222	178	11	of	of	ADP
ajeer-222	178	12	selection	selection	NOUN
ajeer-222	178	13	bias	bias	NOUN
ajeer-222	178	14	with	with	ADP
ajeer-222	178	15	non	non	ADJ
ajeer-222	178	16	-	-	ADJ
ajeer-222	178	17	experimental	experimental	ADJ
ajeer-222	178	18	data	datum	NOUN
ajeer-222	178	19	.	.	PUNCT
ajeer-222	179	1	rosenbaum	rosenbaum	PROPN
ajeer-222	179	2	and	and	CCONJ
ajeer-222	179	3	donald	donald	PROPN
ajeer-222	179	4	(	(	PUNCT
ajeer-222	179	5	1985	1985	NUM
ajeer-222	179	6	)	)	PUNCT
ajeer-222	179	7	suggested	suggest	VERB
ajeer-222	179	8	the	the	DET
ajeer-222	179	9	use	use	NOUN
ajeer-222	179	10	of	of	ADP
ajeer-222	179	11	the	the	DET
ajeer-222	179	12	bounding	bounding	NOUN
ajeer-222	179	13	approach	approach	NOUN
ajeer-222	179	14	to	to	PART
ajeer-222	179	15	examine	examine	VERB
ajeer-222	179	16	the	the	DET
ajeer-222	179	17	influence	influence	NOUN
ajeer-222	179	18	of	of	ADP
ajeer-222	179	19	unmeasured	unmeasured	ADJ
ajeer-222	179	20	variables	variable	NOUN
ajeer-222	179	21	on	on	ADP
ajeer-222	179	22	the	the	DET
ajeer-222	179	23	selection	selection	NOUN
ajeer-222	179	24	process	process	NOUN
ajeer-222	179	25	.	.	PUNCT
ajeer-222	180	1	as	as	ADP
ajeer-222	180	2	a	a	DET
ajeer-222	180	3	consequence	consequence	NOUN
ajeer-222	180	4	,	,	PUNCT
ajeer-222	180	5	the	the	DET
ajeer-222	180	6	study	study	NOUN
ajeer-222	180	7	used	use	VERB
ajeer-222	180	8	gross	gross	ADJ
ajeer-222	180	9	dairy	dairy	NOUN
ajeer-222	180	10	income	income	NOUN
ajeer-222	180	11	per	per	ADP
ajeer-222	180	12	animal	animal	NOUN
ajeer-222	180	13	per	per	ADP
ajeer-222	180	14	household	household	NOUN
ajeer-222	180	15	as	as	ADP
ajeer-222	180	16	the	the	DET
ajeer-222	180	17	dependent	dependent	ADJ
ajeer-222	180	18	variable	variable	NOUN
ajeer-222	180	19	in	in	ADP
ajeer-222	180	20	the	the	DET
ajeer-222	180	21	second	second	ADJ
ajeer-222	180	22	stage	stage	NOUN
ajeer-222	180	23	of	of	ADP
ajeer-222	180	24	the	the	DET
ajeer-222	180	25	heckman	heckman	PROPN
ajeer-222	180	26	model	model	PROPN
ajeer-222	180	27	.	.	PUNCT
ajeer-222	181	1	the	the	DET
ajeer-222	181	2	inverse	inverse	NOUN
ajeer-222	181	3	mills	mill	NOUN
ajeer-222	181	4	’	'	PUNCT
ajeer-222	181	5	ratio	ratio	NOUN
ajeer-222	181	6	was	be	AUX
ajeer-222	181	7	also	also	ADV
ajeer-222	181	8	be	be	AUX
ajeer-222	181	9	used	use	VERB
ajeer-222	181	10	to	to	PART
ajeer-222	181	11	correct	correct	VERB
ajeer-222	181	12	the	the	DET
ajeer-222	181	13	error	error	NOUN
ajeer-222	181	14	terms	term	NOUN
ajeer-222	181	15	in	in	ADP
ajeer-222	181	16	the	the	DET
ajeer-222	181	17	impact	impact	NOUN
ajeer-222	181	18	equations	equation	NOUN
ajeer-222	181	19	to	to	PART
ajeer-222	181	20	achieve	achieve	VERB
ajeer-222	181	21	consistent	consistent	ADJ
ajeer-222	181	22	and	and	CCONJ
ajeer-222	181	23	unbiased	unbiased	ADJ
ajeer-222	181	24	estimates	estimate	NOUN
ajeer-222	181	25	.	.	PUNCT
ajeer-222	182	1	3.9	3.9	X
ajeer-222	182	2	.	.	PUNCT
ajeer-222	183	1	diagnostic	diagnostic	ADJ
ajeer-222	183	2	tests	test	NOUN
ajeer-222	183	3	for	for	ADP
ajeer-222	183	4	multinomial	multinomial	ADJ
ajeer-222	183	5	logit	logit	NOUN
ajeer-222	183	6	the	the	DET
ajeer-222	183	7	study	study	NOUN
ajeer-222	183	8	used	use	VERB
ajeer-222	183	9	variance	variance	NOUN
ajeer-222	183	10	inflation	inflation	NOUN
ajeer-222	183	11	factor	factor	NOUN
ajeer-222	183	12	(	(	PUNCT
ajeer-222	183	13	vif	vif	NOUN
ajeer-222	183	14	)	)	PUNCT
ajeer-222	183	15	and	and	CCONJ
ajeer-222	183	16	contingency	contingency	NOUN
ajeer-222	183	17	coefficient	coefficient	NOUN
ajeer-222	183	18	(	(	PUNCT
ajeer-222	183	19	cc	cc	NOUN
ajeer-222	183	20	)	)	PUNCT
ajeer-222	183	21	among	among	ADP
ajeer-222	183	22	discrete	discrete	ADJ
ajeer-222	183	23	and	and	CCONJ
ajeer-222	183	24	continuous	continuous	ADJ
ajeer-222	183	25	variables	variable	NOUN
ajeer-222	183	26	,	,	PUNCT
ajeer-222	183	27	respectively	respectively	ADV
ajeer-222	183	28	.	.	PUNCT
ajeer-222	184	1	potential	potential	ADJ
ajeer-222	184	2	multicollinearity	multicollinearity	NOUN
ajeer-222	184	3	among	among	ADP
ajeer-222	184	4	explanatory	explanatory	ADJ
ajeer-222	184	5	variables	variable	NOUN
ajeer-222	184	6	was	be	AUX
ajeer-222	184	7	tested	test	VERB
ajeer-222	184	8	and	and	CCONJ
ajeer-222	184	9	it	it	PRON
ajeer-222	184	10	was	be	AUX
ajeer-222	184	11	found	find	VERB
ajeer-222	184	12	not	not	PART
ajeer-222	184	13	to	to	ADP
ajeer-222	184	14	asian	asian	ADJ
ajeer-222	184	15	journal	journal	NOUN
ajeer-222	184	16	of	of	ADP
ajeer-222	184	17	economics	economic	NOUN
ajeer-222	184	18	and	and	CCONJ
ajeer-222	184	19	empirical	empirical	ADJ
ajeer-222	184	20	research	research	NOUN
ajeer-222	184	21	,	,	PUNCT
ajeer-222	184	22	2016	2016	NUM
ajeer-222	184	23	,	,	PUNCT
ajeer-222	184	24	3(2	3(2	NUM
ajeer-222	184	25	):	):	PUNCT
ajeer-222	184	26	145	145	NUM
ajeer-222	184	27	-	-	SYM
ajeer-222	184	28	155	155	NUM
ajeer-222	184	29	151	151	NUM
ajeer-222	184	30	have	have	VERB
ajeer-222	184	31	any	any	DET
ajeer-222	184	32	potential	potential	ADJ
ajeer-222	184	33	influence	influence	NOUN
ajeer-222	184	34	on	on	ADP
ajeer-222	184	35	estimates	estimate	NOUN
ajeer-222	184	36	from	from	ADP
ajeer-222	184	37	the	the	DET
ajeer-222	184	38	model	model	NOUN
ajeer-222	184	39	.	.	PUNCT
ajeer-222	185	1	the	the	DET
ajeer-222	185	2	highest	high	ADJ
ajeer-222	185	3	pair	pair	NOUN
ajeer-222	185	4	-	-	PUNCT
ajeer-222	185	5	wise	wise	ADJ
ajeer-222	185	6	correlation	correlation	NOUN
ajeer-222	185	7	was	be	AUX
ajeer-222	185	8	0.4	0.4	NUM
ajeer-222	185	9	whereas	whereas	SCONJ
ajeer-222	185	10	multicollinearity	multicollinearity	NOUN
ajeer-222	185	11	is	be	AUX
ajeer-222	185	12	a	a	DET
ajeer-222	185	13	serious	serious	ADJ
ajeer-222	185	14	problem	problem	NOUN
ajeer-222	185	15	if	if	SCONJ
ajeer-222	185	16	pair	pair	NOUN
ajeer-222	185	17	-	-	PUNCT
ajeer-222	185	18	wise	wise	ADJ
ajeer-222	185	19	correlation	correlation	NOUN
ajeer-222	185	20	among	among	ADP
ajeer-222	185	21	regressors	regressor	NOUN
ajeer-222	185	22	is	be	AUX
ajeer-222	185	23	in	in	ADP
ajeer-222	185	24	excess	excess	NOUN
ajeer-222	185	25	of	of	ADP
ajeer-222	185	26	0.5	0.5	NUM
ajeer-222	185	27	(	(	PUNCT
ajeer-222	185	28	gujarati	gujarati	PROPN
ajeer-222	185	29	,	,	PUNCT
ajeer-222	185	30	2004	2004	NUM
ajeer-222	185	31	)	)	PUNCT
ajeer-222	185	32	.	.	PUNCT
ajeer-222	186	1	an	an	DET
ajeer-222	186	2	analysis	analysis	NOUN
ajeer-222	186	3	of	of	ADP
ajeer-222	186	4	variance	variance	NOUN
ajeer-222	186	5	inflation	inflation	NOUN
ajeer-222	186	6	factor	factor	NOUN
ajeer-222	186	7	did	do	AUX
ajeer-222	186	8	not	not	PART
ajeer-222	186	9	show	show	VERB
ajeer-222	186	10	any	any	DET
ajeer-222	186	11	problem	problem	NOUN
ajeer-222	186	12	since	since	SCONJ
ajeer-222	186	13	none	none	NOUN
ajeer-222	186	14	of	of	ADP
ajeer-222	186	15	the	the	DET
ajeer-222	186	16	vif	vif	NOUN
ajeer-222	186	17	of	of	ADP
ajeer-222	186	18	a	a	DET
ajeer-222	186	19	variable	variable	NOUN
ajeer-222	186	20	exceeded	exceed	VERB
ajeer-222	186	21	8	8	NUM
ajeer-222	186	22	(	(	PUNCT
ajeer-222	186	23	greene	greene	PROPN
ajeer-222	186	24	,	,	PUNCT
ajeer-222	186	25	2003	2003	NUM
ajeer-222	186	26	)	)	PUNCT
ajeer-222	186	27	.	.	PUNCT
ajeer-222	187	1	4	4	X
ajeer-222	187	2	.	.	X
ajeer-222	187	3	empirical	empirical	ADJ
ajeer-222	187	4	results	result	NOUN
ajeer-222	187	5	and	and	CCONJ
ajeer-222	187	6	discussion	discussion	NOUN
ajeer-222	187	7	probit	probit	NOUN
ajeer-222	187	8	model	model	NOUN
ajeer-222	187	9	was	be	AUX
ajeer-222	187	10	used	use	VERB
ajeer-222	187	11	to	to	PART
ajeer-222	187	12	estimate	estimate	VERB
ajeer-222	187	13	the	the	DET
ajeer-222	187	14	propensity	propensity	NOUN
ajeer-222	187	15	scores	score	NOUN
ajeer-222	187	16	.	.	PUNCT
ajeer-222	188	1	the	the	DET
ajeer-222	188	2	scores	score	NOUN
ajeer-222	188	3	were	be	AUX
ajeer-222	188	4	only	only	ADV
ajeer-222	188	5	used	use	VERB
ajeer-222	188	6	to	to	PART
ajeer-222	188	7	balance	balance	VERB
ajeer-222	188	8	the	the	DET
ajeer-222	188	9	observed	observe	VERB
ajeer-222	188	10	distribution	distribution	NOUN
ajeer-222	188	11	of	of	ADP
ajeer-222	188	12	covariates	covariate	NOUN
ajeer-222	188	13	across	across	ADP
ajeer-222	188	14	the	the	DET
ajeer-222	188	15	treated	treat	VERB
ajeer-222	188	16	group	group	NOUN
ajeer-222	188	17	(	(	PUNCT
ajeer-222	188	18	farmers	farmer	NOUN
ajeer-222	188	19	selling	sell	VERB
ajeer-222	188	20	to	to	ADP
ajeer-222	188	21	commercial	commercial	ADJ
ajeer-222	188	22	buyers	buyer	NOUN
ajeer-222	188	23	)	)	PUNCT
ajeer-222	188	24	and	and	CCONJ
ajeer-222	188	25	the	the	DET
ajeer-222	188	26	untreated	untreated	ADJ
ajeer-222	188	27	group	group	NOUN
ajeer-222	188	28	(	(	PUNCT
ajeer-222	188	29	farmers	farmer	NOUN
ajeer-222	188	30	not	not	PART
ajeer-222	188	31	selling	sell	VERB
ajeer-222	188	32	to	to	ADP
ajeer-222	188	33	commercial	commercial	ADJ
ajeer-222	188	34	buyers	buyer	NOUN
ajeer-222	188	35	)	)	PUNCT
ajeer-222	188	36	.	.	PUNCT
ajeer-222	189	1	the	the	DET
ajeer-222	189	2	independent	independent	ADJ
ajeer-222	189	3	variables	variable	NOUN
ajeer-222	189	4	used	use	VERB
ajeer-222	189	5	in	in	ADP
ajeer-222	189	6	the	the	DET
ajeer-222	189	7	probit	probit	NOUN
ajeer-222	189	8	regression	regression	NOUN
ajeer-222	189	9	model	model	NOUN
ajeer-222	189	10	to	to	PART
ajeer-222	189	11	predict	predict	VERB
ajeer-222	189	12	the	the	DET
ajeer-222	189	13	propensity	propensity	NOUN
ajeer-222	189	14	scores	score	NOUN
ajeer-222	189	15	were	be	AUX
ajeer-222	189	16	based	base	VERB
ajeer-222	189	17	on	on	ADP
ajeer-222	189	18	past	past	ADJ
ajeer-222	189	19	research	research	NOUN
ajeer-222	189	20	on	on	ADP
ajeer-222	189	21	determinants	determinant	NOUN
ajeer-222	189	22	of	of	ADP
ajeer-222	189	23	participation	participation	NOUN
ajeer-222	189	24	in	in	ADP
ajeer-222	189	25	nonfarm	nonfarm	NOUN
ajeer-222	189	26	employment	employment	NOUN
ajeer-222	189	27	(	(	PUNCT
ajeer-222	189	28	barrett	barrett	PROPN
ajeer-222	189	29	et	et	PROPN
ajeer-222	189	30	al	al	PROPN
ajeer-222	189	31	.	.	PROPN
ajeer-222	189	32	,	,	PUNCT
ajeer-222	189	33	2001	2001	NUM
ajeer-222	189	34	)	)	PUNCT
ajeer-222	189	35	in	in	ADP
ajeer-222	189	36	owusu	owusu	PROPN
ajeer-222	189	37	et	et	PROPN
ajeer-222	189	38	al	al	PROPN
ajeer-222	189	39	.	.	PROPN
ajeer-222	189	40	(	(	PUNCT
ajeer-222	189	41	2014	2014	NUM
ajeer-222	189	42	)	)	PUNCT
ajeer-222	189	43	.	.	PUNCT
ajeer-222	190	1	from	from	ADP
ajeer-222	190	2	table	table	NOUN
ajeer-222	190	3	5	5	NUM
ajeer-222	190	4	results	result	NOUN
ajeer-222	190	5	,	,	PUNCT
ajeer-222	190	6	most	most	ADJ
ajeer-222	190	7	of	of	ADP
ajeer-222	190	8	the	the	DET
ajeer-222	190	9	variables	variable	NOUN
ajeer-222	190	10	included	include	VERB
ajeer-222	190	11	in	in	ADP
ajeer-222	190	12	the	the	DET
ajeer-222	190	13	estimation	estimation	NOUN
ajeer-222	190	14	have	have	VERB
ajeer-222	190	15	the	the	DET
ajeer-222	190	16	expected	expect	VERB
ajeer-222	190	17	sign	sign	NOUN
ajeer-222	190	18	.	.	PUNCT
ajeer-222	191	1	in	in	ADP
ajeer-222	191	2	particular	particular	ADJ
ajeer-222	191	3	,	,	PUNCT
ajeer-222	191	4	participation	participation	NOUN
ajeer-222	191	5	in	in	ADP
ajeer-222	191	6	milk	milk	NOUN
ajeer-222	191	7	marketing	marketing	NOUN
ajeer-222	191	8	and	and	CCONJ
ajeer-222	191	9	household	household	NOUN
ajeer-222	191	10	size	size	NOUN
ajeer-222	191	11	were	be	AUX
ajeer-222	191	12	found	find	VERB
ajeer-222	191	13	to	to	PART
ajeer-222	191	14	be	be	AUX
ajeer-222	191	15	positively	positively	ADV
ajeer-222	191	16	and	and	CCONJ
ajeer-222	191	17	significantly	significantly	ADV
ajeer-222	191	18	related	relate	VERB
ajeer-222	191	19	to	to	ADP
ajeer-222	191	20	milk	milk	NOUN
ajeer-222	191	21	marketing	marketing	NOUN
ajeer-222	191	22	.	.	PUNCT
ajeer-222	192	1	the	the	DET
ajeer-222	192	2	coefficient	coefficient	NOUN
ajeer-222	192	3	for	for	ADP
ajeer-222	192	4	dairy	dairy	NOUN
ajeer-222	192	5	farmer	farmer	NOUN
ajeer-222	192	6	household	household	NOUN
ajeer-222	192	7	participation	participation	NOUN
ajeer-222	192	8	in	in	ADP
ajeer-222	192	9	milk	milk	NOUN
ajeer-222	192	10	marketing	marketing	NOUN
ajeer-222	192	11	was	be	AUX
ajeer-222	192	12	positive	positive	ADJ
ajeer-222	192	13	and	and	CCONJ
ajeer-222	192	14	significant	significant	ADJ
ajeer-222	192	15	.	.	PUNCT
ajeer-222	193	1	the	the	DET
ajeer-222	193	2	presence	presence	NOUN
ajeer-222	193	3	of	of	ADP
ajeer-222	193	4	a	a	DET
ajeer-222	193	5	milk	milk	NOUN
ajeer-222	193	6	buyer	buyer	NOUN
ajeer-222	193	7	enhanced	enhance	VERB
ajeer-222	193	8	the	the	DET
ajeer-222	193	9	probability	probability	NOUN
ajeer-222	193	10	of	of	ADP
ajeer-222	193	11	participation	participation	NOUN
ajeer-222	193	12	in	in	ADP
ajeer-222	193	13	the	the	DET
ajeer-222	193	14	milk	milk	NOUN
ajeer-222	193	15	market	market	NOUN
ajeer-222	193	16	.	.	PUNCT
ajeer-222	194	1	according	accord	VERB
ajeer-222	194	2	to	to	ADP
ajeer-222	194	3	kousar	kousar	PROPN
ajeer-222	194	4	and	and	CCONJ
ajeer-222	194	5	abdulai	abdulai	PROPN
ajeer-222	194	6	(	(	PUNCT
ajeer-222	194	7	2015	2015	NUM
ajeer-222	194	8	)	)	PUNCT
ajeer-222	194	9	endowments	endowment	NOUN
ajeer-222	194	10	with	with	ADP
ajeer-222	194	11	valuable	valuable	ADJ
ajeer-222	194	12	household	household	NOUN
ajeer-222	194	13	assets	asset	NOUN
ajeer-222	194	14	represents	represent	VERB
ajeer-222	194	15	household	household	NOUN
ajeer-222	194	16	’s	’s	PART
ajeer-222	194	17	wealth	wealth	NOUN
ajeer-222	194	18	and	and	CCONJ
ajeer-222	194	19	the	the	DET
ajeer-222	194	20	presence	presence	NOUN
ajeer-222	194	21	of	of	ADP
ajeer-222	194	22	a	a	DET
ajeer-222	194	23	development	development	NOUN
ajeer-222	194	24	project	project	NOUN
ajeer-222	194	25	in	in	ADP
ajeer-222	194	26	an	an	DET
ajeer-222	194	27	area	area	NOUN
ajeer-222	194	28	enhance	enhance	VERB
ajeer-222	194	29	the	the	DET
ajeer-222	194	30	probability	probability	NOUN
ajeer-222	194	31	of	of	ADP
ajeer-222	194	32	participation	participation	NOUN
ajeer-222	194	33	for	for	ADP
ajeer-222	194	34	both	both	CCONJ
ajeer-222	194	35	male	male	ADJ
ajeer-222	194	36	and	and	CCONJ
ajeer-222	194	37	female	female	ADJ
ajeer-222	194	38	in	in	ADP
ajeer-222	194	39	non	non	ADJ
ajeer-222	194	40	-	-	ADJ
ajeer-222	194	41	farm	farm	ADJ
ajeer-222	194	42	earning	earning	NOUN
ajeer-222	194	43	activities	activity	NOUN
ajeer-222	194	44	.	.	PUNCT
ajeer-222	195	1	the	the	DET
ajeer-222	195	2	coefficient	coefficient	NOUN
ajeer-222	195	3	of	of	ADP
ajeer-222	195	4	household	household	NOUN
ajeer-222	195	5	size	size	NOUN
ajeer-222	195	6	was	be	AUX
ajeer-222	195	7	positive	positive	ADJ
ajeer-222	195	8	and	and	CCONJ
ajeer-222	195	9	significant	significant	ADJ
ajeer-222	195	10	balancing	balancing	NOUN
ajeer-222	195	11	factor	factor	NOUN
ajeer-222	195	12	for	for	ADP
ajeer-222	195	13	propensity	propensity	NOUN
ajeer-222	195	14	score	score	NOUN
ajeer-222	195	15	matching	matching	NOUN
ajeer-222	195	16	.	.	PUNCT
ajeer-222	196	1	this	this	PRON
ajeer-222	196	2	suggests	suggest	VERB
ajeer-222	196	3	that	that	SCONJ
ajeer-222	196	4	the	the	DET
ajeer-222	196	5	presence	presence	NOUN
ajeer-222	196	6	of	of	ADP
ajeer-222	196	7	labor	labor	NOUN
ajeer-222	196	8	availability	availability	NOUN
ajeer-222	196	9	in	in	ADP
ajeer-222	196	10	the	the	DET
ajeer-222	196	11	household	household	NOUN
ajeer-222	196	12	tend	tend	VERB
ajeer-222	196	13	to	to	PART
ajeer-222	196	14	increase	increase	VERB
ajeer-222	196	15	the	the	DET
ajeer-222	196	16	milk	milk	NOUN
ajeer-222	196	17	output	output	NOUN
ajeer-222	196	18	levels	level	NOUN
ajeer-222	196	19	which	which	PRON
ajeer-222	196	20	will	will	AUX
ajeer-222	196	21	then	then	ADV
ajeer-222	196	22	increase	increase	VERB
ajeer-222	196	23	the	the	DET
ajeer-222	196	24	probability	probability	NOUN
ajeer-222	196	25	of	of	ADP
ajeer-222	196	26	dairy	dairy	NOUN
ajeer-222	196	27	farmer	farmer	NOUN
ajeer-222	196	28	households	household	NOUN
ajeer-222	196	29	selling	sell	VERB
ajeer-222	196	30	their	their	PRON
ajeer-222	196	31	milk	milk	NOUN
ajeer-222	196	32	to	to	ADP
ajeer-222	196	33	commercial	commercial	ADJ
ajeer-222	196	34	milk	milk	NOUN
ajeer-222	196	35	buyers	buyer	NOUN
ajeer-222	196	36	.	.	PUNCT
ajeer-222	197	1	these	these	DET
ajeer-222	197	2	results	result	NOUN
ajeer-222	197	3	are	be	AUX
ajeer-222	197	4	in	in	ADP
ajeer-222	197	5	contrast	contrast	NOUN
ajeer-222	197	6	to	to	ADP
ajeer-222	197	7	the	the	DET
ajeer-222	197	8	study	study	NOUN
ajeer-222	197	9	of	of	ADP
ajeer-222	197	10	barrett	barrett	PROPN
ajeer-222	197	11	et	et	PROPN
ajeer-222	197	12	al	al	PROPN
ajeer-222	197	13	.	.	PROPN
ajeer-222	198	1	(	(	PUNCT
ajeer-222	198	2	2001	2001	NUM
ajeer-222	198	3	)	)	PUNCT
ajeer-222	198	4	and	and	CCONJ
ajeer-222	198	5	in	in	ADP
ajeer-222	198	6	line	line	NOUN
ajeer-222	198	7	with	with	ADP
ajeer-222	198	8	the	the	DET
ajeer-222	198	9	study	study	NOUN
ajeer-222	198	10	of	of	ADP
ajeer-222	198	11	kousar	kousar	PROPN
ajeer-222	198	12	and	and	CCONJ
ajeer-222	198	13	abdulai	abdulai	PROPN
ajeer-222	198	14	(	(	PUNCT
ajeer-222	198	15	2015	2015	NUM
ajeer-222	198	16	)	)	PUNCT
ajeer-222	198	17	in	in	ADP
ajeer-222	198	18	the	the	DET
ajeer-222	198	19	case	case	NOUN
ajeer-222	198	20	of	of	ADP
ajeer-222	198	21	male	male	ADJ
ajeer-222	198	22	labor	labor	NOUN
ajeer-222	198	23	supply	supply	NOUN
ajeer-222	198	24	.	.	PUNCT
ajeer-222	199	1	the	the	DET
ajeer-222	199	2	distribution	distribution	NOUN
ajeer-222	199	3	of	of	ADP
ajeer-222	199	4	propensity	propensity	NOUN
ajeer-222	199	5	of	of	ADP
ajeer-222	199	6	propensity	propensity	NOUN
ajeer-222	199	7	scores	score	NOUN
ajeer-222	199	8	before	before	ADV
ajeer-222	199	9	and	and	CCONJ
ajeer-222	199	10	after	after	ADP
ajeer-222	199	11	matching	match	VERB
ajeer-222	199	12	clearly	clearly	ADV
ajeer-222	199	13	indicate	indicate	VERB
ajeer-222	199	14	that	that	SCONJ
ajeer-222	199	15	estimating	estimate	VERB
ajeer-222	199	16	the	the	DET
ajeer-222	199	17	p	p	NOUN
ajeer-222	199	18	-	-	PUNCT
ajeer-222	199	19	score	score	NOUN
ajeer-222	199	20	appears	appear	VERB
ajeer-222	199	21	to	to	PART
ajeer-222	199	22	balance	balance	VERB
ajeer-222	199	23	the	the	DET
ajeer-222	199	24	treated	treat	VERB
ajeer-222	199	25	and	and	CCONJ
ajeer-222	199	26	untreated	untreated	ADJ
ajeer-222	199	27	groups	group	NOUN
ajeer-222	199	28	extremely	extremely	ADV
ajeer-222	199	29	well	well	ADV
ajeer-222	199	30	than	than	ADP
ajeer-222	199	31	without	without	ADP
ajeer-222	199	32	the	the	DET
ajeer-222	199	33	p	p	NOUN
ajeer-222	199	34	-	-	PUNCT
ajeer-222	199	35	score	score	NOUN
ajeer-222	199	36	,	,	PUNCT
ajeer-222	199	37	a	a	DET
ajeer-222	199	38	result	result	NOUN
ajeer-222	199	39	which	which	PRON
ajeer-222	199	40	underscored	underscore	VERB
ajeer-222	199	41	the	the	DET
ajeer-222	199	42	significance	significance	NOUN
ajeer-222	199	43	of	of	ADP
ajeer-222	199	44	the	the	DET
ajeer-222	199	45	propensity	propensity	NOUN
ajeer-222	199	46	score	score	NOUN
ajeer-222	199	47	matching	matching	NOUN
ajeer-222	199	48	approach	approach	NOUN
ajeer-222	199	49	for	for	ADP
ajeer-222	199	50	this	this	DET
ajeer-222	199	51	study	study	NOUN
ajeer-222	199	52	.	.	PUNCT
ajeer-222	200	1	table-5	table-5	PROPN
ajeer-222	200	2	.	.	PUNCT
ajeer-222	200	3	probit	probit	NOUN
ajeer-222	200	4	estimates	estimate	NOUN
ajeer-222	200	5	of	of	ADP
ajeer-222	200	6	the	the	DET
ajeer-222	200	7	propensity	propensity	NOUN
ajeer-222	200	8	score	score	NOUN
ajeer-222	200	9	for	for	ADP
ajeer-222	200	10	dairy	dairy	NOUN
ajeer-222	200	11	farmer	farmer	NOUN
ajeer-222	200	12	household	household	NOUN
ajeer-222	200	13	’s	’s	PART
ajeer-222	200	14	milk	milk	NOUN
ajeer-222	200	15	marketing	marketing	NOUN
ajeer-222	200	16	involvement	involvement	NOUN
ajeer-222	200	17	major	major	ADJ
ajeer-222	200	18	farm	farm	NOUN
ajeer-222	200	19	gate	gate	NOUN
ajeer-222	200	20	milk	milk	NOUN
ajeer-222	200	21	buyers	buyer	NOUN
ajeer-222	200	22	(	(	PUNCT
ajeer-222	200	23	commercial	commercial	ADJ
ajeer-222	200	24	or	or	CCONJ
ajeer-222	200	25	final	final	ADJ
ajeer-222	200	26	consumers	consumer	NOUN
ajeer-222	200	27	)	)	PUNCT
ajeer-222	200	28	coefficient	coefficient	NOUN
ajeer-222	200	29	standard	standard	ADJ
ajeer-222	200	30	error	error	NOUN
ajeer-222	200	31	z	z	NOUN
ajeer-222	200	32	p>|z|	p>|z|	VERB
ajeer-222	200	33	age	age	NOUN
ajeer-222	200	34	of	of	ADP
ajeer-222	200	35	household	household	NOUN
ajeer-222	200	36	head	head	NOUN
ajeer-222	200	37	-0.0026244	-0.0026244	NOUN
ajeer-222	201	1	0.0083386	0.0083386	NUM
ajeer-222	201	2	-0.31	-0.31	NUM
ajeer-222	201	3	0.753	0.753	NUM
ajeer-222	201	4	education	education	NOUN
ajeer-222	201	5	level	level	NOUN
ajeer-222	201	6	0.0103616	0.0103616	NUM
ajeer-222	201	7	0.0597299	0.0597299	NUM
ajeer-222	201	8	0.17	0.17	NUM
ajeer-222	201	9	0.862	0.862	NUM
ajeer-222	201	10	distance	distance	NOUN
ajeer-222	201	11	to	to	ADP
ajeer-222	201	12	milk	milk	NOUN
ajeer-222	201	13	market	market	NOUN
ajeer-222	201	14	-0.0257749	-0.0257749	NOUN
ajeer-222	201	15	0.0162404	0.0162404	NUM
ajeer-222	201	16	-1.59	-1.59	NUM
ajeer-222	201	17	0.012	0.012	NUM
ajeer-222	201	18	*	*	NOUN
ajeer-222	201	19	*	*	PUNCT
ajeer-222	201	20	milk	milk	NOUN
ajeer-222	201	21	marketing	marketing	NOUN
ajeer-222	201	22	participation	participation	NOUN
ajeer-222	201	23	0.319914	0.319914	NUM
ajeer-222	201	24	0.1308435	0.1308435	NUM
ajeer-222	201	25	2.45	2.45	NUM
ajeer-222	201	26	0.014	0.014	NUM
ajeer-222	201	27	*	*	PUNCT
ajeer-222	201	28	*	*	PUNCT
ajeer-222	201	29	price	price	NOUN
ajeer-222	201	30	risk	risk	NOUN
ajeer-222	201	31	-0.2414148	-0.2414148	NOUN
ajeer-222	201	32	0.1867471	0.1867471	NUM
ajeer-222	201	33	-1.29	-1.29	NUM
ajeer-222	201	34	0.006	0.006	NUM
ajeer-222	201	35	*	*	NOUN
ajeer-222	202	1	veterinary	veterinary	NOUN
ajeer-222	202	2	feeds	feed	VERB
ajeer-222	202	3	0.0512779	0.0512779	NUM
ajeer-222	202	4	0.1309099	0.1309099	NUM
ajeer-222	202	5	0.39	0.39	NUM
ajeer-222	202	6	0.695	0.695	NUM
ajeer-222	202	7	farming	farming	NOUN
ajeer-222	202	8	experience	experience	NOUN
ajeer-222	202	9	0.0074178	0.0074178	NUM
ajeer-222	202	10	0.0091395	0.0091395	NUM
ajeer-222	202	11	0.81	0.81	NUM
ajeer-222	202	12	0.017	0.017	NUM
ajeer-222	202	13	*	*	PUNCT
ajeer-222	202	14	*	*	PUNCT
ajeer-222	202	15	total	total	ADJ
ajeer-222	202	16	farm	farm	NOUN
ajeer-222	202	17	size	size	NOUN
ajeer-222	202	18	0.0105474	0.0105474	NUM
ajeer-222	202	19	0.0100193	0.0100193	NUM
ajeer-222	202	20	1.05	1.05	NUM
ajeer-222	202	21	0.002	0.002	NUM
ajeer-222	202	22	*	*	PUNCT
ajeer-222	202	23	total	total	ADJ
ajeer-222	202	24	household	household	NOUN
ajeer-222	202	25	size	size	NOUN
ajeer-222	202	26	0.0484578	0.0484578	NUM
ajeer-222	202	27	0.0275248	0.0275248	NUM
ajeer-222	202	28	1.76	1.76	NUM
ajeer-222	202	29	0.008	0.008	NUM
ajeer-222	202	30	*	*	PUNCT
ajeer-222	202	31	gross	gross	ADJ
ajeer-222	202	32	income	income	NOUN
ajeer-222	202	33	0.005435	0.005435	NUM
ajeer-222	202	34	0.0022667	0.0022667	NUM
ajeer-222	202	35	2.40	2.40	NUM
ajeer-222	202	36	0.016	0.016	NUM
ajeer-222	202	37	*	*	PUNCT
ajeer-222	202	38	*	*	PUNCT
ajeer-222	202	39	net	net	ADJ
ajeer-222	202	40	income	income	NOUN
ajeer-222	202	41	-0.0042365	-0.0042365	X
ajeer-222	202	42	0.0021526	0.0021526	NUM
ajeer-222	202	43	-1.97	-1.97	ADP
ajeer-222	202	44	0.049	0.049	NUM
ajeer-222	202	45	*	*	NOUN
ajeer-222	202	46	*	*	PUNCT
ajeer-222	202	47	employment	employment	NOUN
ajeer-222	202	48	hour	hour	NOUN
ajeer-222	202	49	0.003493	0.003493	NUM
ajeer-222	202	50	0.0031162	0.0031162	NUM
ajeer-222	202	51	1.12	1.12	NUM
ajeer-222	202	52	0.002	0.002	NUM
ajeer-222	202	53	*	*	PUNCT
ajeer-222	202	54	technology	technology	NOUN
ajeer-222	202	55	(	(	PUNCT
ajeer-222	202	56	breeding	breeding	NOUN
ajeer-222	202	57	)	)	PUNCT
ajeer-222	202	58	-0.0014355	-0.0014355	PUNCT
ajeer-222	202	59	0.0018119	0.0018119	NUM
ajeer-222	202	60	-0.79	-0.79	NOUN
ajeer-222	202	61	0.028	0.028	NUM
ajeer-222	202	62	*	*	NOUN
ajeer-222	202	63	*	*	PUNCT
ajeer-222	202	64	constant	constant	ADJ
ajeer-222	202	65	-0.1393711	-0.1393711	VERB
ajeer-222	202	66	0.454589	0.454589	NUM
ajeer-222	202	67	-0.31	-0.31	NUM
ajeer-222	202	68	0.759	0.759	NUM
ajeer-222	202	69	key	key	ADJ
ajeer-222	202	70	:	:	PUNCT
ajeer-222	202	71	caliper	caliper	NOUN
ajeer-222	202	72	=	=	NOUN
ajeer-222	202	73	0.001	0.001	NUM
ajeer-222	202	74	nearest	near	ADJ
ajeer-222	202	75	neighbour	neighbour	NOUN
ajeer-222	202	76	=	=	NOUN
ajeer-222	202	77	1	1	NUM
ajeer-222	202	78	number	number	NOUN
ajeer-222	202	79	of	of	ADP
ajeer-222	202	80	observations	observation	NOUN
ajeer-222	202	81	=	=	NOUN
ajeer-222	202	82	432	432	NUM
ajeer-222	202	83	lr	lr	X
ajeer-222	202	84	chi	chi	NOUN
ajeer-222	202	85	2	2	NUM
ajeer-222	202	86	(	(	PUNCT
ajeer-222	202	87	13	13	NUM
ajeer-222	202	88	)	)	PUNCT
ajeer-222	202	89	=	=	SYM
ajeer-222	202	90	25.97	25.97	NUM
ajeer-222	202	91	prob	prob	NOUN
ajeer-222	202	92	>	>	X
ajeer-222	202	93	chi	chi	NOUN
ajeer-222	202	94	2	2	NUM
ajeer-222	202	95	=	=	SYM
ajeer-222	202	96	0.0172	0.0172	NUM
ajeer-222	202	97	log	log	NOUN
ajeer-222	202	98	likelihood	likelihood	NOUN
ajeer-222	202	99	=	=	NOUN
ajeer-222	202	100	-284.59954	-284.59954	NOUN
ajeer-222	202	101	pseudo	pseudo	NOUN
ajeer-222	202	102	r	r	NOUN
ajeer-222	202	103	2	2	NUM
ajeer-222	202	104	=	=	SYM
ajeer-222	202	105	0.0436	0.0436	NUM
ajeer-222	202	106	*	*	PUNCT
ajeer-222	202	107	significant	significant	ADJ
ajeer-222	202	108	at	at	ADP
ajeer-222	202	109	1	1	NUM
ajeer-222	202	110	percent	percent	NOUN
ajeer-222	202	111	;	;	PUNCT
ajeer-222	202	112	*	*	PUNCT
ajeer-222	202	113	*	*	PUNCT
ajeer-222	202	114	significant	significant	ADJ
ajeer-222	202	115	at	at	ADP
ajeer-222	202	116	5	5	NUM
ajeer-222	202	117	percent	percent	NOUN
ajeer-222	202	118	;	;	PUNCT
ajeer-222	202	119	*	*	PUNCT
ajeer-222	202	120	*	*	PUNCT
ajeer-222	202	121	*	*	PUNCT
ajeer-222	202	122	significant	significant	ADJ
ajeer-222	202	123	at	at	ADP
ajeer-222	202	124	10	10	NUM
ajeer-222	202	125	percent	percent	NOUN
ajeer-222	202	126	source	source	NOUN
ajeer-222	202	127	:	:	PUNCT
ajeer-222	202	128	author	author	NOUN
ajeer-222	202	129	’s	’s	PART
ajeer-222	202	130	computation	computation	NOUN
ajeer-222	202	131	from	from	ADP
ajeer-222	202	132	survey	survey	NOUN
ajeer-222	202	133	data	datum	NOUN
ajeer-222	202	134	,	,	PUNCT
ajeer-222	202	135	2016	2016	NUM
ajeer-222	202	136	pseudo	pseudo	NOUN
ajeer-222	202	137	-	-	NOUN
ajeer-222	202	138	r	r	NOUN
ajeer-222	202	139	2	2	NUM
ajeer-222	202	140	from	from	ADP
ajeer-222	202	141	probit	probit	NOUN
ajeer-222	202	142	estimation	estimation	NOUN
ajeer-222	202	143	indicated	indicate	VERB
ajeer-222	202	144	the	the	DET
ajeer-222	202	145	goodness	goodness	NOUN
ajeer-222	202	146	of	of	ADP
ajeer-222	202	147	fit	fit	NOUN
ajeer-222	202	148	of	of	ADP
ajeer-222	202	149	the	the	DET
ajeer-222	202	150	model	model	NOUN
ajeer-222	202	151	or	or	CCONJ
ajeer-222	202	152	how	how	SCONJ
ajeer-222	202	153	well	well	ADV
ajeer-222	202	154	the	the	DET
ajeer-222	202	155	regressors	regressor	NOUN
ajeer-222	202	156	explained	explain	VERB
ajeer-222	202	157	the	the	DET
ajeer-222	202	158	probability	probability	NOUN
ajeer-222	202	159	to	to	PART
ajeer-222	202	160	sell	sell	VERB
ajeer-222	202	161	to	to	ADP
ajeer-222	202	162	commercial	commercial	ADJ
ajeer-222	202	163	buyers	buyer	NOUN
ajeer-222	202	164	.	.	PUNCT
ajeer-222	203	1	from	from	ADP
ajeer-222	203	2	the	the	DET
ajeer-222	203	3	table	table	NOUN
ajeer-222	203	4	of	of	ADP
ajeer-222	203	5	results	result	NOUN
ajeer-222	203	6	,	,	PUNCT
ajeer-222	203	7	after	after	ADP
ajeer-222	203	8	matching	match	VERB
ajeer-222	203	9	,	,	PUNCT
ajeer-222	203	10	pseudor2	pseudor2	PROPN
ajeer-222	203	11	was	be	AUX
ajeer-222	203	12	fairly	fairly	ADV
ajeer-222	203	13	low	low	ADJ
ajeer-222	203	14	(	(	PUNCT
ajeer-222	203	15	0.0436	0.0436	NUM
ajeer-222	203	16	)	)	PUNCT
ajeer-222	203	17	,	,	PUNCT
ajeer-222	203	18	which	which	PRON
ajeer-222	203	19	showed	show	VERB
ajeer-222	203	20	that	that	SCONJ
ajeer-222	203	21	the	the	DET
ajeer-222	203	22	matching	match	VERB
ajeer-222	203	23	procedure	procedure	NOUN
ajeer-222	203	24	balanced	balance	VERB
ajeer-222	203	25	the	the	DET
ajeer-222	203	26	determining	determine	VERB
ajeer-222	203	27	factors	factor	NOUN
ajeer-222	203	28	(	(	PUNCT
ajeer-222	203	29	covariates	covariate	NOUN
ajeer-222	203	30	)	)	PUNCT
ajeer-222	203	31	very	very	ADV
ajeer-222	203	32	well	well	ADV
ajeer-222	203	33	for	for	ADP
ajeer-222	203	34	this	this	DET
ajeer-222	203	35	study	study	NOUN
ajeer-222	203	36	.	.	PUNCT
ajeer-222	204	1	4.1	4.1	NUM
ajeer-222	204	2	.	.	PUNCT
ajeer-222	205	1	the	the	DET
ajeer-222	205	2	mean	mean	ADJ
ajeer-222	205	3	differences	difference	NOUN
ajeer-222	205	4	in	in	ADP
ajeer-222	205	5	outcome	outcome	NOUN
ajeer-222	205	6	variables	variable	NOUN
ajeer-222	205	7	in	in	ADP
ajeer-222	205	8	the	the	DET
ajeer-222	205	9	matching	matching	NOUN
ajeer-222	205	10	analyses	analysis	NOUN
ajeer-222	205	11	table	table	NOUN
ajeer-222	205	12	6	6	NUM
ajeer-222	205	13	compares	compare	VERB
ajeer-222	205	14	the	the	DET
ajeer-222	205	15	mean	mean	ADJ
ajeer-222	205	16	differences	difference	NOUN
ajeer-222	205	17	in	in	ADP
ajeer-222	205	18	the	the	DET
ajeer-222	205	19	outcome	outcome	NOUN
ajeer-222	205	20	variables	variable	NOUN
ajeer-222	205	21	and	and	CCONJ
ajeer-222	205	22	other	other	ADJ
ajeer-222	205	23	household	household	NOUN
ajeer-222	205	24	and	and	CCONJ
ajeer-222	205	25	farm	farm	NOUN
ajeer-222	205	26	-	-	PUNCT
ajeer-222	205	27	level	level	NOUN
ajeer-222	205	28	variables	variable	NOUN
ajeer-222	205	29	between	between	ADP
ajeer-222	205	30	dairy	dairy	NOUN
ajeer-222	205	31	farmer	farmer	NOUN
ajeer-222	205	32	households	household	NOUN
ajeer-222	205	33	selling	sell	VERB
ajeer-222	205	34	milk	milk	NOUN
ajeer-222	205	35	to	to	ADP
ajeer-222	205	36	commercial	commercial	ADJ
ajeer-222	205	37	buyers	buyer	NOUN
ajeer-222	205	38	and	and	CCONJ
ajeer-222	205	39	dairy	dairy	NOUN
ajeer-222	205	40	farmer	farmer	NOUN
ajeer-222	205	41	group	group	NOUN
ajeer-222	205	42	not	not	PART
ajeer-222	205	43	selling	sell	VERB
ajeer-222	205	44	milk	milk	NOUN
ajeer-222	205	45	to	to	ADP
ajeer-222	205	46	commercial	commercial	ADJ
ajeer-222	205	47	buyers	buyer	NOUN
ajeer-222	205	48	.	.	PUNCT
ajeer-222	206	1	given	give	VERB
ajeer-222	206	2	that	that	SCONJ
ajeer-222	206	3	the	the	DET
ajeer-222	206	4	mean	mean	ADJ
ajeer-222	206	5	difference	difference	NOUN
ajeer-222	206	6	comparisons	comparison	NOUN
ajeer-222	206	7	do	do	AUX
ajeer-222	206	8	not	not	PART
ajeer-222	206	9	account	account	VERB
ajeer-222	206	10	for	for	ADP
ajeer-222	206	11	the	the	DET
ajeer-222	206	12	effect	effect	NOUN
ajeer-222	206	13	of	of	ADP
ajeer-222	206	14	other	other	ADJ
ajeer-222	206	15	characteristics	characteristic	NOUN
ajeer-222	206	16	of	of	ADP
ajeer-222	206	17	farm	farm	NOUN
ajeer-222	206	18	households	household	NOUN
ajeer-222	206	19	,	,	PUNCT
ajeer-222	206	20	they	they	PRON
ajeer-222	206	21	confound	confound	VERB
ajeer-222	206	22	the	the	DET
ajeer-222	206	23	impact	impact	NOUN
ajeer-222	206	24	on	on	ADP
ajeer-222	206	25	household	household	NOUN
ajeer-222	206	26	gross	gross	ADJ
ajeer-222	206	27	income	income	NOUN
ajeer-222	206	28	,	,	PUNCT
ajeer-222	206	29	employment	employment	NOUN
ajeer-222	206	30	and	and	CCONJ
ajeer-222	206	31	breed	breed	NOUN
ajeer-222	206	32	technology	technology	NOUN
ajeer-222	206	33	adoption	adoption	NOUN
ajeer-222	206	34	(	(	PUNCT
ajeer-222	206	35	dairy	dairy	NOUN
ajeer-222	206	36	breeding	breeding	NOUN
ajeer-222	206	37	)	)	PUNCT
ajeer-222	206	38	status	status	NOUN
ajeer-222	206	39	with	with	ADP
ajeer-222	206	40	the	the	DET
ajeer-222	206	41	influence	influence	NOUN
ajeer-222	206	42	of	of	ADP
ajeer-222	206	43	other	other	ADJ
ajeer-222	206	44	characteristics	characteristic	NOUN
ajeer-222	206	45	.	.	PUNCT
ajeer-222	207	1	the	the	DET
ajeer-222	207	2	significance	significance	NOUN
ajeer-222	207	3	levels	level	NOUN
ajeer-222	207	4	suggest	suggest	VERB
ajeer-222	207	5	that	that	SCONJ
ajeer-222	207	6	there	there	PRON
ajeer-222	207	7	are	be	VERB
ajeer-222	207	8	some	some	DET
ajeer-222	207	9	differences	difference	NOUN
ajeer-222	207	10	between	between	ADP
ajeer-222	207	11	those	those	PRON
ajeer-222	207	12	who	who	PRON
ajeer-222	207	13	sell	sell	VERB
ajeer-222	207	14	to	to	ADP
ajeer-222	207	15	commercial	commercial	ADJ
ajeer-222	207	16	milk	milk	NOUN
ajeer-222	207	17	buyers	buyer	NOUN
ajeer-222	207	18	and	and	CCONJ
ajeer-222	207	19	those	those	PRON
ajeer-222	207	20	not	not	PART
ajeer-222	207	21	with	with	ADP
ajeer-222	207	22	respect	respect	NOUN
ajeer-222	207	23	to	to	ADP
ajeer-222	207	24	household	household	NOUN
ajeer-222	207	25	and	and	CCONJ
ajeer-222	207	26	farm	farm	NOUN
ajeer-222	207	27	-	-	PUNCT
ajeer-222	207	28	level	level	NOUN
ajeer-222	207	29	characteristics	characteristic	NOUN
ajeer-222	207	30	.	.	PUNCT
ajeer-222	208	1	with	with	ADP
ajeer-222	208	2	regard	regard	NOUN
ajeer-222	208	3	to	to	ADP
ajeer-222	208	4	the	the	DET
ajeer-222	208	5	outcome	outcome	NOUN
ajeer-222	208	6	variables	variable	NOUN
ajeer-222	208	7	,	,	PUNCT
ajeer-222	208	8	there	there	PRON
ajeer-222	208	9	were	be	VERB
ajeer-222	208	10	statistically	statistically	ADV
ajeer-222	208	11	significant	significant	ADJ
ajeer-222	208	12	differences	difference	NOUN
ajeer-222	208	13	in	in	ADP
ajeer-222	208	14	household	household	NOUN
ajeer-222	208	15	income	income	NOUN
ajeer-222	208	16	and	and	CCONJ
ajeer-222	208	17	employment	employment	NOUN
ajeer-222	208	18	hours	hour	NOUN
ajeer-222	208	19	between	between	ADP
ajeer-222	208	20	the	the	DET
ajeer-222	208	21	two	two	NUM
ajeer-222	208	22	categories	category	NOUN
ajeer-222	208	23	of	of	ADP
ajeer-222	208	24	dairy	dairy	NOUN
ajeer-222	208	25	farmers	farmer	NOUN
ajeer-222	208	26	.	.	PUNCT
ajeer-222	209	1	therefore	therefore	ADV
ajeer-222	209	2	,	,	PUNCT
ajeer-222	209	3	we	we	PRON
ajeer-222	209	4	again	again	ADV
ajeer-222	209	5	rejected	reject	VERB
ajeer-222	209	6	the	the	DET
ajeer-222	209	7	null	null	ADJ
ajeer-222	209	8	hypothesis	hypothesis	NOUN
ajeer-222	209	9	that	that	PRON
ajeer-222	209	10	the	the	DET
ajeer-222	209	11	milk	milk	NOUN
ajeer-222	209	12	marketing	marketing	NOUN
ajeer-222	209	13	channel	channel	NOUN
ajeer-222	209	14	choice	choice	NOUN
ajeer-222	209	15	has	have	VERB
ajeer-222	209	16	no	no	DET
ajeer-222	209	17	impact	impact	NOUN
ajeer-222	209	18	on	on	ADP
ajeer-222	209	19	dairy	dairy	NOUN
ajeer-222	209	20	farmer	farmer	NOUN
ajeer-222	209	21	household	household	NOUN
ajeer-222	209	22	income	income	NOUN
ajeer-222	209	23	,	,	PUNCT
ajeer-222	209	24	labour	labour	NOUN
ajeer-222	209	25	hours	hour	NOUN
ajeer-222	209	26	and	and	CCONJ
ajeer-222	209	27	breed	breed	NOUN
ajeer-222	209	28	technology	technology	NOUN
ajeer-222	209	29	in	in	ADP
ajeer-222	209	30	kericho	kericho	PROPN
ajeer-222	209	31	county	county	PROPN
ajeer-222	209	32	.	.	PUNCT
ajeer-222	210	1	asian	asian	ADJ
ajeer-222	210	2	journal	journal	PROPN
ajeer-222	210	3	of	of	ADP
ajeer-222	210	4	economics	economic	NOUN
ajeer-222	210	5	and	and	CCONJ
ajeer-222	210	6	empirical	empirical	ADJ
ajeer-222	210	7	research	research	NOUN
ajeer-222	210	8	,	,	PUNCT
ajeer-222	210	9	2016	2016	NUM
ajeer-222	210	10	,	,	PUNCT
ajeer-222	210	11	3(2	3(2	NUM
ajeer-222	210	12	):	):	PUNCT
ajeer-222	210	13	145	145	NUM
ajeer-222	210	14	-	-	SYM
ajeer-222	210	15	155	155	NUM
ajeer-222	210	16	152	152	NUM
ajeer-222	210	17	table-6	table-6	PROPN
ajeer-222	210	18	.	.	PUNCT
ajeer-222	210	19	propensity	propensity	NOUN
ajeer-222	210	20	score	score	NOUN
ajeer-222	210	21	(	(	PUNCT
ajeer-222	210	22	pscore	pscore	NOUN
ajeer-222	210	23	)	)	PUNCT
ajeer-222	210	24	matching	match	VERB
ajeer-222	210	25	analysis	analysis	NOUN
ajeer-222	210	26	variable	variable	ADJ
ajeer-222	210	27	sample	sample	NOUN
ajeer-222	210	28	treated	treat	VERB
ajeer-222	210	29	controls	control	NOUN
ajeer-222	210	30	difference	difference	PROPN
ajeer-222	210	31	s.e	s.e	PROPN
ajeer-222	210	32	.	.	PROPN
ajeer-222	210	33	t	t	PROPN
ajeer-222	210	34	-	-	PUNCT
ajeer-222	210	35	stat	stat	PROPN
ajeer-222	210	36	net	net	ADJ
ajeer-222	210	37	income	income	NOUN
ajeer-222	210	38	unmatched	unmatche	VERB
ajeer-222	210	39	172.252586	172.252586	NUM
ajeer-222	210	40	148.97167	148.97167	NUM
ajeer-222	210	41	23.2809153	23.2809153	NUM
ajeer-222	210	42	12.3018885	12.3018885	NUM
ajeer-222	210	43	1.89	1.89	NUM
ajeer-222	210	44	att	att	PROPN
ajeer-222	210	45	172.450649	172.450649	NUM
ajeer-222	210	46	154.408731	154.408731	NUM
ajeer-222	210	47	18.0419177	18.0419177	NUM
ajeer-222	210	48	17.2355653	17.2355653	NUM
ajeer-222	210	49	1.05	1.05	NUM
ajeer-222	210	50	atu	atu	NOUN
ajeer-222	210	51	148.849432	148.849432	NUM
ajeer-222	210	52	162.68549	162.68549	NUM
ajeer-222	210	53	13.8360576	13.8360576	NUM
ajeer-222	210	54	.	.	PUNCT
ajeer-222	210	55	.	.	PUNCT
ajeer-222	211	1	ate	eat	VERB
ajeer-222	211	2	16.1310585	16.1310585	NUM
ajeer-222	211	3	.	.	PUNCT
ajeer-222	211	4	.	.	PUNCT
ajeer-222	212	1	gross	gross	ADJ
ajeer-222	212	2	income	income	NOUN
ajeer-222	212	3	unmatched	unmatche	VERB
ajeer-222	212	4	206.621994	206.621994	NUM
ajeer-222	212	5	190.094018	190.094018	NUM
ajeer-222	212	6	16.5279754	16.5279754	NUM
ajeer-222	212	7	12.8656873	12.8656873	NUM
ajeer-222	212	8	1.28	1.28	NUM
ajeer-222	212	9	att	att	PROPN
ajeer-222	212	10	207.007684	207.007684	NUM
ajeer-222	212	11	188.762198	188.762198	NUM
ajeer-222	212	12	18.2454867	18.2454867	NUM
ajeer-222	212	13	18.3727788	18.3727788	NUM
ajeer-222	212	14	0.99	0.99	NUM
ajeer-222	212	15	atu	atu	NOUN
ajeer-222	212	16	189.250915	189.250915	NUM
ajeer-222	212	17	193.497668	193.497668	NUM
ajeer-222	212	18	4.24675287	4.24675287	NUM
ajeer-222	212	19	.	.	PUNCT
ajeer-222	212	20	.	.	PUNCT
ajeer-222	213	1	ate	eat	VERB
ajeer-222	213	2	11.8854063	11.8854063	NUM
ajeer-222	213	3	.	.	PUNCT
ajeer-222	213	4	.	.	PUNCT
ajeer-222	214	1	employment	employment	NOUN
ajeer-222	214	2	hours	hour	NOUN
ajeer-222	214	3	unmatched	unmatched	ADJ
ajeer-222	214	4	10.8287367	10.8287367	NUM
ajeer-222	214	5	9.75894024	9.75894024	NUM
ajeer-222	214	6	1.06979644	1.06979644	NUM
ajeer-222	214	7	2.48402087	2.48402087	NUM
ajeer-222	214	8	0.43	0.43	NUM
ajeer-222	214	9	att	att	PROPN
ajeer-222	214	10	10.925244	10.925244	NUM
ajeer-222	214	11	6.45855443	6.45855443	NUM
ajeer-222	214	12	4.46668959	4.46668959	NUM
ajeer-222	214	13	2.76165675	2.76165675	NUM
ajeer-222	214	14	1.62	1.62	NUM
ajeer-222	214	15	atu	atu	NOUN
ajeer-222	214	16	9.85423381	9.85423381	NUM
ajeer-222	214	17	8.3365533	8.3365533	NUM
ajeer-222	214	18	-1.51768051	-1.51768051	NOUN
ajeer-222	214	19	.	.	PUNCT
ajeer-222	214	20	.	.	PUNCT
ajeer-222	215	1	ate	eat	VERB
ajeer-222	215	2	1.74779545	1.74779545	NUM
ajeer-222	215	3	.	.	PUNCT
ajeer-222	215	4	.	.	PUNCT
ajeer-222	216	1	technology	technology	NOUN
ajeer-222	216	2	unmatched	unmatched	ADJ
ajeer-222	216	3	55.0968127	55.0968127	NUM
ajeer-222	216	4	58.0400175	58.0400175	NUM
ajeer-222	216	5	-2.94320479	-2.94320479	NOUN
ajeer-222	217	1	3.50114827	3.50114827	NUM
ajeer-222	217	2	-0.84	-0.84	NOUN
ajeer-222	217	3	att	att	PROPN
ajeer-222	217	4	55.3412638	55.3412638	NUM
ajeer-222	217	5	56.0343963	56.0343963	NUM
ajeer-222	217	6	-0.693132423	-0.693132423	NOUN
ajeer-222	218	1	5.2095683	5.2095683	NUM
ajeer-222	218	2	-0.13	-0.13	NUM
ajeer-222	218	3	atu	atu	PROPN
ajeer-222	218	4	58.5095023	58.5095023	NUM
ajeer-222	218	5	60.2395584	60.2395584	NUM
ajeer-222	218	6	1.73005617	1.73005617	NUM
ajeer-222	218	7	.	.	PUNCT
ajeer-222	218	8	.	.	PUNCT
ajeer-222	219	1	ate	eat	VERB
ajeer-222	219	2	0.407801035	0.407801035	NUM
ajeer-222	219	3	.	.	PUNCT
ajeer-222	219	4	.	.	PUNCT
ajeer-222	220	1	note	note	NOUN
ajeer-222	220	2	:	:	PUNCT
ajeer-222	220	3	standard	standard	ADJ
ajeer-222	220	4	error	error	NOUN
ajeer-222	220	5	does	do	AUX
ajeer-222	220	6	not	not	PART
ajeer-222	220	7	take	take	VERB
ajeer-222	220	8	into	into	ADP
ajeer-222	220	9	account	account	NOUN
ajeer-222	220	10	that	that	SCONJ
ajeer-222	220	11	the	the	DET
ajeer-222	220	12	propensity	propensity	NOUN
ajeer-222	220	13	score	score	NOUN
ajeer-222	220	14	is	be	AUX
ajeer-222	220	15	estimated	estimate	VERB
ajeer-222	220	16	.	.	PUNCT
ajeer-222	221	1	source	source	NOUN
ajeer-222	221	2	:	:	PUNCT
ajeer-222	221	3	author	author	NOUN
ajeer-222	221	4	’s	’s	PART
ajeer-222	221	5	computation	computation	NOUN
ajeer-222	221	6	from	from	ADP
ajeer-222	221	7	survey	survey	NOUN
ajeer-222	221	8	data	datum	NOUN
ajeer-222	221	9	,	,	PUNCT
ajeer-222	221	10	2016	2016	NUM
ajeer-222	221	11	results	result	NOUN
ajeer-222	221	12	in	in	ADP
ajeer-222	221	13	table	table	NOUN
ajeer-222	221	14	6	6	NUM
ajeer-222	221	15	further	far	ADV
ajeer-222	221	16	shows	show	VERB
ajeer-222	221	17	that	that	SCONJ
ajeer-222	221	18	the	the	DET
ajeer-222	221	19	means	mean	NOUN
ajeer-222	221	20	of	of	ADP
ajeer-222	221	21	the	the	DET
ajeer-222	221	22	treated	treat	VERB
ajeer-222	221	23	group	group	NOUN
ajeer-222	221	24	(	(	PUNCT
ajeer-222	221	25	farmers	farmer	NOUN
ajeer-222	221	26	selling	sell	VERB
ajeer-222	221	27	to	to	ADP
ajeer-222	221	28	commercial	commercial	ADJ
ajeer-222	221	29	buyers	buyer	NOUN
ajeer-222	221	30	)	)	PUNCT
ajeer-222	221	31	and	and	CCONJ
ajeer-222	221	32	the	the	DET
ajeer-222	221	33	control	control	NOUN
ajeer-222	221	34	group	group	NOUN
ajeer-222	221	35	(	(	PUNCT
ajeer-222	221	36	farmers	farmer	NOUN
ajeer-222	221	37	not	not	PART
ajeer-222	221	38	selling	sell	VERB
ajeer-222	221	39	to	to	ADP
ajeer-222	221	40	commercial	commercial	ADJ
ajeer-222	221	41	buyers	buyer	NOUN
ajeer-222	221	42	)	)	PUNCT
ajeer-222	221	43	are	be	AUX
ajeer-222	221	44	different	different	ADJ
ajeer-222	221	45	.	.	PUNCT
ajeer-222	222	1	the	the	DET
ajeer-222	222	2	magnitudes	magnitude	NOUN
ajeer-222	222	3	of	of	ADP
ajeer-222	222	4	the	the	DET
ajeer-222	222	5	coefficients	coefficient	NOUN
ajeer-222	222	6	of	of	ADP
ajeer-222	222	7	the	the	DET
ajeer-222	222	8	treatment	treatment	NOUN
ajeer-222	222	9	effects	effect	NOUN
ajeer-222	222	10	indicate	indicate	VERB
ajeer-222	222	11	that	that	SCONJ
ajeer-222	222	12	the	the	DET
ajeer-222	222	13	average	average	ADJ
ajeer-222	222	14	treatment	treatment	NOUN
ajeer-222	222	15	effects	effect	NOUN
ajeer-222	222	16	for	for	ADP
ajeer-222	222	17	the	the	DET
ajeer-222	222	18	treated	treat	VERB
ajeer-222	222	19	(	(	PUNCT
ajeer-222	222	20	att	att	PROPN
ajeer-222	222	21	)	)	PUNCT
ajeer-222	222	22	are	be	AUX
ajeer-222	222	23	higher	high	ADJ
ajeer-222	222	24	than	than	ADP
ajeer-222	222	25	the	the	DET
ajeer-222	222	26	average	average	ADJ
ajeer-222	222	27	treatment	treatment	NOUN
ajeer-222	222	28	effects	effect	NOUN
ajeer-222	222	29	for	for	ADP
ajeer-222	222	30	the	the	DET
ajeer-222	222	31	entire	entire	ADJ
ajeer-222	222	32	sample	sample	NOUN
ajeer-222	222	33	(	(	PUNCT
ajeer-222	222	34	ate	ate	NOUN
ajeer-222	222	35	)	)	PUNCT
ajeer-222	222	36	and	and	CCONJ
ajeer-222	222	37	the	the	DET
ajeer-222	222	38	average	average	ADJ
ajeer-222	222	39	treatment	treatment	NOUN
ajeer-222	222	40	effects	effect	NOUN
ajeer-222	222	41	for	for	ADP
ajeer-222	222	42	the	the	DET
ajeer-222	222	43	untreated	untreated	ADJ
ajeer-222	222	44	(	(	PUNCT
ajeer-222	222	45	atu	atu	NOUN
ajeer-222	222	46	)	)	PUNCT
ajeer-222	222	47	except	except	SCONJ
ajeer-222	222	48	for	for	ADP
ajeer-222	222	49	technology	technology	NOUN
ajeer-222	222	50	outcome	outcome	NOUN
ajeer-222	222	51	variable	variable	NOUN
ajeer-222	222	52	.	.	PUNCT
ajeer-222	223	1	the	the	DET
ajeer-222	223	2	matching	matching	NOUN
ajeer-222	223	3	estimates	estimate	NOUN
ajeer-222	223	4	generally	generally	ADV
ajeer-222	223	5	indicated	indicate	VERB
ajeer-222	223	6	that	that	SCONJ
ajeer-222	223	7	selling	sell	VERB
ajeer-222	223	8	to	to	ADP
ajeer-222	223	9	commercial	commercial	ADJ
ajeer-222	223	10	milk	milk	NOUN
ajeer-222	223	11	buyers	buyer	NOUN
ajeer-222	223	12	exerted	exert	VERB
ajeer-222	223	13	positive	positive	ADJ
ajeer-222	223	14	,	,	PUNCT
ajeer-222	223	15	significant	significant	ADJ
ajeer-222	223	16	and	and	CCONJ
ajeer-222	223	17	unbiased	unbiased	ADJ
ajeer-222	223	18	impacts	impact	NOUN
ajeer-222	223	19	on	on	ADP
ajeer-222	223	20	household	household	NOUN
ajeer-222	223	21	gross	gross	ADJ
ajeer-222	223	22	income	income	NOUN
ajeer-222	223	23	and	and	CCONJ
ajeer-222	223	24	hence	hence	ADV
ajeer-222	223	25	net	net	ADJ
ajeer-222	223	26	income	income	NOUN
ajeer-222	223	27	(	(	PUNCT
ajeer-222	223	28	table	table	NOUN
ajeer-222	223	29	6	6	NUM
ajeer-222	223	30	)	)	PUNCT
ajeer-222	223	31	.	.	PUNCT
ajeer-222	224	1	these	these	DET
ajeer-222	224	2	att	att	PROPN
ajeer-222	224	3	effects	effect	NOUN
ajeer-222	224	4	demonstrate	demonstrate	VERB
ajeer-222	224	5	that	that	SCONJ
ajeer-222	224	6	dairy	dairy	NOUN
ajeer-222	224	7	farmer	farmer	NOUN
ajeer-222	224	8	households	household	NOUN
ajeer-222	224	9	who	who	PRON
ajeer-222	224	10	sell	sell	VERB
ajeer-222	224	11	milk	milk	NOUN
ajeer-222	224	12	through	through	ADP
ajeer-222	224	13	these	these	DET
ajeer-222	224	14	commercial	commercial	ADJ
ajeer-222	224	15	milk	milk	NOUN
ajeer-222	224	16	buyers	buyer	NOUN
ajeer-222	224	17	increase	increase	VERB
ajeer-222	224	18	their	their	PRON
ajeer-222	224	19	gross	gross	ADJ
ajeer-222	224	20	income	income	NOUN
ajeer-222	224	21	thereby	thereby	ADV
ajeer-222	224	22	improving	improve	VERB
ajeer-222	224	23	their	their	PRON
ajeer-222	224	24	welfare	welfare	NOUN
ajeer-222	224	25	over	over	ADP
ajeer-222	224	26	and	and	CCONJ
ajeer-222	224	27	above	above	ADP
ajeer-222	224	28	those	those	PRON
ajeer-222	224	29	that	that	PRON
ajeer-222	224	30	are	be	AUX
ajeer-222	224	31	less	less	ADV
ajeer-222	224	32	motivated	motivated	ADJ
ajeer-222	224	33	to	to	PART
ajeer-222	224	34	commercial	commercial	ADJ
ajeer-222	224	35	milk	milk	NOUN
ajeer-222	224	36	buying	buying	NOUN
ajeer-222	224	37	channels	channel	NOUN
ajeer-222	224	38	.	.	PUNCT
ajeer-222	225	1	after	after	ADP
ajeer-222	225	2	matching	matching	NOUN
ajeer-222	225	3	,	,	PUNCT
ajeer-222	225	4	dairy	dairy	NOUN
ajeer-222	225	5	farmer	farmer	NOUN
ajeer-222	225	6	households	household	NOUN
ajeer-222	225	7	selling	sell	VERB
ajeer-222	225	8	to	to	ADP
ajeer-222	225	9	commercial	commercial	ADJ
ajeer-222	225	10	milk	milk	NOUN
ajeer-222	225	11	buyers	buyer	NOUN
ajeer-222	225	12	raised	raise	VERB
ajeer-222	225	13	their	their	PRON
ajeer-222	225	14	daily	daily	ADJ
ajeer-222	225	15	net	net	ADJ
ajeer-222	225	16	income	income	NOUN
ajeer-222	225	17	in	in	ADP
ajeer-222	225	18	the	the	DET
ajeer-222	225	19	household	household	NOUN
ajeer-222	225	20	by	by	ADP
ajeer-222	225	21	18.00	18.00	NUM
ajeer-222	225	22	kenya	kenya	NOUN
ajeer-222	225	23	shillings	shilling	NOUN
ajeer-222	225	24	on	on	ADP
ajeer-222	225	25	average	average	ADJ
ajeer-222	225	26	per	per	ADP
ajeer-222	225	27	dairy	dairy	NOUN
ajeer-222	225	28	cow	cow	NOUN
ajeer-222	225	29	.	.	PUNCT
ajeer-222	226	1	according	accord	VERB
ajeer-222	226	2	to	to	ADP
ajeer-222	226	3	owusu	owusu	PROPN
ajeer-222	226	4	and	and	CCONJ
ajeer-222	226	5	a.	a.	PROPN
ajeer-222	226	6	(	(	PUNCT
ajeer-222	226	7	2009	2009	NUM
ajeer-222	226	8	)	)	PUNCT
ajeer-222	226	9	households	household	NOUN
ajeer-222	226	10	that	that	PRON
ajeer-222	226	11	have	have	VERB
ajeer-222	226	12	a	a	DET
ajeer-222	226	13	higher	high	ADJ
ajeer-222	226	14	probability	probability	NOUN
ajeer-222	226	15	of	of	ADP
ajeer-222	226	16	participating	participate	VERB
ajeer-222	226	17	in	in	ADP
ajeer-222	226	18	non	non	ADJ
ajeer-222	226	19	-	-	ADJ
ajeer-222	226	20	farm	farm	ADJ
ajeer-222	226	21	work	work	NOUN
ajeer-222	226	22	are	be	AUX
ajeer-222	226	23	able	able	ADJ
ajeer-222	226	24	to	to	PART
ajeer-222	226	25	obtain	obtain	VERB
ajeer-222	226	26	higher	high	ADJ
ajeer-222	226	27	incomes	income	NOUN
ajeer-222	226	28	and	and	CCONJ
ajeer-222	226	29	improve	improve	VERB
ajeer-222	226	30	their	their	PRON
ajeer-222	226	31	food	food	NOUN
ajeer-222	226	32	security	security	NOUN
ajeer-222	226	33	status	status	NOUN
ajeer-222	226	34	over	over	ADP
ajeer-222	226	35	and	and	CCONJ
ajeer-222	226	36	above	above	ADP
ajeer-222	226	37	those	those	PRON
ajeer-222	226	38	that	that	PRON
ajeer-222	226	39	are	be	AUX
ajeer-222	226	40	less	less	ADV
ajeer-222	226	41	inclined	inclined	ADJ
ajeer-222	226	42	to	to	PART
ajeer-222	226	43	participate	participate	VERB
ajeer-222	226	44	in	in	ADP
ajeer-222	226	45	non	non	ADJ
ajeer-222	226	46	-	-	ADJ
ajeer-222	226	47	farm	farm	ADJ
ajeer-222	226	48	work	work	NOUN
ajeer-222	226	49	.	.	PUNCT
ajeer-222	227	1	this	this	PRON
ajeer-222	227	2	is	be	AUX
ajeer-222	227	3	in	in	ADP
ajeer-222	227	4	convergence	convergence	NOUN
ajeer-222	227	5	with	with	ADP
ajeer-222	227	6	the	the	DET
ajeer-222	227	7	current	current	ADJ
ajeer-222	227	8	study	study	NOUN
ajeer-222	227	9	findings	finding	NOUN
ajeer-222	227	10	.	.	PUNCT
ajeer-222	228	1	the	the	DET
ajeer-222	228	2	matching	matching	NOUN
ajeer-222	228	3	estimates	estimate	NOUN
ajeer-222	228	4	of	of	ADP
ajeer-222	228	5	the	the	DET
ajeer-222	228	6	atu	atu	PROPN
ajeer-222	228	7	effect	effect	NOUN
ajeer-222	228	8	indicates	indicate	VERB
ajeer-222	228	9	that	that	SCONJ
ajeer-222	228	10	if	if	SCONJ
ajeer-222	228	11	farmer	farmer	NOUN
ajeer-222	228	12	households	household	NOUN
ajeer-222	228	13	who	who	PRON
ajeer-222	228	14	did	do	AUX
ajeer-222	228	15	not	not	PART
ajeer-222	228	16	sell	sell	VERB
ajeer-222	228	17	their	their	PRON
ajeer-222	228	18	milk	milk	NOUN
ajeer-222	228	19	to	to	ADP
ajeer-222	228	20	commercial	commercial	ADJ
ajeer-222	228	21	milk	milk	NOUN
ajeer-222	228	22	buyers	buyer	NOUN
ajeer-222	228	23	had	have	AUX
ajeer-222	228	24	actually	actually	ADV
ajeer-222	228	25	sold	sell	VERB
ajeer-222	228	26	the	the	DET
ajeer-222	228	27	milk	milk	NOUN
ajeer-222	228	28	(	(	PUNCT
ajeer-222	228	29	counterfactual	counterfactual	ADJ
ajeer-222	228	30	condition	condition	NOUN
ajeer-222	228	31	)	)	PUNCT
ajeer-222	228	32	,	,	PUNCT
ajeer-222	228	33	then	then	ADV
ajeer-222	228	34	their	their	PRON
ajeer-222	228	35	household	household	NOUN
ajeer-222	228	36	income	income	NOUN
ajeer-222	228	37	and	and	CCONJ
ajeer-222	228	38	employment	employment	NOUN
ajeer-222	228	39	hours	hour	NOUN
ajeer-222	228	40	would	would	AUX
ajeer-222	228	41	be	be	AUX
ajeer-222	228	42	on	on	ADP
ajeer-222	228	43	average	average	ADJ
ajeer-222	228	44	higher	high	ADJ
ajeer-222	228	45	than	than	ADP
ajeer-222	228	46	that	that	PRON
ajeer-222	228	47	of	of	ADP
ajeer-222	228	48	those	those	PRON
ajeer-222	228	49	who	who	PRON
ajeer-222	228	50	did	do	AUX
ajeer-222	228	51	sell	sell	VERB
ajeer-222	228	52	their	their	PRON
ajeer-222	228	53	milk	milk	NOUN
ajeer-222	228	54	to	to	ADP
ajeer-222	228	55	commercial	commercial	ADJ
ajeer-222	228	56	milk	milk	NOUN
ajeer-222	228	57	buyers.owusu	buyers.owusu	PROPN
ajeer-222	228	58	and	and	CCONJ
ajeer-222	228	59	a.	a.	NOUN
ajeer-222	228	60	(	(	PUNCT
ajeer-222	228	61	2009	2009	NUM
ajeer-222	228	62	)	)	PUNCT
ajeer-222	228	63	further	further	ADJ
ajeer-222	228	64	notes	note	NOUN
ajeer-222	228	65	that	that	SCONJ
ajeer-222	228	66	the	the	DET
ajeer-222	228	67	implication	implication	NOUN
ajeer-222	228	68	of	of	ADP
ajeer-222	228	69	such	such	DET
ajeer-222	228	70	an	an	DET
ajeer-222	228	71	outcome	outcome	NOUN
ajeer-222	228	72	is	be	AUX
ajeer-222	228	73	that	that	SCONJ
ajeer-222	228	74	income	income	NOUN
ajeer-222	228	75	and	and	CCONJ
ajeer-222	228	76	food	food	NOUN
ajeer-222	228	77	security	security	NOUN
ajeer-222	228	78	gains	gain	NOUN
ajeer-222	228	79	from	from	ADP
ajeer-222	228	80	participation	participation	NOUN
ajeer-222	228	81	in	in	ADP
ajeer-222	228	82	non	non	ADJ
ajeer-222	228	83	-	-	ADJ
ajeer-222	228	84	farm	farm	ADJ
ajeer-222	228	85	employment	employment	NOUN
ajeer-222	228	86	are	be	AUX
ajeer-222	228	87	slightly	slightly	ADV
ajeer-222	228	88	higher	high	ADJ
ajeer-222	228	89	for	for	ADP
ajeer-222	228	90	households	household	NOUN
ajeer-222	228	91	with	with	ADP
ajeer-222	228	92	a	a	DET
ajeer-222	228	93	higher	high	ADJ
ajeer-222	228	94	probability	probability	NOUN
ajeer-222	228	95	of	of	ADP
ajeer-222	228	96	participating	participate	VERB
ajeer-222	228	97	than	than	ADP
ajeer-222	228	98	households	household	NOUN
ajeer-222	228	99	with	with	ADP
ajeer-222	228	100	slightly	slightly	ADV
ajeer-222	228	101	lower	low	ADJ
ajeer-222	228	102	chances	chance	NOUN
ajeer-222	228	103	of	of	ADP
ajeer-222	228	104	participating	participate	VERB
ajeer-222	228	105	in	in	ADP
ajeer-222	228	106	non	non	ADJ
ajeer-222	228	107	-	-	ADJ
ajeer-222	228	108	farm	farm	ADJ
ajeer-222	228	109	employment	employment	NOUN
ajeer-222	228	110	.	.	PUNCT
ajeer-222	229	1	results	result	NOUN
ajeer-222	229	2	further	far	ADV
ajeer-222	229	3	revealed	reveal	VERB
ajeer-222	229	4	that	that	SCONJ
ajeer-222	229	5	the	the	DET
ajeer-222	229	6	matching	matching	NOUN
ajeer-222	229	7	estimates	estimate	NOUN
ajeer-222	229	8	for	for	ADP
ajeer-222	229	9	gross	gross	ADJ
ajeer-222	229	10	income	income	NOUN
ajeer-222	229	11	per	per	ADP
ajeer-222	229	12	animal	animal	NOUN
ajeer-222	229	13	on	on	ADP
ajeer-222	229	14	the	the	DET
ajeer-222	229	15	treatment	treatment	NOUN
ajeer-222	229	16	group	group	NOUN
ajeer-222	229	17	,	,	PUNCT
ajeer-222	229	18	while	while	SCONJ
ajeer-222	229	19	balancing	balance	VERB
ajeer-222	229	20	for	for	ADP
ajeer-222	229	21	the	the	DET
ajeer-222	229	22	original	original	ADJ
ajeer-222	229	23	level	level	NOUN
ajeer-222	229	24	of	of	ADP
ajeer-222	229	25	gross	gross	ADJ
ajeer-222	229	26	income	income	NOUN
ajeer-222	229	27	before	before	ADP
ajeer-222	229	28	and	and	CCONJ
ajeer-222	229	29	after	after	ADP
ajeer-222	229	30	treatment	treatment	NOUN
ajeer-222	229	31	,	,	PUNCT
ajeer-222	229	32	also	also	ADV
ajeer-222	229	33	increased	increase	VERB
ajeer-222	229	34	by	by	ADP
ajeer-222	229	35	18.24	18.24	NUM
ajeer-222	229	36	kenya	kenya	NOUN
ajeer-222	229	37	shillings	shilling	NOUN
ajeer-222	229	38	(	(	PUNCT
ajeer-222	229	39	the	the	DET
ajeer-222	229	40	nearest	near	ADJ
ajeer-222	229	41	neighbour	neighbour	ADJ
ajeer-222	229	42	estimate	estimate	NOUN
ajeer-222	229	43	of	of	ADP
ajeer-222	229	44	the	the	DET
ajeer-222	229	45	average	average	ADJ
ajeer-222	229	46	gain	gain	NOUN
ajeer-222	229	47	)	)	PUNCT
ajeer-222	229	48	after	after	ADP
ajeer-222	229	49	matching	match	VERB
ajeer-222	229	50	.	.	PUNCT
ajeer-222	230	1	similarly	similarly	ADV
ajeer-222	230	2	,	,	PUNCT
ajeer-222	230	3	employment	employment	NOUN
ajeer-222	230	4	hours	hour	NOUN
ajeer-222	230	5	increased	increase	VERB
ajeer-222	230	6	on	on	ADP
ajeer-222	230	7	average	average	ADJ
ajeer-222	230	8	by	by	ADP
ajeer-222	230	9	4	4	NUM
ajeer-222	230	10	hour	hour	NOUN
ajeer-222	230	11	46	46	NUM
ajeer-222	230	12	minutes	minute	NOUN
ajeer-222	230	13	for	for	ADP
ajeer-222	230	14	dairy	dairy	NOUN
ajeer-222	230	15	farmer	farmer	NOUN
ajeer-222	230	16	households	household	NOUN
ajeer-222	230	17	in	in	ADP
ajeer-222	230	18	the	the	DET
ajeer-222	230	19	treatment	treatment	NOUN
ajeer-222	230	20	group	group	NOUN
ajeer-222	230	21	(	(	PUNCT
ajeer-222	230	22	those	those	PRON
ajeer-222	230	23	selling	sell	VERB
ajeer-222	230	24	to	to	ADP
ajeer-222	230	25	commercial	commercial	ADJ
ajeer-222	230	26	buyers	buyer	NOUN
ajeer-222	230	27	)	)	PUNCT
ajeer-222	230	28	after	after	ADP
ajeer-222	230	29	matching	match	VERB
ajeer-222	230	30	results	result	NOUN
ajeer-222	230	31	of	of	ADP
ajeer-222	230	32	the	the	DET
ajeer-222	230	33	unobserved	unobserved	ADJ
ajeer-222	230	34	.	.	PUNCT
ajeer-222	231	1	this	this	PRON
ajeer-222	231	2	confirm	confirm	VERB
ajeer-222	231	3	earlier	early	ADV
ajeer-222	231	4	findings	finding	NOUN
ajeer-222	231	5	by	by	ADP
ajeer-222	231	6	heshmati	heshmati	NOUN
ajeer-222	231	7	(	(	PUNCT
ajeer-222	231	8	2007	2007	NUM
ajeer-222	231	9	)	)	PUNCT
ajeer-222	231	10	that	that	SCONJ
ajeer-222	231	11	the	the	DET
ajeer-222	231	12	underlying	underlie	VERB
ajeer-222	231	13	technologies	technology	NOUN
ajeer-222	231	14	employed	employ	VERB
ajeer-222	231	15	defines	define	NOUN
ajeer-222	231	16	a	a	DET
ajeer-222	231	17	production	production	NOUN
ajeer-222	231	18	function	function	NOUN
ajeer-222	231	19	to	to	PART
ajeer-222	231	20	estimate	estimate	VERB
ajeer-222	231	21	the	the	DET
ajeer-222	231	22	mean	mean	ADJ
ajeer-222	231	23	output	output	NOUN
ajeer-222	231	24	rather	rather	ADV
ajeer-222	231	25	than	than	ADP
ajeer-222	231	26	the	the	DET
ajeer-222	231	27	maximum	maximum	ADJ
ajeer-222	231	28	output	output	NOUN
ajeer-222	231	29	.	.	PUNCT
ajeer-222	232	1	after	after	ADP
ajeer-222	232	2	matching	match	VERB
ajeer-222	232	3	,	,	PUNCT
ajeer-222	232	4	the	the	DET
ajeer-222	232	5	percentage	percentage	NOUN
ajeer-222	232	6	of	of	ADP
ajeer-222	232	7	cows	cow	NOUN
ajeer-222	232	8	bred	breed	VERB
ajeer-222	232	9	using	use	VERB
ajeer-222	232	10	modern	modern	ADJ
ajeer-222	232	11	breeding	breeding	NOUN
ajeer-222	232	12	technologies	technology	NOUN
ajeer-222	232	13	for	for	ADP
ajeer-222	232	14	example	example	NOUN
ajeer-222	232	15	ai	ai	VERB
ajeer-222	232	16	or	or	CCONJ
ajeer-222	232	17	sexed	sex	VERB
ajeer-222	232	18	semen	semen	NOUN
ajeer-222	232	19	decreased	decrease	VERB
ajeer-222	232	20	for	for	ADP
ajeer-222	232	21	the	the	DET
ajeer-222	232	22	dairy	dairy	NOUN
ajeer-222	232	23	farmer	farmer	NOUN
ajeer-222	232	24	households	household	NOUN
ajeer-222	232	25	in	in	ADP
ajeer-222	232	26	the	the	DET
ajeer-222	232	27	treatment	treatment	NOUN
ajeer-222	232	28	group	group	NOUN
ajeer-222	232	29	(	(	PUNCT
ajeer-222	232	30	dairy	dairy	NOUN
ajeer-222	232	31	farmer	farmer	NOUN
ajeer-222	232	32	households	household	NOUN
ajeer-222	232	33	selling	sell	VERB
ajeer-222	232	34	milk	milk	NOUN
ajeer-222	232	35	to	to	ADP
ajeer-222	232	36	commercial	commercial	ADJ
ajeer-222	232	37	buyers	buyer	NOUN
ajeer-222	232	38	)	)	PUNCT
ajeer-222	232	39	by	by	ADP
ajeer-222	232	40	about	about	ADV
ajeer-222	232	41	69	69	NUM
ajeer-222	232	42	percent	percent	NOUN
ajeer-222	232	43	.	.	PUNCT
ajeer-222	233	1	this	this	PRON
ajeer-222	233	2	can	can	AUX
ajeer-222	233	3	be	be	AUX
ajeer-222	233	4	attributed	attribute	VERB
ajeer-222	233	5	to	to	ADP
ajeer-222	233	6	the	the	DET
ajeer-222	233	7	high	high	ADJ
ajeer-222	233	8	cost	cost	NOUN
ajeer-222	233	9	of	of	ADP
ajeer-222	233	10	dairy	dairy	NOUN
ajeer-222	233	11	cow	cow	NOUN
ajeer-222	233	12	breeding	breeding	NOUN
ajeer-222	233	13	in	in	ADP
ajeer-222	233	14	the	the	DET
ajeer-222	233	15	study	study	NOUN
ajeer-222	233	16	area	area	NOUN
ajeer-222	233	17	that	that	PRON
ajeer-222	233	18	has	have	AUX
ajeer-222	233	19	been	be	AUX
ajeer-222	233	20	brought	bring	VERB
ajeer-222	233	21	about	about	ADP
ajeer-222	233	22	by	by	ADP
ajeer-222	233	23	asymmetric	asymmetric	ADJ
ajeer-222	233	24	information	information	NOUN
ajeer-222	233	25	flow	flow	NOUN
ajeer-222	233	26	.	.	PUNCT
ajeer-222	234	1	of	of	ADP
ajeer-222	234	2	particular	particular	ADJ
ajeer-222	234	3	concern	concern	NOUN
ajeer-222	234	4	have	have	AUX
ajeer-222	234	5	been	be	AUX
ajeer-222	234	6	breeding	breed	VERB
ajeer-222	234	7	(	(	PUNCT
ajeer-222	234	8	a.i	a.i	NOUN
ajeer-222	234	9	)	)	PUNCT
ajeer-222	234	10	prices	price	NOUN
ajeer-222	234	11	that	that	PRON
ajeer-222	234	12	do	do	AUX
ajeer-222	234	13	not	not	PART
ajeer-222	234	14	fully	fully	ADV
ajeer-222	234	15	reflect	reflect	VERB
ajeer-222	234	16	quality	quality	NOUN
ajeer-222	234	17	because	because	SCONJ
ajeer-222	234	18	dairy	dairy	NOUN
ajeer-222	234	19	farmers	farmer	NOUN
ajeer-222	234	20	and	and	CCONJ
ajeer-222	234	21	breeders	breeder	NOUN
ajeer-222	234	22	do	do	AUX
ajeer-222	234	23	not	not	PART
ajeer-222	234	24	have	have	VERB
ajeer-222	234	25	the	the	DET
ajeer-222	234	26	same	same	ADJ
ajeer-222	234	27	information	information	NOUN
ajeer-222	234	28	.	.	PUNCT
ajeer-222	235	1	this	this	DET
ajeer-222	235	2	result	result	NOUN
ajeer-222	235	3	is	be	AUX
ajeer-222	235	4	in	in	ADP
ajeer-222	235	5	convergence	convergence	NOUN
ajeer-222	235	6	and	and	CCONJ
ajeer-222	235	7	in	in	ADP
ajeer-222	235	8	conformity	conformity	NOUN
ajeer-222	235	9	with	with	ADP
ajeer-222	235	10	earlier	early	ADJ
ajeer-222	235	11	studies	study	NOUN
ajeer-222	235	12	by	by	ADP
ajeer-222	235	13	eggertson	eggertson	PROPN
ajeer-222	235	14	(	(	PUNCT
ajeer-222	235	15	1990	1990	NUM
ajeer-222	235	16	)	)	PUNCT
ajeer-222	235	17	who	who	PRON
ajeer-222	235	18	argues	argue	VERB
ajeer-222	235	19	that	that	SCONJ
ajeer-222	235	20	before	before	ADP
ajeer-222	235	21	making	make	VERB
ajeer-222	235	22	a	a	DET
ajeer-222	235	23	decision	decision	NOUN
ajeer-222	235	24	about	about	ADP
ajeer-222	235	25	how	how	SCONJ
ajeer-222	235	26	to	to	PART
ajeer-222	235	27	market	market	VERB
ajeer-222	235	28	a	a	DET
ajeer-222	235	29	product	product	NOUN
ajeer-222	235	30	and	and	CCONJ
ajeer-222	235	31	to	to	ADP
ajeer-222	235	32	whom	whom	PRON
ajeer-222	235	33	to	to	PART
ajeer-222	235	34	sell	sell	VERB
ajeer-222	235	35	it	it	PRON
ajeer-222	235	36	,	,	PUNCT
ajeer-222	235	37	producers	producer	NOUN
ajeer-222	235	38	must	must	AUX
ajeer-222	235	39	determine	determine	VERB
ajeer-222	235	40	the	the	DET
ajeer-222	235	41	price	price	NOUN
ajeer-222	235	42	that	that	PRON
ajeer-222	235	43	they	they	PRON
ajeer-222	235	44	expect	expect	VERB
ajeer-222	235	45	to	to	PART
ajeer-222	235	46	receive	receive	VERB
ajeer-222	235	47	.	.	PUNCT
ajeer-222	236	1	further	far	ADV
ajeer-222	236	2	,	,	PUNCT
ajeer-222	236	3	eggertson	eggertson	PROPN
ajeer-222	236	4	(	(	PUNCT
ajeer-222	236	5	1990	1990	NUM
ajeer-222	236	6	)	)	PUNCT
ajeer-222	236	7	argues	argue	VERB
ajeer-222	236	8	that	that	SCONJ
ajeer-222	236	9	transaction	transaction	NOUN
ajeer-222	236	10	costs	cost	NOUN
ajeer-222	236	11	arise	arise	VERB
ajeer-222	236	12	when	when	SCONJ
ajeer-222	236	13	market	market	NOUN
ajeer-222	236	14	information	information	NOUN
ajeer-222	236	15	is	be	AUX
ajeer-222	236	16	asymmetric	asymmetric	ADJ
ajeer-222	236	17	as	as	SCONJ
ajeer-222	236	18	this	this	PRON
ajeer-222	236	19	induces	induce	VERB
ajeer-222	236	20	activities	activity	NOUN
ajeer-222	236	21	such	such	ADJ
ajeer-222	236	22	as	as	ADP
ajeer-222	236	23	information	information	NOUN
ajeer-222	236	24	searchers	searcher	NOUN
ajeer-222	236	25	,	,	PUNCT
ajeer-222	236	26	bargaining	bargaining	NOUN
ajeer-222	236	27	,	,	PUNCT
ajeer-222	236	28	market	market	NOUN
ajeer-222	236	29	contracting	contracting	NOUN
ajeer-222	236	30	,	,	PUNCT
ajeer-222	236	31	monitoring	monitoring	NOUN
ajeer-222	236	32	,	,	PUNCT
ajeer-222	236	33	enforcement	enforcement	NOUN
ajeer-222	236	34	and	and	CCONJ
ajeer-222	236	35	protection	protection	NOUN
ajeer-222	236	36	of	of	ADP
ajeer-222	236	37	property	property	NOUN
ajeer-222	236	38	rights	right	NOUN
ajeer-222	236	39	,	,	PUNCT
ajeer-222	236	40	which	which	PRON
ajeer-222	236	41	are	be	AUX
ajeer-222	236	42	,	,	PUNCT
ajeer-222	236	43	by	by	ADP
ajeer-222	236	44	nature	nature	NOUN
ajeer-222	236	45	costly	costly	ADJ
ajeer-222	236	46	.	.	PUNCT
ajeer-222	237	1	the	the	DET
ajeer-222	237	2	magnitude	magnitude	NOUN
ajeer-222	237	3	of	of	ADP
ajeer-222	237	4	the	the	DET
ajeer-222	237	5	coefficients	coefficient	NOUN
ajeer-222	237	6	of	of	ADP
ajeer-222	237	7	the	the	DET
ajeer-222	237	8	treatment	treatment	NOUN
ajeer-222	237	9	effects	effect	NOUN
ajeer-222	237	10	indicated	indicate	VERB
ajeer-222	237	11	that	that	SCONJ
ajeer-222	237	12	the	the	DET
ajeer-222	237	13	average	average	ADJ
ajeer-222	237	14	treatment	treatment	NOUN
ajeer-222	237	15	effects	effect	NOUN
ajeer-222	237	16	for	for	ADP
ajeer-222	237	17	the	the	DET
ajeer-222	237	18	treated	treat	VERB
ajeer-222	237	19	(	(	PUNCT
ajeer-222	237	20	att	att	PROPN
ajeer-222	237	21	)	)	PUNCT
ajeer-222	237	22	were	be	AUX
ajeer-222	237	23	higher	high	ADJ
ajeer-222	237	24	than	than	ADP
ajeer-222	237	25	the	the	DET
ajeer-222	237	26	average	average	ADJ
ajeer-222	237	27	treatment	treatment	NOUN
ajeer-222	237	28	effects	effect	NOUN
ajeer-222	237	29	for	for	ADP
ajeer-222	237	30	the	the	DET
ajeer-222	237	31	entire	entire	ADJ
ajeer-222	237	32	sample	sample	NOUN
ajeer-222	237	33	(	(	PUNCT
ajeer-222	237	34	ate	ate	NOUN
ajeer-222	237	35	)	)	PUNCT
ajeer-222	237	36	and	and	CCONJ
ajeer-222	237	37	the	the	DET
ajeer-222	237	38	average	average	ADJ
ajeer-222	237	39	treatment	treatment	NOUN
ajeer-222	237	40	effects	effect	NOUN
ajeer-222	237	41	for	for	ADP
ajeer-222	237	42	the	the	DET
ajeer-222	237	43	untreated	untreated	ADJ
ajeer-222	237	44	(	(	PUNCT
ajeer-222	237	45	atu	atu	NOUN
ajeer-222	237	46	)	)	PUNCT
ajeer-222	237	47	for	for	ADP
ajeer-222	237	48	the	the	DET
ajeer-222	237	49	outcome	outcome	NOUN
ajeer-222	237	50	variables	variable	NOUN
ajeer-222	237	51	except	except	SCONJ
ajeer-222	237	52	for	for	ADP
ajeer-222	237	53	technology	technology	NOUN
ajeer-222	237	54	(	(	PUNCT
ajeer-222	237	55	table	table	NOUN
ajeer-222	237	56	6	6	NUM
ajeer-222	237	57	)	)	PUNCT
ajeer-222	237	58	.	.	PUNCT
ajeer-222	238	1	these	these	DET
ajeer-222	238	2	results	result	NOUN
ajeer-222	238	3	indicated	indicate	VERB
ajeer-222	238	4	that	that	SCONJ
ajeer-222	238	5	farmers	farmer	NOUN
ajeer-222	238	6	who	who	PRON
ajeer-222	238	7	sold	sell	VERB
ajeer-222	238	8	milk	milk	NOUN
ajeer-222	238	9	to	to	ADP
ajeer-222	238	10	commercial	commercial	ADJ
ajeer-222	238	11	buyers	buyer	NOUN
ajeer-222	238	12	had	have	VERB
ajeer-222	238	13	a	a	DET
ajeer-222	238	14	higher	high	ADJ
ajeer-222	238	15	probability	probability	NOUN
ajeer-222	238	16	of	of	ADP
ajeer-222	238	17	obtaining	obtain	VERB
ajeer-222	238	18	higher	high	ADJ
ajeer-222	238	19	gross	gross	ADJ
ajeer-222	238	20	income	income	NOUN
ajeer-222	238	21	per	per	ADP
ajeer-222	238	22	animal	animal	NOUN
ajeer-222	238	23	and	and	CCONJ
ajeer-222	238	24	had	have	VERB
ajeer-222	238	25	a	a	DET
ajeer-222	238	26	higher	high	ADJ
ajeer-222	238	27	probability	probability	NOUN
ajeer-222	238	28	of	of	ADP
ajeer-222	238	29	improving	improve	VERB
ajeer-222	238	30	their	their	PRON
ajeer-222	238	31	welfare	welfare	NOUN
ajeer-222	238	32	over	over	ADP
ajeer-222	238	33	and	and	CCONJ
ajeer-222	238	34	above	above	ADP
ajeer-222	238	35	those	those	DET
ajeer-222	238	36	farmers	farmer	NOUN
ajeer-222	238	37	who	who	PRON
ajeer-222	238	38	did	do	VERB
ajeer-222	238	39	not	not	PART
ajeer-222	238	40	.	.	PUNCT
ajeer-222	239	1	the	the	DET
ajeer-222	239	2	average	average	ADJ
ajeer-222	239	3	effect	effect	NOUN
ajeer-222	239	4	of	of	ADP
ajeer-222	239	5	the	the	DET
ajeer-222	239	6	treatment	treatment	NOUN
ajeer-222	239	7	(	(	PUNCT
ajeer-222	239	8	ate	ate	NOUN
ajeer-222	239	9	)	)	PUNCT
ajeer-222	239	10	for	for	ADP
ajeer-222	239	11	a	a	DET
ajeer-222	239	12	dairy	dairy	NOUN
ajeer-222	239	13	farmer	farmer	NOUN
ajeer-222	239	14	household	household	NOUN
ajeer-222	239	15	drawn	draw	VERB
ajeer-222	239	16	from	from	ADP
ajeer-222	239	17	the	the	DET
ajeer-222	239	18	overall	overall	ADJ
ajeer-222	239	19	population	population	NOUN
ajeer-222	239	20	at	at	ADP
ajeer-222	239	21	random	random	ADJ
ajeer-222	239	22	was	be	AUX
ajeer-222	239	23	kenya	kenya	NOUN
ajeer-222	239	24	shillings	shilling	NOUN
ajeer-222	239	25	16.00	16.00	NUM
ajeer-222	239	26	higher	high	ADJ
ajeer-222	239	27	because	because	SCONJ
ajeer-222	239	28	of	of	ADP
ajeer-222	239	29	selling	sell	VERB
ajeer-222	239	30	to	to	ADP
ajeer-222	239	31	commercial	commercial	ADJ
ajeer-222	239	32	milk	milk	NOUN
ajeer-222	239	33	buyers	buyer	NOUN
ajeer-222	239	34	.	.	PUNCT
ajeer-222	240	1	this	this	PRON
ajeer-222	240	2	was	be	AUX
ajeer-222	240	3	because	because	SCONJ
ajeer-222	240	4	a	a	DET
ajeer-222	240	5	positive	positive	ADJ
ajeer-222	240	6	effect	effect	NOUN
ajeer-222	240	7	was	be	AUX
ajeer-222	240	8	estimated	estimate	VERB
ajeer-222	240	9	for	for	ADP
ajeer-222	240	10	the	the	DET
ajeer-222	240	11	dairy	dairy	NOUN
ajeer-222	240	12	farmer	farmer	NOUN
ajeer-222	240	13	households	household	NOUN
ajeer-222	240	14	not	not	PART
ajeer-222	240	15	selling	sell	VERB
ajeer-222	240	16	to	to	ADP
ajeer-222	240	17	commercial	commercial	ADJ
ajeer-222	240	18	buyers	buyer	NOUN
ajeer-222	240	19	(	(	PUNCT
ajeer-222	240	20	atu	atu	NOUN
ajeer-222	240	21	)	)	PUNCT
ajeer-222	240	22	.	.	PUNCT
ajeer-222	241	1	the	the	DET
ajeer-222	241	2	atu	atu	PROPN
ajeer-222	241	3	effect	effect	NOUN
ajeer-222	241	4	by	by	ADP
ajeer-222	241	5	caliper	caliper	NOUN
ajeer-222	241	6	matching	matching	NOUN
ajeer-222	241	7	estimates	estimate	NOUN
ajeer-222	241	8	indicated	indicate	VERB
ajeer-222	241	9	that	that	SCONJ
ajeer-222	241	10	if	if	SCONJ
ajeer-222	241	11	farmer	farmer	NOUN
ajeer-222	241	12	households	household	NOUN
ajeer-222	241	13	that	that	PRON
ajeer-222	241	14	did	do	AUX
ajeer-222	241	15	not	not	PART
ajeer-222	241	16	sell	sell	VERB
ajeer-222	241	17	milk	milk	NOUN
ajeer-222	241	18	to	to	ADP
ajeer-222	241	19	commercial	commercial	ADJ
ajeer-222	241	20	milk	milk	NOUN
ajeer-222	241	21	buyers	buyer	NOUN
ajeer-222	241	22	had	have	AUX
ajeer-222	241	23	actually	actually	ADV
ajeer-222	241	24	sold	sell	VERB
ajeer-222	241	25	the	the	DET
ajeer-222	241	26	milk	milk	NOUN
ajeer-222	241	27	,	,	PUNCT
ajeer-222	241	28	a	a	DET
ajeer-222	241	29	counterfactual	counterfactual	ADJ
ajeer-222	241	30	condition	condition	NOUN
ajeer-222	241	31	,	,	PUNCT
ajeer-222	241	32	then	then	ADV
ajeer-222	241	33	their	their	PRON
ajeer-222	241	34	household	household	NOUN
ajeer-222	241	35	income	income	NOUN
ajeer-222	241	36	and	and	CCONJ
ajeer-222	241	37	employment	employment	NOUN
ajeer-222	241	38	hours	hour	NOUN
ajeer-222	241	39	would	would	AUX
ajeer-222	241	40	be	be	AUX
ajeer-222	241	41	on	on	ADP
ajeer-222	241	42	average	average	ADJ
ajeer-222	241	43	lower	low	ADJ
ajeer-222	241	44	than	than	ADP
ajeer-222	241	45	that	that	PRON
ajeer-222	241	46	of	of	ADP
ajeer-222	241	47	those	those	PRON
ajeer-222	241	48	who	who	PRON
ajeer-222	241	49	did	do	AUX
ajeer-222	241	50	sell	sell	VERB
ajeer-222	241	51	their	their	PRON
ajeer-222	241	52	milk	milk	NOUN
ajeer-222	241	53	to	to	ADP
ajeer-222	241	54	commercial	commercial	ADJ
ajeer-222	241	55	milk	milk	NOUN
ajeer-222	241	56	buyers	buyer	NOUN
ajeer-222	241	57	.	.	PUNCT
ajeer-222	242	1	the	the	DET
ajeer-222	242	2	implication	implication	NOUN
ajeer-222	242	3	here	here	ADV
ajeer-222	242	4	is	be	AUX
ajeer-222	242	5	that	that	SCONJ
ajeer-222	242	6	the	the	DET
ajeer-222	242	7	net	net	ADJ
ajeer-222	242	8	income	income	NOUN
ajeer-222	242	9	and	and	CCONJ
ajeer-222	242	10	employment	employment	NOUN
ajeer-222	242	11	hour	hour	NOUN
ajeer-222	242	12	gains	gain	NOUN
ajeer-222	242	13	from	from	ADP
ajeer-222	242	14	selling	sell	VERB
ajeer-222	242	15	to	to	ADP
ajeer-222	242	16	commercial	commercial	ADJ
ajeer-222	242	17	milk	milk	NOUN
ajeer-222	242	18	buyers	buyer	NOUN
ajeer-222	242	19	are	be	AUX
ajeer-222	242	20	slightly	slightly	ADV
ajeer-222	242	21	higher	high	ADJ
ajeer-222	242	22	for	for	ADP
ajeer-222	242	23	dairy	dairy	NOUN
ajeer-222	242	24	farmer	farmer	NOUN
ajeer-222	242	25	asian	asian	PROPN
ajeer-222	242	26	journal	journal	PROPN
ajeer-222	242	27	of	of	ADP
ajeer-222	242	28	economics	economic	NOUN
ajeer-222	242	29	and	and	CCONJ
ajeer-222	242	30	empirical	empirical	ADJ
ajeer-222	242	31	research	research	NOUN
ajeer-222	242	32	,	,	PUNCT
ajeer-222	242	33	2016	2016	NUM
ajeer-222	242	34	,	,	PUNCT
ajeer-222	242	35	3(2	3(2	NUM
ajeer-222	242	36	):	):	PUNCT
ajeer-222	242	37	145	145	NUM
ajeer-222	242	38	-	-	SYM
ajeer-222	242	39	155	155	NUM
ajeer-222	242	40	153	153	NUM
ajeer-222	242	41	households	household	NOUN
ajeer-222	242	42	with	with	ADP
ajeer-222	242	43	a	a	DET
ajeer-222	242	44	higher	high	ADJ
ajeer-222	242	45	probability	probability	NOUN
ajeer-222	242	46	of	of	ADP
ajeer-222	242	47	selling	sell	VERB
ajeer-222	242	48	to	to	ADP
ajeer-222	242	49	commercial	commercial	ADJ
ajeer-222	242	50	milk	milk	NOUN
ajeer-222	242	51	buyers	buyer	NOUN
ajeer-222	242	52	than	than	ADP
ajeer-222	242	53	to	to	ADP
ajeer-222	242	54	dairy	dairy	NOUN
ajeer-222	242	55	farmer	farmer	NOUN
ajeer-222	242	56	households	household	NOUN
ajeer-222	242	57	with	with	ADP
ajeer-222	242	58	slightly	slightly	ADV
ajeer-222	242	59	lower	low	ADJ
ajeer-222	242	60	chances	chance	NOUN
ajeer-222	242	61	of	of	ADP
ajeer-222	242	62	selling	sell	VERB
ajeer-222	242	63	to	to	ADP
ajeer-222	242	64	commercial	commercial	ADJ
ajeer-222	242	65	milk	milk	NOUN
ajeer-222	242	66	marketing	marketing	NOUN
ajeer-222	242	67	channel	channel	NOUN
ajeer-222	242	68	.	.	PUNCT
ajeer-222	243	1	in	in	ADP
ajeer-222	243	2	performing	perform	VERB
ajeer-222	243	3	psm	psm	NOUN
ajeer-222	243	4	using	use	VERB
ajeer-222	243	5	the	the	DET
ajeer-222	243	6	common	common	ADJ
ajeer-222	243	7	option	option	NOUN
ajeer-222	243	8	imposes	impose	VERB
ajeer-222	243	9	a	a	DET
ajeer-222	243	10	common	common	ADJ
ajeer-222	243	11	support	support	NOUN
ajeer-222	243	12	by	by	ADP
ajeer-222	243	13	dropping	drop	VERB
ajeer-222	243	14	treatment	treatment	NOUN
ajeer-222	243	15	observations	observation	NOUN
ajeer-222	243	16	whose	whose	DET
ajeer-222	243	17	pscore	pscore	NOUN
ajeer-222	243	18	is	be	AUX
ajeer-222	243	19	higher	high	ADJ
ajeer-222	243	20	than	than	ADP
ajeer-222	243	21	the	the	DET
ajeer-222	243	22	maximum	maximum	ADJ
ajeer-222	243	23	or	or	CCONJ
ajeer-222	243	24	less	less	ADJ
ajeer-222	243	25	than	than	ADP
ajeer-222	243	26	the	the	DET
ajeer-222	243	27	minimum	minimum	ADJ
ajeer-222	243	28	pscore	pscore	NOUN
ajeer-222	243	29	of	of	ADP
ajeer-222	243	30	the	the	DET
ajeer-222	243	31	controls	control	NOUN
ajeer-222	243	32	(	(	PUNCT
ajeer-222	243	33	table	table	NOUN
ajeer-222	243	34	7	7	NUM
ajeer-222	243	35	)	)	PUNCT
ajeer-222	243	36	.	.	PUNCT
ajeer-222	244	1	according	accord	VERB
ajeer-222	244	2	to	to	ADP
ajeer-222	244	3	the	the	DET
ajeer-222	244	4	results	result	NOUN
ajeer-222	244	5	,	,	PUNCT
ajeer-222	244	6	five	five	NUM
ajeer-222	244	7	observations	observation	NOUN
ajeer-222	244	8	were	be	AUX
ajeer-222	244	9	dropped	drop	VERB
ajeer-222	244	10	from	from	ADP
ajeer-222	244	11	the	the	DET
ajeer-222	244	12	entire	entire	ADJ
ajeer-222	244	13	observations	observation	NOUN
ajeer-222	244	14	.	.	PUNCT
ajeer-222	245	1	three	three	NUM
ajeer-222	245	2	from	from	ADP
ajeer-222	245	3	the	the	DET
ajeer-222	245	4	treated	treat	VERB
ajeer-222	245	5	group	group	NOUN
ajeer-222	245	6	(	(	PUNCT
ajeer-222	245	7	farmers	farmer	NOUN
ajeer-222	245	8	selling	sell	VERB
ajeer-222	245	9	to	to	ADP
ajeer-222	245	10	commercial	commercial	ADJ
ajeer-222	245	11	buyers	buyer	NOUN
ajeer-222	245	12	)	)	PUNCT
ajeer-222	245	13	and	and	CCONJ
ajeer-222	245	14	two	two	NUM
ajeer-222	245	15	from	from	ADP
ajeer-222	245	16	the	the	DET
ajeer-222	245	17	untreated	untreated	ADJ
ajeer-222	245	18	group	group	NOUN
ajeer-222	245	19	(	(	PUNCT
ajeer-222	245	20	farmers	farmer	NOUN
ajeer-222	245	21	not	not	PART
ajeer-222	245	22	selling	sell	VERB
ajeer-222	245	23	to	to	ADP
ajeer-222	245	24	commercial	commercial	ADJ
ajeer-222	245	25	buyers	buyer	NOUN
ajeer-222	245	26	)	)	PUNCT
ajeer-222	245	27	,	,	PUNCT
ajeer-222	245	28	respectively	respectively	ADV
ajeer-222	245	29	.	.	PUNCT
ajeer-222	246	1	table-7	table-7	NUM
ajeer-222	246	2	.	.	PUNCT
ajeer-222	246	3	becker	becker	NOUN
ajeer-222	246	4	and	and	CCONJ
ajeer-222	246	5	ichino	ichino	ADJ
ajeer-222	246	6	(	(	PUNCT
ajeer-222	246	7	psmatch2	psmatch2	NOUN
ajeer-222	246	8	)	)	PUNCT
ajeer-222	246	9	psm	psm	NOUN
ajeer-222	246	10	estimation	estimation	NOUN
ajeer-222	246	11	psmatch2	psmatch2	NOUN
ajeer-222	246	12	psmatch2	psmatch2	NOUN
ajeer-222	246	13	treatment	treatment	NOUN
ajeer-222	246	14	assignment	assignment	NOUN
ajeer-222	246	15	common	common	ADJ
ajeer-222	246	16	support	support	NOUN
ajeer-222	246	17	off	off	ADP
ajeer-222	246	18	support	support	NOUN
ajeer-222	246	19	on	on	ADP
ajeer-222	246	20	support	support	NOUN
ajeer-222	246	21	total	total	NOUN
ajeer-222	246	22	untreated	untreated	ADJ
ajeer-222	246	23	2	2	NUM
ajeer-222	246	24	194	194	NUM
ajeer-222	246	25	196	196	NUM
ajeer-222	246	26	treated	treat	VERB
ajeer-222	246	27	3	3	NUM
ajeer-222	246	28	233	233	NUM
ajeer-222	246	29	236	236	NUM
ajeer-222	246	30	total	total	NOUN
ajeer-222	246	31	5	5	NUM
ajeer-222	246	32	427	427	NUM
ajeer-222	246	33	432	432	NUM
ajeer-222	246	34	source	source	NOUN
ajeer-222	246	35	:	:	PUNCT
ajeer-222	246	36	author	author	NOUN
ajeer-222	246	37	’s	’s	PART
ajeer-222	246	38	computation	computation	NOUN
ajeer-222	246	39	from	from	ADP
ajeer-222	246	40	survey	survey	NOUN
ajeer-222	246	41	data	datum	NOUN
ajeer-222	246	42	,	,	PUNCT
ajeer-222	246	43	2016	2016	NUM
ajeer-222	246	44	4.2	4.2	NUM
ajeer-222	246	45	.	.	PUNCT
ajeer-222	247	1	matching	match	VERB
ajeer-222	247	2	success	success	NOUN
ajeer-222	247	3	for	for	ADP
ajeer-222	247	4	impact	impact	NOUN
ajeer-222	247	5	/	/	SYM
ajeer-222	247	6	outcome	outcome	NOUN
ajeer-222	247	7	factors	factor	NOUN
ajeer-222	247	8	table	table	VERB
ajeer-222	247	9	8	8	NUM
ajeer-222	247	10	give	give	VERB
ajeer-222	247	11	result	result	NOUN
ajeer-222	247	12	of	of	ADP
ajeer-222	247	13	t	t	NOUN
ajeer-222	247	14	-	-	PUNCT
ajeer-222	247	15	test	test	NOUN
ajeer-222	247	16	on	on	ADP
ajeer-222	247	17	the	the	DET
ajeer-222	247	18	hypothesis	hypothesis	NOUN
ajeer-222	247	19	that	that	PRON
ajeer-222	247	20	the	the	DET
ajeer-222	247	21	mean	mean	ADJ
ajeer-222	247	22	value	value	NOUN
ajeer-222	247	23	of	of	ADP
ajeer-222	247	24	each	each	PRON
ajeer-222	247	25	of	of	ADP
ajeer-222	247	26	the	the	DET
ajeer-222	247	27	outcome	outcome	NOUN
ajeer-222	247	28	variables	variable	NOUN
ajeer-222	247	29	;	;	PUNCT
ajeer-222	247	30	namely	namely	ADV
ajeer-222	247	31	age	age	NOUN
ajeer-222	247	32	,	,	PUNCT
ajeer-222	247	33	education	education	NOUN
ajeer-222	247	34	level	level	NOUN
ajeer-222	247	35	,	,	PUNCT
ajeer-222	247	36	distance	distance	NOUN
ajeer-222	247	37	to	to	ADP
ajeer-222	247	38	the	the	DET
ajeer-222	247	39	milk	milk	NOUN
ajeer-222	247	40	market	market	NOUN
ajeer-222	247	41	,	,	PUNCT
ajeer-222	247	42	milk	milk	NOUN
ajeer-222	247	43	market	market	NOUN
ajeer-222	247	44	participation	participation	NOUN
ajeer-222	247	45	,	,	PUNCT
ajeer-222	247	46	price	price	NOUN
ajeer-222	247	47	risk	risk	NOUN
ajeer-222	247	48	,	,	PUNCT
ajeer-222	247	49	livestock	livestock	NOUN
ajeer-222	247	50	feeds	feed	NOUN
ajeer-222	247	51	,	,	PUNCT
ajeer-222	247	52	farming	farming	NOUN
ajeer-222	247	53	experience	experience	NOUN
ajeer-222	247	54	,	,	PUNCT
ajeer-222	247	55	total	total	ADJ
ajeer-222	247	56	farm	farm	NOUN
ajeer-222	247	57	size	size	NOUN
ajeer-222	247	58	,	,	PUNCT
ajeer-222	247	59	household	household	NOUN
ajeer-222	247	60	size	size	NOUN
ajeer-222	247	61	,	,	PUNCT
ajeer-222	247	62	gross	gross	ADJ
ajeer-222	247	63	and	and	CCONJ
ajeer-222	247	64	net	net	ADJ
ajeer-222	247	65	household	household	NOUN
ajeer-222	247	66	income	income	NOUN
ajeer-222	247	67	,	,	PUNCT
ajeer-222	247	68	employment	employment	NOUN
ajeer-222	247	69	hours	hour	NOUN
ajeer-222	247	70	and	and	CCONJ
ajeer-222	247	71	breed	breed	NOUN
ajeer-222	247	72	technology	technology	NOUN
ajeer-222	247	73	adoption	adoption	NOUN
ajeer-222	247	74	was	be	AUX
ajeer-222	247	75	the	the	DET
ajeer-222	247	76	same	same	ADJ
ajeer-222	247	77	for	for	ADP
ajeer-222	247	78	the	the	DET
ajeer-222	247	79	treatment	treatment	NOUN
ajeer-222	247	80	group	group	NOUN
ajeer-222	247	81	(	(	PUNCT
ajeer-222	247	82	farmers	farmer	NOUN
ajeer-222	247	83	selling	sell	VERB
ajeer-222	247	84	to	to	ADP
ajeer-222	247	85	commercial	commercial	ADJ
ajeer-222	247	86	buyers	buyer	NOUN
ajeer-222	247	87	)	)	PUNCT
ajeer-222	247	88	and	and	CCONJ
ajeer-222	247	89	non	non	ADJ
ajeer-222	247	90	-	-	ADJ
ajeer-222	247	91	treatment	treatment	ADJ
ajeer-222	247	92	group	group	NOUN
ajeer-222	247	93	(	(	PUNCT
ajeer-222	247	94	farmers	farmer	NOUN
ajeer-222	247	95	not	not	PART
ajeer-222	247	96	selling	sell	VERB
ajeer-222	247	97	to	to	ADP
ajeer-222	247	98	commercial	commercial	ADJ
ajeer-222	247	99	buyers	buyer	NOUN
ajeer-222	247	100	)	)	PUNCT
ajeer-222	247	101	.	.	PUNCT
ajeer-222	248	1	it	it	PRON
ajeer-222	248	2	was	be	AUX
ajeer-222	248	3	done	do	VERB
ajeer-222	248	4	both	both	CCONJ
ajeer-222	248	5	before	before	ADP
ajeer-222	248	6	and	and	CCONJ
ajeer-222	248	7	after	after	ADP
ajeer-222	248	8	matching	match	VERB
ajeer-222	248	9	.	.	PUNCT
ajeer-222	249	1	pstest	pstest	NOUN
ajeer-222	249	2	was	be	AUX
ajeer-222	249	3	used	use	VERB
ajeer-222	249	4	to	to	PART
ajeer-222	249	5	check	check	VERB
ajeer-222	249	6	for	for	ADP
ajeer-222	249	7	the	the	DET
ajeer-222	249	8	success	success	NOUN
ajeer-222	249	9	of	of	ADP
ajeer-222	249	10	the	the	DET
ajeer-222	249	11	matching	matching	NOUN
ajeer-222	249	12	for	for	ADP
ajeer-222	249	13	the	the	DET
ajeer-222	249	14	outcome	outcome	NOUN
ajeer-222	249	15	variables	variable	NOUN
ajeer-222	249	16	.	.	PUNCT
ajeer-222	250	1	further	far	ADV
ajeer-222	250	2	,	,	PUNCT
ajeer-222	250	3	a	a	DET
ajeer-222	250	4	bias	bias	NOUN
ajeer-222	250	5	before	before	ADV
ajeer-222	250	6	and	and	CCONJ
ajeer-222	250	7	after	after	ADP
ajeer-222	250	8	matching	matching	NOUN
ajeer-222	250	9	was	be	AUX
ajeer-222	250	10	calculated	calculate	VERB
ajeer-222	250	11	for	for	ADP
ajeer-222	250	12	each	each	PRON
ajeer-222	250	13	of	of	ADP
ajeer-222	250	14	the	the	DET
ajeer-222	250	15	variables	variable	NOUN
ajeer-222	250	16	and	and	CCONJ
ajeer-222	250	17	the	the	DET
ajeer-222	250	18	change	change	NOUN
ajeer-222	250	19	in	in	ADP
ajeer-222	250	20	the	the	DET
ajeer-222	250	21	bias	bias	NOUN
ajeer-222	250	22	stated	state	VERB
ajeer-222	250	23	.	.	PUNCT
ajeer-222	251	1	table-8	table-8	NOUN
ajeer-222	251	2	.	.	PUNCT
ajeer-222	252	1	indicators	indicator	NOUN
ajeer-222	252	2	of	of	ADP
ajeer-222	252	3	matching	match	VERB
ajeer-222	252	4	quality	quality	NOUN
ajeer-222	252	5	before	before	ADV
ajeer-222	252	6	and	and	CCONJ
ajeer-222	252	7	after	after	ADP
ajeer-222	252	8	matching	match	VERB
ajeer-222	252	9	(	(	PUNCT
ajeer-222	252	10	psm	psm	NOUN
ajeer-222	252	11	results	result	NOUN
ajeer-222	252	12	)	)	PUNCT
ajeer-222	252	13	major	major	ADJ
ajeer-222	252	14	farm	farm	NOUN
ajeer-222	252	15	gate	gate	NOUN
ajeer-222	252	16	milk	milk	NOUN
ajeer-222	252	17	buyers	buyer	NOUN
ajeer-222	252	18	commercial	commercial	ADJ
ajeer-222	252	19	or	or	CCONJ
ajeer-222	252	20	final	final	ADJ
ajeer-222	252	21	unmatched	unmatched	ADJ
ajeer-222	252	22	mean	mean	NOUN
ajeer-222	252	23	%	%	NOUN
ajeer-222	252	24	reduction	reduction	NOUN
ajeer-222	252	25	t	t	NOUN
ajeer-222	252	26	-	-	PUNCT
ajeer-222	252	27	test	test	NOUN
ajeer-222	252	28	v(t)/v(c	v(t)/v(c	NOUN
ajeer-222	252	29	)	)	PUNCT
ajeer-222	252	30	outcome	outcome	NOUN
ajeer-222	252	31	variables	variable	NOUN
ajeer-222	252	32	matched	match	VERB
ajeer-222	252	33	treated	treat	VERB
ajeer-222	252	34	control	control	NOUN
ajeer-222	252	35	%	%	NOUN
ajeer-222	252	36	bias	bias	NOUN
ajeer-222	252	37	|bias|	|bias|	X
ajeer-222	252	38	t	t	PROPN
ajeer-222	252	39	p>|t|	p>|t|	NOUN
ajeer-222	252	40	age	age	NOUN
ajeer-222	252	41	of	of	ADP
ajeer-222	252	42	household	household	NOUN
ajeer-222	252	43	head	head	NOUN
ajeer-222	252	44	u	u	NOUN
ajeer-222	252	45	48.75	48.75	NUM
ajeer-222	252	46	47.995	47.995	NUM
ajeer-222	252	47	6.5	6.5	NUM
ajeer-222	252	48	0.67	0.67	NUM
ajeer-222	252	49	0.504	0.504	NUM
ajeer-222	252	50	0.95	0.95	NUM
ajeer-222	252	51	m	m	NUM
ajeer-222	252	52	48.639	48.639	NUM
ajeer-222	252	53	51.12	51.12	NUM
ajeer-222	252	54	-21.2	-21.2	NOUN
ajeer-222	253	1	-228.5	-228.5	PROPN
ajeer-222	253	2	-2.25	-2.25	NOUN
ajeer-222	253	3	0.025	0.025	NUM
ajeer-222	253	4	*	*	SYM
ajeer-222	253	5	0.89	0.89	NUM
ajeer-222	253	6	education	education	NOUN
ajeer-222	253	7	level	level	NOUN
ajeer-222	253	8	u	u	NOUN
ajeer-222	253	9	3.0932	3.0932	NUM
ajeer-222	253	10	3.0561	3.0561	NUM
ajeer-222	253	11	3.5	3.5	NUM
ajeer-222	253	12	0.36	0.36	NUM
ajeer-222	253	13	0.717	0.717	NUM
ajeer-222	253	14	0.91	0.91	NUM
ajeer-222	253	15	m	m	PROPN
ajeer-222	253	16	3.0944	3.0944	NUM
ajeer-222	254	1	3.0215	3.0215	NUM
ajeer-222	254	2	6.9	6.9	NUM
ajeer-222	254	3	-96.7	-96.7	NUM
ajeer-222	254	4	0.74	0.74	NUM
ajeer-222	254	5	0.460	0.460	NUM
ajeer-222	254	6	0.88	0.88	NUM
ajeer-222	254	7	distance	distance	NOUN
ajeer-222	254	8	to	to	PART
ajeer-222	254	9	milk	milk	VERB
ajeer-222	254	10	market	market	NOUN
ajeer-222	254	11	u	u	NOUN
ajeer-222	254	12	3.0275	3.0275	NUM
ajeer-222	254	13	3.4564	3.4564	NUM
ajeer-222	254	14	-10.9	-10.9	NOUN
ajeer-222	254	15	-1.13	-1.13	VERB
ajeer-222	254	16	0.259	0.259	NUM
ajeer-222	254	17	1.08	1.08	NUM
ajeer-222	254	18	m	m	NUM
ajeer-222	254	19	3.0399	3.0399	NUM
ajeer-222	254	20	3.378	3.378	NUM
ajeer-222	254	21	-8.6	-8.6	ADP
ajeer-222	254	22	21.2	21.2	NUM
ajeer-222	254	23	-0.93	-0.93	NUM
ajeer-222	254	24	0.352	0.352	NUM
ajeer-222	254	25	1.10	1.10	NUM
ajeer-222	254	26	milk	milk	NOUN
ajeer-222	254	27	marketing	marketing	NOUN
ajeer-222	254	28	participation	participation	NOUN
ajeer-222	254	29	u	u	NOUN
ajeer-222	254	30	0.4661	0.4661	NUM
ajeer-222	254	31	0.3520	0.3520	NUM
ajeer-222	255	1	23.3	23.3	NUM
ajeer-222	255	2	2.41	2.41	NUM
ajeer-222	255	3	0.017	0.017	NUM
ajeer-222	255	4	1.09	1.09	NUM
ajeer-222	255	5	m	m	NOUN
ajeer-222	255	6	0.4592	0.4592	NUM
ajeer-222	255	7	0.4506	0.4506	NUM
ajeer-222	255	8	1.8	1.8	NUM
ajeer-222	255	9	92.5	92.5	NUM
ajeer-222	255	10	0.19	0.19	NUM
ajeer-222	255	11	0.853	0.853	NUM
ajeer-222	255	12	1.00	1.00	NUM
ajeer-222	255	13	price	price	NOUN
ajeer-222	255	14	risk	risk	NOUN
ajeer-222	255	15	u	u	NOUN
ajeer-222	255	16	0.8517	0.8517	PROPN
ajeer-222	255	17	0.8725	0.8725	NUM
ajeer-222	255	18	-6.0	-6.0	PROPN
ajeer-222	255	19	-0.62	-0.62	NUM
ajeer-222	255	20	0.536	0.536	NUM
ajeer-222	255	21	1.13	1.13	NUM
ajeer-222	255	22	m	m	NOUN
ajeer-222	255	23	0.8498	0.8498	NUM
ajeer-222	255	24	0.8584	0.8584	NUM
ajeer-222	256	1	-2.5	-2.5	NUM
ajeer-222	256	2	58.6	58.6	NUM
ajeer-222	256	3	-0.26	-0.26	NUM
ajeer-222	256	4	0.794	0.794	NUM
ajeer-222	256	5	1.05	1.05	NUM
ajeer-222	256	6	veterinary	veterinary	NOUN
ajeer-222	256	7	feeds	feed	VERB
ajeer-222	256	8	u	u	PRON
ajeer-222	256	9	0.6568	0.6568	NUM
ajeer-222	256	10	0.6327	0.6327	NUM
ajeer-222	256	11	5.0	5.0	NUM
ajeer-222	256	12	0.52	0.52	NUM
ajeer-222	256	13	0.603	0.603	NUM
ajeer-222	256	14	0.97	0.97	NUM
ajeer-222	256	15	m	m	NUM
ajeer-222	256	16	0.6567	0.6567	NUM
ajeer-222	256	17	0.7082	0.7082	NUM
ajeer-222	256	18	-10.7	-10.7	PUNCT
ajeer-222	256	19	-113.5	-113.5	PROPN
ajeer-222	256	20	-1.19	-1.19	VERB
ajeer-222	256	21	0.233	0.233	NUM
ajeer-222	256	22	1.09	1.09	NUM
ajeer-222	256	23	farming	farming	NOUN
ajeer-222	256	24	experience	experience	NOUN
ajeer-222	256	25	u	u	NOUN
ajeer-222	256	26	19.127	19.127	NUM
ajeer-222	256	27	18.041	18.041	NUM
ajeer-222	256	28	10.3	10.3	NUM
ajeer-222	256	29	1.06	1.06	NUM
ajeer-222	256	30	0.290	0.290	NUM
ajeer-222	256	31	1.09	1.09	NUM
ajeer-222	256	32	m	m	NOUN
ajeer-222	256	33	19.03	19.03	NUM
ajeer-222	256	34	21.485	21.485	NUM
ajeer-222	256	35	-23.2	-23.2	NUM
ajeer-222	256	36	-126.0	-126.0	X
ajeer-222	256	37	-2.45	-2.45	VERB
ajeer-222	256	38	0.015	0.015	NUM
ajeer-222	256	39	*	*	SYM
ajeer-222	256	40	0.99	0.99	NUM
ajeer-222	256	41	total	total	ADJ
ajeer-222	256	42	farm	farm	NOUN
ajeer-222	256	43	size	size	NOUN
ajeer-222	256	44	u	u	NOUN
ajeer-222	256	45	5.4667	5.4667	NUM
ajeer-222	256	46	4.4128	4.4128	NUM
ajeer-222	256	47	15.8	15.8	NUM
ajeer-222	256	48	1.61	1.61	NUM
ajeer-222	256	49	0.109	0.109	NUM
ajeer-222	256	50	1.90	1.90	NUM
ajeer-222	256	51	*	*	PUNCT
ajeer-222	256	52	m	m	NUM
ajeer-222	256	53	4.885	4.885	NUM
ajeer-222	256	54	4.4895	4.4895	NUM
ajeer-222	256	55	5.9	5.9	NUM
ajeer-222	256	56	62.5	62.5	NUM
ajeer-222	256	57	0.90	0.90	NUM
ajeer-222	256	58	0.369	0.369	NUM
ajeer-222	256	59	2.64	2.64	NUM
ajeer-222	256	60	*	*	PUNCT
ajeer-222	256	61	total	total	ADJ
ajeer-222	256	62	household	household	NOUN
ajeer-222	256	63	size	size	NOUN
ajeer-222	256	64	u	u	PROPN
ajeer-222	256	65	6.4025	6.4025	NUM
ajeer-222	256	66	5.9745	5.9745	NUM
ajeer-222	256	67	18.8	18.8	NUM
ajeer-222	256	68	1.95	1.95	NUM
ajeer-222	256	69	0.052	0.052	NUM
ajeer-222	256	70	0.88	0.88	NUM
ajeer-222	256	71	m	m	NUM
ajeer-222	256	72	6.382	6.382	NUM
ajeer-222	256	73	6.4034	6.4034	NUM
ajeer-222	256	74	-0.9	-0.9	NUM
ajeer-222	256	75	95.0	95.0	NUM
ajeer-222	256	76	-0.10	-0.10	NUM
ajeer-222	256	77	0.923	0.923	NUM
ajeer-222	256	78	0.74	0.74	NUM
ajeer-222	256	79	*	*	PUNCT
ajeer-222	256	80	gross	gross	ADJ
ajeer-222	256	81	income	income	NOUN
ajeer-222	256	82	u	u	NOUN
ajeer-222	256	83	172.25	172.25	NUM
ajeer-222	256	84	148.97	148.97	NUM
ajeer-222	256	85	18.5	18.5	NUM
ajeer-222	256	86	1.89	1.89	NUM
ajeer-222	256	87	0.059	0.059	NUM
ajeer-222	256	88	1.66	1.66	NUM
ajeer-222	256	89	*	*	PUNCT
ajeer-222	256	90	m	m	PROPN
ajeer-222	256	91	172.45	172.45	NUM
ajeer-222	256	92	148.45	148.45	NUM
ajeer-222	256	93	19.1	19.1	NUM
ajeer-222	256	94	-3.1	-3.1	PROPN
ajeer-222	256	95	2.09	2.09	NUM
ajeer-222	256	96	0.037	0.037	NUM
ajeer-222	256	97	*	*	SYM
ajeer-222	256	98	1.87	1.87	NUM
ajeer-222	256	99	*	*	PUNCT
ajeer-222	256	100	net	net	ADJ
ajeer-222	256	101	income	income	NOUN
ajeer-222	256	102	u	u	NOUN
ajeer-222	256	103	206.62	206.62	NUM
ajeer-222	256	104	190.09	190.09	NUM
ajeer-222	256	105	12.5	12.5	NUM
ajeer-222	256	106	1.28	1.28	NUM
ajeer-222	256	107	0.200	0.200	NUM
ajeer-222	256	108	1.56	1.56	NUM
ajeer-222	256	109	*	*	PUNCT
ajeer-222	256	110	m	m	PROPN
ajeer-222	256	111	207.01	207.01	NUM
ajeer-222	256	112	182.98	182.98	NUM
ajeer-222	256	113	18.2	18.2	NUM
ajeer-222	256	114	-45.4	-45.4	NUM
ajeer-222	256	115	1.99	1.99	NUM
ajeer-222	256	116	0.048	0.048	NUM
ajeer-222	256	117	*	*	SYM
ajeer-222	256	118	1.68	1.68	NUM
ajeer-222	256	119	*	*	PUNCT
ajeer-222	256	120	employment	employment	NOUN
ajeer-222	256	121	hours	hour	NOUN
ajeer-222	256	122	u	u	PROPN
ajeer-222	256	123	10.829	10.829	NUM
ajeer-222	256	124	9.7589	9.7589	NUM
ajeer-222	256	125	4.3	4.3	NUM
ajeer-222	256	126	0.43	0.43	NUM
ajeer-222	256	127	0.667	0.667	NUM
ajeer-222	256	128	3.81	3.81	NUM
ajeer-222	256	129	*	*	PUNCT
ajeer-222	256	130	m	m	PROPN
ajeer-222	256	131	10.925	10.925	NUM
ajeer-222	256	132	6.7606	6.7606	NUM
ajeer-222	256	133	16.6	16.6	NUM
ajeer-222	256	134	-289.3	-289.3	PROPN
ajeer-222	256	135	1.83	1.83	NUM
ajeer-222	256	136	0.048	0.048	NUM
ajeer-222	256	137	*	*	SYM
ajeer-222	256	138	5.00	5.00	NUM
ajeer-222	256	139	*	*	SYM
ajeer-222	256	140	technology	technology	NOUN
ajeer-222	256	141	(	(	PUNCT
ajeer-222	256	142	breeding	breeding	NOUN
ajeer-222	256	143	)	)	PUNCT
ajeer-222	256	144	u	u	NOUN
ajeer-222	256	145	55.097	55.097	NUM
ajeer-222	256	146	58.04	58.04	NUM
ajeer-222	256	147	-18.1	-18.1	NUM
ajeer-222	256	148	-0.84	-0.84	NUM
ajeer-222	256	149	0.401	0.401	NUM
ajeer-222	256	150	0.89	0.89	NUM
ajeer-222	256	151	m	m	PROPN
ajeer-222	256	152	55.341	55.341	NUM
ajeer-222	256	153	53.947	53.947	NUM
ajeer-222	256	154	3.8	3.8	NUM
ajeer-222	256	155	52.6	52.6	NUM
ajeer-222	256	156	0.42	0.42	NUM
ajeer-222	256	157	0.672	0.672	NUM
ajeer-222	256	158	0.98	0.98	NUM
ajeer-222	256	159	source	source	NOUN
ajeer-222	256	160	:	:	PUNCT
ajeer-222	256	161	author	author	NOUN
ajeer-222	256	162	’s	’s	PART
ajeer-222	256	163	computation	computation	NOUN
ajeer-222	256	164	from	from	ADP
ajeer-222	256	165	survey	survey	NOUN
ajeer-222	256	166	data	datum	NOUN
ajeer-222	256	167	,	,	PUNCT
ajeer-222	256	168	2016	2016	NUM
ajeer-222	256	169	the	the	DET
ajeer-222	256	170	bias	bias	NOUN
ajeer-222	256	171	before	before	ADP
ajeer-222	256	172	and	and	CCONJ
ajeer-222	256	173	after	after	SCONJ
ajeer-222	256	174	matching	matching	NOUN
ajeer-222	256	175	was	be	AUX
ajeer-222	256	176	calculated	calculate	VERB
ajeer-222	256	177	for	for	ADP
ajeer-222	256	178	each	each	DET
ajeer-222	256	179	variable	variable	NOUN
ajeer-222	256	180	.	.	PUNCT
ajeer-222	257	1	this	this	DET
ajeer-222	257	2	bias	bias	NOUN
ajeer-222	257	3	was	be	AUX
ajeer-222	257	4	the	the	DET
ajeer-222	257	5	difference	difference	NOUN
ajeer-222	257	6	between	between	ADP
ajeer-222	257	7	the	the	DET
ajeer-222	257	8	mean	mean	ADJ
ajeer-222	257	9	values	value	NOUN
ajeer-222	257	10	of	of	ADP
ajeer-222	257	11	the	the	DET
ajeer-222	257	12	treatment	treatment	NOUN
ajeer-222	257	13	group	group	NOUN
ajeer-222	257	14	and	and	CCONJ
ajeer-222	257	15	the	the	DET
ajeer-222	257	16	control	control	NOUN
ajeer-222	257	17	group	group	NOUN
ajeer-222	257	18	,	,	PUNCT
ajeer-222	257	19	divided	divide	VERB
ajeer-222	257	20	by	by	ADP
ajeer-222	257	21	the	the	DET
ajeer-222	257	22	square	square	ADJ
ajeer-222	257	23	root	root	NOUN
ajeer-222	257	24	of	of	ADP
ajeer-222	257	25	the	the	DET
ajeer-222	257	26	average	average	ADJ
ajeer-222	257	27	sample	sample	NOUN
ajeer-222	257	28	variance	variance	NOUN
ajeer-222	257	29	in	in	ADP
ajeer-222	257	30	the	the	DET
ajeer-222	257	31	treatment	treatment	NOUN
ajeer-222	257	32	group	group	NOUN
ajeer-222	257	33	and	and	CCONJ
ajeer-222	257	34	the	the	DET
ajeer-222	257	35	not	not	PART
ajeer-222	257	36	matched	match	VERB
ajeer-222	257	37	control	control	NOUN
ajeer-222	257	38	group	group	NOUN
ajeer-222	257	39	.	.	PUNCT
ajeer-222	258	1	table	table	NOUN
ajeer-222	258	2	8	8	NUM
ajeer-222	258	3	shows	show	VERB
ajeer-222	258	4	the	the	DET
ajeer-222	258	5	differences	difference	NOUN
ajeer-222	258	6	in	in	ADP
ajeer-222	258	7	the	the	DET
ajeer-222	258	8	values	value	NOUN
ajeer-222	258	9	of	of	ADP
ajeer-222	258	10	the	the	DET
ajeer-222	258	11	exogenous	exogenous	ADJ
ajeer-222	258	12	variables	variable	NOUN
ajeer-222	258	13	between	between	ADP
ajeer-222	258	14	the	the	DET
ajeer-222	258	15	two	two	NUM
ajeer-222	258	16	groups	group	NOUN
ajeer-222	258	17	before	before	ADP
ajeer-222	258	18	and	and	CCONJ
ajeer-222	258	19	after	after	ADP
ajeer-222	258	20	matching	match	VERB
ajeer-222	258	21	.	.	PUNCT
ajeer-222	259	1	for	for	ADP
ajeer-222	259	2	example	example	NOUN
ajeer-222	259	3	,	,	PUNCT
ajeer-222	259	4	46.61	46.61	NUM
ajeer-222	259	5	%	%	NOUN
ajeer-222	259	6	and	and	CCONJ
ajeer-222	259	7	35.2	35.2	NUM
ajeer-222	259	8	%	%	NOUN
ajeer-222	259	9	of	of	ADP
ajeer-222	259	10	the	the	DET
ajeer-222	259	11	treatment	treatment	NOUN
ajeer-222	259	12	and	and	CCONJ
ajeer-222	259	13	control	control	NOUN
ajeer-222	259	14	group	group	NOUN
ajeer-222	259	15	respectively	respectively	ADV
ajeer-222	259	16	participated	participate	VERB
ajeer-222	259	17	in	in	ADP
ajeer-222	259	18	milk	milk	NOUN
ajeer-222	259	19	marketing	marketing	NOUN
ajeer-222	259	20	.	.	PUNCT
ajeer-222	260	1	this	this	PRON
ajeer-222	260	2	means	mean	VERB
ajeer-222	260	3	that	that	SCONJ
ajeer-222	260	4	the	the	DET
ajeer-222	260	5	results	result	NOUN
ajeer-222	260	6	have	have	VERB
ajeer-222	260	7	significant	significant	ADJ
ajeer-222	260	8	influence	influence	NOUN
ajeer-222	260	9	on	on	ADP
ajeer-222	260	10	the	the	DET
ajeer-222	260	11	treatment	treatment	NOUN
ajeer-222	260	12	probability	probability	NOUN
ajeer-222	260	13	.	.	PUNCT
ajeer-222	261	1	the	the	DET
ajeer-222	261	2	indicators	indicator	NOUN
ajeer-222	261	3	of	of	ADP
ajeer-222	261	4	matching	match	VERB
ajeer-222	261	5	quality	quality	NOUN
ajeer-222	261	6	presented	present	VERB
ajeer-222	261	7	in	in	ADP
ajeer-222	261	8	table	table	NOUN
ajeer-222	261	9	9	9	NUM
ajeer-222	261	10	show	show	VERB
ajeer-222	261	11	substantial	substantial	ADJ
ajeer-222	261	12	reduction	reduction	NOUN
ajeer-222	261	13	in	in	ADP
ajeer-222	261	14	absolute	absolute	ADJ
ajeer-222	261	15	bias	bias	NOUN
ajeer-222	261	16	for	for	ADP
ajeer-222	261	17	all	all	DET
ajeer-222	261	18	the	the	DET
ajeer-222	261	19	outcome	outcome	NOUN
ajeer-222	261	20	variables	variable	NOUN
ajeer-222	261	21	for	for	ADP
ajeer-222	261	22	both	both	CCONJ
ajeer-222	261	23	the	the	DET
ajeer-222	261	24	treated	treat	VERB
ajeer-222	261	25	and	and	CCONJ
ajeer-222	261	26	non	non	ADJ
ajeer-222	261	27	-	-	ADJ
ajeer-222	261	28	treated	treat	VERB
ajeer-222	261	29	.	.	PUNCT
ajeer-222	262	1	as	as	SCONJ
ajeer-222	262	2	indicated	indicate	VERB
ajeer-222	262	3	in	in	ADP
ajeer-222	262	4	the	the	DET
ajeer-222	262	5	table	table	NOUN
ajeer-222	262	6	(	(	PUNCT
ajeer-222	262	7	column	column	NOUN
ajeer-222	262	8	5	5	NUM
ajeer-222	262	9	)	)	PUNCT
ajeer-222	262	10	,	,	PUNCT
ajeer-222	262	11	the	the	DET
ajeer-222	262	12	mean	mean	ADJ
ajeer-222	262	13	bias	bias	NOUN
ajeer-222	262	14	in	in	ADP
ajeer-222	262	15	the	the	DET
ajeer-222	262	16	covariates	covariate	NOUN
ajeer-222	262	17	z	z	PROPN
ajeer-222	262	18	after	after	ADP
ajeer-222	262	19	matching	match	VERB
ajeer-222	262	20	lies	lie	NOUN
ajeer-222	262	21	below	below	ADP
ajeer-222	262	22	the	the	DET
ajeer-222	262	23	20	20	NUM
ajeer-222	262	24	%	%	NOUN
ajeer-222	262	25	level	level	NOUN
ajeer-222	262	26	of	of	ADP
ajeer-222	262	27	bias	bias	NOUN
ajeer-222	262	28	reduction	reduction	NOUN
ajeer-222	262	29	suggested	suggest	VERB
ajeer-222	262	30	by	by	ADP
ajeer-222	262	31	rosenbaum	rosenbaum	PROPN
ajeer-222	262	32	and	and	CCONJ
ajeer-222	262	33	donald	donald	PROPN
ajeer-222	262	34	(	(	PUNCT
ajeer-222	262	35	1985	1985	NUM
ajeer-222	262	36	)	)	PUNCT
ajeer-222	262	37	.	.	PUNCT
ajeer-222	263	1	this	this	PRON
ajeer-222	263	2	indicates	indicate	VERB
ajeer-222	263	3	that	that	SCONJ
ajeer-222	263	4	the	the	DET
ajeer-222	263	5	covariates	covariate	NOUN
ajeer-222	263	6	were	be	AUX
ajeer-222	263	7	significantly	significantly	ADV
ajeer-222	263	8	balanced	balance	VERB
ajeer-222	263	9	as	as	ADP
ajeer-222	263	10	a	a	DET
ajeer-222	263	11	result	result	NOUN
ajeer-222	263	12	of	of	ADP
ajeer-222	263	13	the	the	DET
ajeer-222	263	14	propensity	propensity	NOUN
ajeer-222	263	15	score	score	NOUN
ajeer-222	263	16	procedure	procedure	NOUN
ajeer-222	263	17	.	.	PUNCT
ajeer-222	264	1	asian	asian	ADJ
ajeer-222	264	2	journal	journal	PROPN
ajeer-222	264	3	of	of	ADP
ajeer-222	264	4	economics	economic	NOUN
ajeer-222	264	5	and	and	CCONJ
ajeer-222	264	6	empirical	empirical	ADJ
ajeer-222	264	7	research	research	NOUN
ajeer-222	264	8	,	,	PUNCT
ajeer-222	264	9	2016	2016	NUM
ajeer-222	264	10	,	,	PUNCT
ajeer-222	264	11	3(2	3(2	NUM
ajeer-222	264	12	):	):	PUNCT
ajeer-222	264	13	145	145	NUM
ajeer-222	264	14	-	-	SYM
ajeer-222	264	15	155	155	NUM
ajeer-222	264	16	154	154	NUM
ajeer-222	264	17	table-9	table-9	NUM
ajeer-222	264	18	.	.	PUNCT
ajeer-222	265	1	indicators	indicator	NOUN
ajeer-222	265	2	of	of	ADP
ajeer-222	265	3	matching	match	VERB
ajeer-222	265	4	quality	quality	NOUN
ajeer-222	265	5	before	before	ADP
ajeer-222	265	6	matching	matching	NOUN
ajeer-222	265	7	and	and	CCONJ
ajeer-222	265	8	after	after	ADP
ajeer-222	265	9	matching	match	VERB
ajeer-222	265	10	sample	sample	NOUN
ajeer-222	265	11	ps	ps	NOUN
ajeer-222	265	12	r	r	NOUN
ajeer-222	265	13	2	2	NUM
ajeer-222	265	14	lr	lr	NOUN
ajeer-222	265	15	chi	chi	NOUN
ajeer-222	265	16	2	2	NUM
ajeer-222	265	17	p	p	NOUN
ajeer-222	265	18	>	>	X
ajeer-222	265	19	chi	chi	ADJ
ajeer-222	265	20	2	2	NUM
ajeer-222	265	21	mean	mean	NOUN
ajeer-222	265	22	bias	bias	NOUN
ajeer-222	265	23	med	med	ADJ
ajeer-222	265	24	bias	bias	NOUN
ajeer-222	265	25	b	b	NOUN
ajeer-222	265	26	r	r	NOUN
ajeer-222	265	27	%	%	NOUN
ajeer-222	265	28	var	var	NOUN
ajeer-222	265	29	unmatched	unmatche	VERB
ajeer-222	265	30	0.044	0.044	NUM
ajeer-222	265	31	25.97	25.97	NUM
ajeer-222	265	32	0.017	0.017	NUM
ajeer-222	265	33	11.0	11.0	NUM
ajeer-222	265	34	10.3	10.3	NUM
ajeer-222	265	35	49.3	49.3	NUM
ajeer-222	265	36	*	*	SYM
ajeer-222	265	37	1.01	1.01	NUM
ajeer-222	265	38	31	31	NUM
ajeer-222	265	39	matched	match	VERB
ajeer-222	265	40	0.032	0.032	NUM
ajeer-222	265	41	20.77	20.77	NUM
ajeer-222	265	42	0.078	0.078	NUM
ajeer-222	265	43	10.7	10.7	NUM
ajeer-222	265	44	8.6	8.6	NUM
ajeer-222	265	45	40.5	40.5	NUM
ajeer-222	265	46	*	*	SYM
ajeer-222	265	47	1.86	1.86	NUM
ajeer-222	265	48	38	38	NUM
ajeer-222	265	49	*	*	PUNCT
ajeer-222	265	50	if	if	SCONJ
ajeer-222	265	51	variance	variance	NOUN
ajeer-222	265	52	ratio	ratio	NOUN
ajeer-222	265	53	outside	outside	ADP
ajeer-222	265	54	[	[	X
ajeer-222	265	55	0.77	0.77	NUM
ajeer-222	265	56	;	;	PUNCT
ajeer-222	265	57	1.29	1.29	NUM
ajeer-222	265	58	]	]	PUNCT
ajeer-222	265	59	for	for	ADP
ajeer-222	265	60	unmatched	unmatched	ADJ
ajeer-222	265	61	and	and	CCONJ
ajeer-222	265	62	[	[	X
ajeer-222	265	63	0.77	0.77	NUM
ajeer-222	265	64	;	;	PUNCT
ajeer-222	265	65	1.29	1.29	NUM
ajeer-222	265	66	]	]	PUNCT
ajeer-222	265	67	for	for	ADP
ajeer-222	265	68	matched	match	VERB
ajeer-222	265	69	ps	ps	PROPN
ajeer-222	265	70	r	r	NOUN
ajeer-222	265	71	2	2	NUM
ajeer-222	265	72	–	–	PUNCT
ajeer-222	265	73	pseudo	pseudo	NOUN
ajeer-222	265	74	r	r	NOUN
ajeer-222	265	75	2	2	NUM
ajeer-222	265	76	,	,	PUNCT
ajeer-222	265	77	lr	lr	NOUN
ajeer-222	265	78	chi	chi	NOUN
ajeer-222	265	79	2	2	PROPN
ajeer-222	265	80	–	–	PUNCT
ajeer-222	265	81	chi	chi	PROPN
ajeer-222	265	82	square	square	ADJ
ajeer-222	265	83	likelihood	likelihood	NOUN
ajeer-222	265	84	ratio	ratio	NOUN
ajeer-222	265	85	note	note	NOUN
ajeer-222	265	86	:*	:*	PROPN
ajeer-222	266	1	p	p	NOUN
ajeer-222	266	2	-	-	PUNCT
ajeer-222	266	3	value	value	NOUN
ajeer-222	266	4	of	of	ADP
ajeer-222	266	5	likelihood	likelihood	NOUN
ajeer-222	266	6	ratio	ratio	NOUN
ajeer-222	266	7	test	test	NOUN
ajeer-222	266	8	(	(	PUNCT
ajeer-222	266	9	pr	pr	X
ajeer-222	266	10	>	>	X
ajeer-222	266	11			NOUN
ajeer-222	266	12	2	2	NUM
ajeer-222	266	13	)	)	PUNCT
ajeer-222	266	14	note	note	NOUN
ajeer-222	266	15	:	:	PUNCT
ajeer-222	266	16	pseudo	pseudo	NOUN
ajeer-222	266	17	-	-	NOUN
ajeer-222	266	18	r	r	NOUN
ajeer-222	266	19	2	2	NUM
ajeer-222	266	20	from	from	ADP
ajeer-222	266	21	probit	probit	NOUN
ajeer-222	266	22	estimation	estimation	NOUN
ajeer-222	266	23	indicates	indicate	VERB
ajeer-222	266	24	the	the	DET
ajeer-222	266	25	goodness	goodness	NOUN
ajeer-222	266	26	of	of	ADP
ajeer-222	266	27	fit	fit	ADJ
ajeer-222	266	28	or	or	CCONJ
ajeer-222	266	29	how	how	SCONJ
ajeer-222	266	30	well	well	ADV
ajeer-222	266	31	the	the	DET
ajeer-222	266	32	regressors	regressor	NOUN
ajeer-222	266	33	explain	explain	VERB
ajeer-222	266	34	the	the	DET
ajeer-222	266	35	probability	probability	NOUN
ajeer-222	266	36	to	to	PART
ajeer-222	266	37	participate	participate	VERB
ajeer-222	266	38	in	in	ADP
ajeer-222	266	39	an	an	DET
ajeer-222	266	40	employment	employment	NOUN
ajeer-222	266	41	activity	activity	NOUN
ajeer-222	266	42	.	.	PUNCT
ajeer-222	267	1	source	source	NOUN
ajeer-222	267	2	:	:	PUNCT
ajeer-222	267	3	author	author	NOUN
ajeer-222	267	4	’s	’s	PART
ajeer-222	267	5	computation	computation	NOUN
ajeer-222	267	6	from	from	ADP
ajeer-222	267	7	survey	survey	NOUN
ajeer-222	267	8	data	datum	NOUN
ajeer-222	267	9	,	,	PUNCT
ajeer-222	267	10	2016	2016	NUM
ajeer-222	267	11	the	the	DET
ajeer-222	267	12	pseudo	pseudo	NOUN
ajeer-222	267	13	-	-	NOUN
ajeer-222	267	14	r	r	NOUN
ajeer-222	267	15	2	2	NUM
ajeer-222	267	16	from	from	ADP
ajeer-222	267	17	the	the	DET
ajeer-222	267	18	propensity	propensity	NOUN
ajeer-222	267	19	score	score	NOUN
ajeer-222	267	20	estimation	estimation	NOUN
ajeer-222	267	21	and	and	CCONJ
ajeer-222	267	22	from	from	ADP
ajeer-222	267	23	re	re	NOUN
ajeer-222	267	24	-	-	NOUN
ajeer-222	267	25	estimation	estimation	NOUN
ajeer-222	267	26	of	of	ADP
ajeer-222	267	27	the	the	DET
ajeer-222	267	28	propensity	propensity	NOUN
ajeer-222	267	29	score	score	NOUN
ajeer-222	267	30	matching	match	VERB
ajeer-222	267	31	on	on	ADP
ajeer-222	267	32	the	the	DET
ajeer-222	267	33	matched	match	VERB
ajeer-222	267	34	samples	sample	NOUN
ajeer-222	267	35	for	for	ADP
ajeer-222	267	36	both	both	CCONJ
ajeer-222	267	37	the	the	DET
ajeer-222	267	38	groups	group	NOUN
ajeer-222	267	39	was	be	AUX
ajeer-222	267	40	0.044	0.044	NUM
ajeer-222	267	41	and	and	CCONJ
ajeer-222	267	42	0.032	0.032	NUM
ajeer-222	267	43	,	,	PUNCT
ajeer-222	267	44	respectively	respectively	ADV
ajeer-222	267	45	(	(	PUNCT
ajeer-222	267	46	table	table	NOUN
ajeer-222	267	47	3.5	3.5	NUM
ajeer-222	267	48	)	)	PUNCT
ajeer-222	267	49	.	.	PUNCT
ajeer-222	268	1	however	however	ADV
ajeer-222	268	2	,	,	PUNCT
ajeer-222	268	3	if	if	SCONJ
ajeer-222	268	4	p>0.05	p>0.05	PROPN
ajeer-222	268	5	,	,	PUNCT
ajeer-222	268	6	the	the	DET
ajeer-222	268	7	null	null	ADJ
ajeer-222	268	8	hypothesis	hypothesis	NOUN
ajeer-222	268	9	could	could	AUX
ajeer-222	268	10	not	not	PART
ajeer-222	268	11	be	be	AUX
ajeer-222	268	12	rejected	reject	VERB
ajeer-222	268	13	on	on	ADP
ajeer-222	268	14	the	the	DET
ajeer-222	268	15	5	5	NUM
ajeer-222	268	16	%	%	NOUN
ajeer-222	268	17	significance	significance	NOUN
ajeer-222	268	18	level	level	NOUN
ajeer-222	268	19	.	.	PUNCT
ajeer-222	269	1	therefore	therefore	ADV
ajeer-222	269	2	,	,	PUNCT
ajeer-222	269	3	the	the	DET
ajeer-222	269	4	joint	joint	ADJ
ajeer-222	269	5	significance	significance	NOUN
ajeer-222	269	6	of	of	ADP
ajeer-222	269	7	the	the	DET
ajeer-222	269	8	regressors	regressor	NOUN
ajeer-222	269	9	on	on	ADP
ajeer-222	269	10	the	the	DET
ajeer-222	269	11	treatment	treatment	NOUN
ajeer-222	269	12	status	status	NOUN
ajeer-222	269	13	could	could	AUX
ajeer-222	269	14	not	not	PART
ajeer-222	269	15	be	be	AUX
ajeer-222	269	16	rejected	reject	VERB
ajeer-222	269	17	after	after	ADP
ajeer-222	269	18	matching	match	VERB
ajeer-222	269	19	.	.	PUNCT
ajeer-222	270	1	it	it	PRON
ajeer-222	270	2	was	be	AUX
ajeer-222	270	3	,	,	PUNCT
ajeer-222	270	4	however	however	ADV
ajeer-222	270	5	,	,	PUNCT
ajeer-222	270	6	not	not	PART
ajeer-222	270	7	rejected	reject	VERB
ajeer-222	270	8	before	before	ADP
ajeer-222	270	9	matching	match	VERB
ajeer-222	270	10	either	either	ADV
ajeer-222	270	11	.	.	PUNCT
ajeer-222	271	1	the	the	DET
ajeer-222	271	2	null	null	ADJ
ajeer-222	271	3	hypothesis	hypothesis	NOUN
ajeer-222	271	4	that	that	PRON
ajeer-222	271	5	the	the	DET
ajeer-222	271	6	mean	mean	ADJ
ajeer-222	271	7	values	value	NOUN
ajeer-222	271	8	of	of	ADP
ajeer-222	271	9	the	the	DET
ajeer-222	271	10	two	two	NUM
ajeer-222	271	11	groups	group	NOUN
ajeer-222	271	12	do	do	AUX
ajeer-222	271	13	not	not	PART
ajeer-222	271	14	differ	differ	VERB
ajeer-222	271	15	after	after	ADP
ajeer-222	271	16	matching	matching	NOUN
ajeer-222	271	17	can	can	AUX
ajeer-222	271	18	not	not	PART
ajeer-222	271	19	be	be	AUX
ajeer-222	271	20	rejected	reject	VERB
ajeer-222	271	21	for	for	ADP
ajeer-222	271	22	the	the	DET
ajeer-222	271	23	variables	variable	NOUN
ajeer-222	271	24	except	except	SCONJ
ajeer-222	271	25	for	for	ADP
ajeer-222	271	26	age	age	NOUN
ajeer-222	271	27	,	,	PUNCT
ajeer-222	271	28	farming	farming	NOUN
ajeer-222	271	29	experience	experience	NOUN
ajeer-222	271	30	,	,	PUNCT
ajeer-222	271	31	and	and	CCONJ
ajeer-222	271	32	gross	gross	ADJ
ajeer-222	271	33	income	income	NOUN
ajeer-222	271	34	.	.	PUNCT
ajeer-222	272	1	therefore	therefore	ADV
ajeer-222	272	2	,	,	PUNCT
ajeer-222	272	3	it	it	PRON
ajeer-222	272	4	is	be	AUX
ajeer-222	272	5	possible	possible	ADJ
ajeer-222	272	6	to	to	PART
ajeer-222	272	7	generate	generate	VERB
ajeer-222	272	8	a	a	DET
ajeer-222	272	9	control	control	NOUN
ajeer-222	272	10	group	group	NOUN
ajeer-222	272	11	,	,	PUNCT
ajeer-222	272	12	which	which	PRON
ajeer-222	272	13	is	be	AUX
ajeer-222	272	14	similar	similar	ADJ
ajeer-222	272	15	enough	enough	ADV
ajeer-222	272	16	to	to	ADP
ajeer-222	272	17	the	the	DET
ajeer-222	272	18	treatment	treatment	NOUN
ajeer-222	272	19	group	group	NOUN
ajeer-222	272	20	to	to	PART
ajeer-222	272	21	be	be	AUX
ajeer-222	272	22	used	use	VERB
ajeer-222	272	23	for	for	ADP
ajeer-222	272	24	the	the	DET
ajeer-222	272	25	att	att	PROPN
ajeer-222	272	26	estimation	estimation	NOUN
ajeer-222	272	27	.	.	PUNCT
ajeer-222	273	1	the	the	DET
ajeer-222	273	2	relatively	relatively	ADV
ajeer-222	273	3	low	low	ADJ
ajeer-222	273	4	pseudor	pseudor	NOUN
ajeer-222	273	5	2	2	NUM
ajeer-222	273	6	after	after	ADP
ajeer-222	273	7	matching	match	VERB
ajeer-222	273	8	and	and	CCONJ
ajeer-222	273	9	the	the	DET
ajeer-222	273	10	p	p	NOUN
ajeer-222	273	11	-	-	PUNCT
ajeer-222	273	12	values	value	NOUN
ajeer-222	273	13	of	of	ADP
ajeer-222	273	14	the	the	DET
ajeer-222	273	15	likelihood	likelihood	NOUN
ajeer-222	273	16	-	-	PUNCT
ajeer-222	273	17	ratio	ratio	NOUN
ajeer-222	273	18	test	test	NOUN
ajeer-222	273	19	of	of	ADP
ajeer-222	273	20	the	the	DET
ajeer-222	273	21	joint	joint	ADJ
ajeer-222	273	22	significance	significance	NOUN
ajeer-222	273	23	of	of	ADP
ajeer-222	273	24	the	the	DET
ajeer-222	273	25	regressors	regressor	NOUN
ajeer-222	273	26	imply	imply	VERB
ajeer-222	273	27	that	that	SCONJ
ajeer-222	273	28	there	there	PRON
ajeer-222	273	29	is	be	VERB
ajeer-222	273	30	no	no	DET
ajeer-222	273	31	systematic	systematic	ADJ
ajeer-222	273	32	difference	difference	NOUN
ajeer-222	273	33	in	in	ADP
ajeer-222	273	34	the	the	DET
ajeer-222	273	35	distribution	distribution	NOUN
ajeer-222	273	36	of	of	ADP
ajeer-222	273	37	covariates	covariate	NOUN
ajeer-222	273	38	between	between	ADP
ajeer-222	273	39	treatment	treatment	NOUN
ajeer-222	273	40	and	and	CCONJ
ajeer-222	273	41	non	non	ADJ
ajeer-222	273	42	-	-	ADJ
ajeer-222	273	43	treatment	treatment	ADJ
ajeer-222	273	44	groups	group	NOUN
ajeer-222	273	45	after	after	ADP
ajeer-222	273	46	matching	match	VERB
ajeer-222	273	47	,	,	PUNCT
ajeer-222	273	48	suggesting	suggest	VERB
ajeer-222	273	49	that	that	SCONJ
ajeer-222	273	50	the	the	DET
ajeer-222	273	51	overall	overall	ADJ
ajeer-222	273	52	results	result	NOUN
ajeer-222	273	53	from	from	ADP
ajeer-222	273	54	the	the	DET
ajeer-222	273	55	matching	matching	NOUN
ajeer-222	273	56	procedure	procedure	NOUN
ajeer-222	273	57	are	be	AUX
ajeer-222	273	58	satisfactory	satisfactory	ADJ
ajeer-222	273	59	in	in	ADP
ajeer-222	273	60	balancing	balance	VERB
ajeer-222	273	61	the	the	DET
ajeer-222	273	62	covariates	covariate	NOUN
ajeer-222	273	63	between	between	ADP
ajeer-222	273	64	the	the	DET
ajeer-222	273	65	treatment	treatment	NOUN
ajeer-222	273	66	and	and	CCONJ
ajeer-222	273	67	non	non	ADJ
ajeer-222	273	68	-	-	NOUN
ajeer-222	273	69	treatment	treatment	NOUN
ajeer-222	273	70	(	(	PUNCT
ajeer-222	273	71	caliendo	caliendo	PROPN
ajeer-222	273	72	et	et	PROPN
ajeer-222	273	73	al	al	PROPN
ajeer-222	273	74	.	.	PROPN
ajeer-222	273	75	,	,	PUNCT
ajeer-222	273	76	2005	2005	NUM
ajeer-222	273	77	)	)	PUNCT
ajeer-222	273	78	.	.	PUNCT
ajeer-222	274	1	4.3	4.3	NUM
ajeer-222	274	2	.	.	PUNCT
ajeer-222	274	3	distribution	distribution	NOUN
ajeer-222	274	4	of	of	ADP
ajeer-222	274	5	the	the	DET
ajeer-222	274	6	propensity	propensity	NOUN
ajeer-222	274	7	scores	score	NOUN
ajeer-222	274	8	for	for	ADP
ajeer-222	274	9	treated	treat	VERB
ajeer-222	274	10	and	and	CCONJ
ajeer-222	274	11	untreated	untreated	ADJ
ajeer-222	274	12	groups	group	NOUN
ajeer-222	274	13	figure	figure	VERB
ajeer-222	274	14	1	1	NUM
ajeer-222	274	15	gives	give	VERB
ajeer-222	274	16	the	the	DET
ajeer-222	274	17	histograms	histogram	NOUN
ajeer-222	274	18	of	of	ADP
ajeer-222	274	19	estimated	estimate	VERB
ajeer-222	274	20	propensity	propensity	NOUN
ajeer-222	274	21	scores	score	NOUN
ajeer-222	274	22	for	for	ADP
ajeer-222	274	23	the	the	DET
ajeer-222	274	24	treated	treat	VERB
ajeer-222	274	25	and	and	CCONJ
ajeer-222	274	26	non	non	ADJ
ajeer-222	274	27	-	-	ADJ
ajeer-222	274	28	treated	treat	VERB
ajeer-222	274	29	groups	group	NOUN
ajeer-222	274	30	of	of	ADP
ajeer-222	274	31	dairy	dairy	NOUN
ajeer-222	274	32	farmer	farmer	NOUN
ajeer-222	274	33	households	household	NOUN
ajeer-222	274	34	.	.	PUNCT
ajeer-222	275	1	it	it	PRON
ajeer-222	275	2	shows	show	VERB
ajeer-222	275	3	the	the	DET
ajeer-222	275	4	distribution	distribution	NOUN
ajeer-222	275	5	and	and	CCONJ
ajeer-222	275	6	overlap	overlap	NOUN
ajeer-222	275	7	(	(	PUNCT
ajeer-222	275	8	regions	region	NOUN
ajeer-222	275	9	of	of	ADP
ajeer-222	275	10	common	common	ADJ
ajeer-222	275	11	support	support	NOUN
ajeer-222	275	12	)	)	PUNCT
ajeer-222	275	13	conditions	condition	NOUN
ajeer-222	275	14	of	of	ADP
ajeer-222	275	15	the	the	DET
ajeer-222	275	16	propensity	propensity	NOUN
ajeer-222	275	17	scores	score	NOUN
ajeer-222	275	18	after	after	ADP
ajeer-222	275	19	matching	match	VERB
ajeer-222	275	20	for	for	ADP
ajeer-222	275	21	the	the	DET
ajeer-222	275	22	two	two	NUM
ajeer-222	275	23	groups	group	NOUN
ajeer-222	275	24	of	of	ADP
ajeer-222	275	25	dairy	dairy	NOUN
ajeer-222	275	26	farmers	farmer	NOUN
ajeer-222	275	27	(	(	PUNCT
ajeer-222	275	28	nearest	near	ADJ
ajeer-222	275	29	neighbours).visual	neighbours).visual	ADJ
ajeer-222	275	30	inspection	inspection	NOUN
ajeer-222	275	31	of	of	ADP
ajeer-222	275	32	the	the	DET
ajeer-222	275	33	results	result	NOUN
ajeer-222	275	34	reveals	reveal	VERB
ajeer-222	275	35	that	that	SCONJ
ajeer-222	275	36	the	the	DET
ajeer-222	275	37	densities	density	NOUN
ajeer-222	275	38	of	of	ADP
ajeer-222	275	39	the	the	DET
ajeer-222	275	40	mean	mean	ADJ
ajeer-222	275	41	propensity	propensity	NOUN
ajeer-222	275	42	scores	score	NOUN
ajeer-222	275	43	are	be	AUX
ajeer-222	275	44	similar	similar	ADJ
ajeer-222	275	45	after	after	ADP
ajeer-222	275	46	matching	match	VERB
ajeer-222	275	47	and	and	CCONJ
ajeer-222	275	48	there	there	PRON
ajeer-222	275	49	is	be	VERB
ajeer-222	275	50	a	a	DET
ajeer-222	275	51	clear	clear	ADJ
ajeer-222	275	52	overlap	overlap	NOUN
ajeer-222	275	53	of	of	ADP
ajeer-222	275	54	the	the	DET
ajeer-222	275	55	distributions	distribution	NOUN
ajeer-222	275	56	.	.	PUNCT
ajeer-222	276	1	propensity	propensity	NOUN
ajeer-222	276	2	scores	score	NOUN
ajeer-222	276	3	before	before	ADV
ajeer-222	276	4	and	and	CCONJ
ajeer-222	276	5	after	after	ADP
ajeer-222	276	6	matching	match	VERB
ajeer-222	276	7	as	as	SCONJ
ajeer-222	276	8	shown	show	VERB
ajeer-222	276	9	clearly	clearly	ADV
ajeer-222	276	10	indicate	indicate	VERB
ajeer-222	276	11	that	that	SCONJ
ajeer-222	276	12	estimating	estimate	VERB
ajeer-222	276	13	the	the	DET
ajeer-222	276	14	p	p	NOUN
ajeer-222	276	15	-	-	PUNCT
ajeer-222	276	16	score	score	NOUN
ajeer-222	276	17	appears	appear	VERB
ajeer-222	276	18	to	to	PART
ajeer-222	276	19	balance	balance	VERB
ajeer-222	276	20	the	the	DET
ajeer-222	276	21	treated	treat	VERB
ajeer-222	276	22	and	and	CCONJ
ajeer-222	276	23	untreated	untreated	ADJ
ajeer-222	276	24	groups	group	NOUN
ajeer-222	276	25	extremely	extremely	ADV
ajeer-222	276	26	well	well	ADV
ajeer-222	276	27	than	than	ADP
ajeer-222	276	28	without	without	ADP
ajeer-222	276	29	the	the	DET
ajeer-222	276	30	p	p	NOUN
ajeer-222	276	31	-	-	PUNCT
ajeer-222	276	32	score	score	NOUN
ajeer-222	276	33	,	,	PUNCT
ajeer-222	276	34	a	a	DET
ajeer-222	276	35	result	result	NOUN
ajeer-222	276	36	which	which	PRON
ajeer-222	276	37	underscored	underscore	VERB
ajeer-222	276	38	the	the	DET
ajeer-222	276	39	significance	significance	NOUN
ajeer-222	276	40	of	of	ADP
ajeer-222	276	41	the	the	DET
ajeer-222	276	42	propensity	propensity	NOUN
ajeer-222	276	43	score	score	NOUN
ajeer-222	276	44	matching	matching	NOUN
ajeer-222	276	45	approach	approach	NOUN
ajeer-222	276	46	for	for	ADP
ajeer-222	276	47	this	this	DET
ajeer-222	276	48	study	study	NOUN
ajeer-222	276	49	.	.	PUNCT
ajeer-222	277	1	there	there	PRON
ajeer-222	277	2	is	be	VERB
ajeer-222	277	3	a	a	DET
ajeer-222	277	4	clear	clear	ADJ
ajeer-222	277	5	balance	balance	NOUN
ajeer-222	277	6	between	between	ADP
ajeer-222	277	7	the	the	DET
ajeer-222	277	8	two	two	NUM
ajeer-222	277	9	coordinates	coordinate	NOUN
ajeer-222	277	10	as	as	SCONJ
ajeer-222	277	11	they	they	PRON
ajeer-222	277	12	moved	move	VERB
ajeer-222	277	13	towards	towards	ADP
ajeer-222	277	14	a	a	DET
ajeer-222	277	15	central	central	ADJ
ajeer-222	277	16	and	and	CCONJ
ajeer-222	277	17	a	a	DET
ajeer-222	277	18	common	common	ADJ
ajeer-222	277	19	area	area	NOUN
ajeer-222	277	20	.	.	PUNCT
ajeer-222	278	1	figure-1	figure-1	NOUN
ajeer-222	278	2	.	.	PUNCT
ajeer-222	279	1	density	density	NOUN
ajeer-222	279	2	distribution	distribution	NOUN
ajeer-222	279	3	(	(	PUNCT
ajeer-222	279	4	covariate	covariate	ADJ
ajeer-222	279	5	balance	balance	NOUN
ajeer-222	279	6	)	)	PUNCT
ajeer-222	279	7	of	of	ADP
ajeer-222	279	8	the	the	DET
ajeer-222	279	9	estimated	estimate	VERB
ajeer-222	279	10	propensity	propensity	NOUN
ajeer-222	279	11	scores	score	NOUN
ajeer-222	279	12	source	source	NOUN
ajeer-222	279	13	:	:	PUNCT
ajeer-222	279	14	author	author	NOUN
ajeer-222	279	15	’s	’s	PART
ajeer-222	279	16	computation	computation	NOUN
ajeer-222	279	17	from	from	ADP
ajeer-222	279	18	survey	survey	NOUN
ajeer-222	279	19	data	datum	NOUN
ajeer-222	279	20	,	,	PUNCT
ajeer-222	279	21	2016	2016	NUM
ajeer-222	279	22	4.4	4.4	NUM
ajeer-222	279	23	.	.	PUNCT
ajeer-222	280	1	summary	summary	NOUN
ajeer-222	280	2	and	and	CCONJ
ajeer-222	280	3	conclusions	conclusion	NOUN
ajeer-222	280	4	this	this	DET
ajeer-222	280	5	study	study	NOUN
ajeer-222	280	6	examined	examine	VERB
ajeer-222	280	7	the	the	DET
ajeer-222	280	8	impacts	impact	NOUN
ajeer-222	280	9	of	of	ADP
ajeer-222	280	10	milk	milk	NOUN
ajeer-222	280	11	marketing	marketing	NOUN
ajeer-222	280	12	channel	channel	NOUN
ajeer-222	280	13	choice	choice	NOUN
ajeer-222	280	14	decisions	decision	NOUN
ajeer-222	280	15	on	on	ADP
ajeer-222	280	16	dairy	dairy	NOUN
ajeer-222	280	17	farmer	farmer	NOUN
ajeer-222	280	18	household	household	NOUN
ajeer-222	280	19	income	income	NOUN
ajeer-222	280	20	,	,	PUNCT
ajeer-222	280	21	employment	employment	NOUN
ajeer-222	280	22	and	and	CCONJ
ajeer-222	280	23	breed	breed	NOUN
ajeer-222	280	24	technologies	technology	NOUN
ajeer-222	280	25	,	,	PUNCT
ajeer-222	280	26	using	use	VERB
ajeer-222	280	27	a	a	DET
ajeer-222	280	28	cross	cross	ADJ
ajeer-222	280	29	-	-	ADJ
ajeer-222	280	30	sectional	sectional	ADJ
ajeer-222	280	31	sample	sample	NOUN
ajeer-222	280	32	of	of	ADP
ajeer-222	280	33	432	432	NUM
ajeer-222	280	34	dairy	dairy	NOUN
ajeer-222	280	35	farmer	farmer	NOUN
ajeer-222	280	36	households	household	NOUN
ajeer-222	280	37	from	from	ADP
ajeer-222	280	38	six	six	NUM
ajeer-222	280	39	sub	sub	NOUN
ajeer-222	280	40	counties	county	NOUN
ajeer-222	280	41	in	in	ADP
ajeer-222	280	42	kericho	kericho	PROPN
ajeer-222	280	43	county	county	PROPN
ajeer-222	280	44	,	,	PUNCT
ajeer-222	280	45	kenya	kenya	PROPN
ajeer-222	280	46	.	.	PUNCT
ajeer-222	281	1	a	a	DET
ajeer-222	281	2	propensity	propensity	NOUN
ajeer-222	281	3	score	score	NOUN
ajeer-222	281	4	matching	matching	NOUN
ajeer-222	281	5	model	model	NOUN
ajeer-222	281	6	was	be	AUX
ajeer-222	281	7	employed	employ	VERB
ajeer-222	281	8	to	to	PART
ajeer-222	281	9	account	account	VERB
ajeer-222	281	10	for	for	ADP
ajeer-222	281	11	selection	selection	NOUN
ajeer-222	281	12	bias	bias	NOUN
ajeer-222	281	13	asian	asian	PROPN
ajeer-222	281	14	journal	journal	PROPN
ajeer-222	281	15	of	of	ADP
ajeer-222	281	16	economics	economic	NOUN
ajeer-222	281	17	and	and	CCONJ
ajeer-222	281	18	empirical	empirical	ADJ
ajeer-222	281	19	research	research	NOUN
ajeer-222	281	20	,	,	PUNCT
ajeer-222	281	21	2016	2016	NUM
ajeer-222	281	22	,	,	PUNCT
ajeer-222	281	23	3(2	3(2	NUM
ajeer-222	281	24	):	):	PUNCT
ajeer-222	281	25	145	145	NUM
ajeer-222	281	26	-	-	SYM
ajeer-222	281	27	155	155	NUM
ajeer-222	281	28	155	155	NUM
ajeer-222	281	29	that	that	PRON
ajeer-222	281	30	normally	normally	ADV
ajeer-222	281	31	occurs	occur	VERB
ajeer-222	281	32	when	when	SCONJ
ajeer-222	281	33	unobservable	unobservable	ADJ
ajeer-222	281	34	factors	factor	NOUN
ajeer-222	281	35	influence	influence	VERB
ajeer-222	281	36	both	both	PRON
ajeer-222	281	37	participation	participation	NOUN
ajeer-222	281	38	and	and	CCONJ
ajeer-222	281	39	non	non	ADJ
ajeer-222	281	40	-	-	NOUN
ajeer-222	281	41	participation	participation	NOUN
ajeer-222	281	42	in	in	ADP
ajeer-222	281	43	dairy	dairy	NOUN
ajeer-222	281	44	milk	milk	NOUN
ajeer-222	281	45	marketing	marketing	NOUN
ajeer-222	281	46	on	on	ADP
ajeer-222	281	47	the	the	DET
ajeer-222	281	48	outcomes	outcome	NOUN
ajeer-222	281	49	.	.	PUNCT
ajeer-222	282	1	the	the	DET
ajeer-222	282	2	paper	paper	NOUN
ajeer-222	282	3	addressed	address	VERB
ajeer-222	282	4	dairy	dairy	NOUN
ajeer-222	282	5	farmer	farmer	NOUN
ajeer-222	282	6	heterogeneity	heterogeneity	NOUN
ajeer-222	282	7	by	by	ADP
ajeer-222	282	8	explicitly	explicitly	ADV
ajeer-222	282	9	providing	provide	VERB
ajeer-222	282	10	separate	separate	ADJ
ajeer-222	282	11	estimates	estimate	NOUN
ajeer-222	282	12	for	for	ADP
ajeer-222	282	13	treated	treat	VERB
ajeer-222	282	14	group	group	NOUN
ajeer-222	282	15	(	(	PUNCT
ajeer-222	282	16	farmers	farmer	NOUN
ajeer-222	282	17	selling	sell	VERB
ajeer-222	282	18	to	to	ADP
ajeer-222	282	19	commercial	commercial	ADJ
ajeer-222	282	20	buyers	buyer	NOUN
ajeer-222	282	21	)	)	PUNCT
ajeer-222	282	22	and	and	CCONJ
ajeer-222	282	23	the	the	DET
ajeer-222	282	24	untreated	untreated	ADJ
ajeer-222	282	25	group	group	NOUN
ajeer-222	282	26	(	(	PUNCT
ajeer-222	282	27	farmers	farmer	NOUN
ajeer-222	282	28	not	not	PART
ajeer-222	282	29	selling	sell	VERB
ajeer-222	282	30	to	to	ADP
ajeer-222	282	31	commercial	commercial	ADJ
ajeer-222	282	32	buyers	buyer	NOUN
ajeer-222	282	33	)	)	PUNCT
ajeer-222	282	34	.	.	PUNCT
ajeer-222	283	1	results	result	NOUN
ajeer-222	283	2	of	of	ADP
ajeer-222	283	3	the	the	DET
ajeer-222	283	4	propensity	propensity	NOUN
ajeer-222	283	5	score	score	NOUN
ajeer-222	283	6	matching	matching	NOUN
ajeer-222	283	7	showed	show	VERB
ajeer-222	283	8	that	that	SCONJ
ajeer-222	283	9	the	the	DET
ajeer-222	283	10	magnitudes	magnitude	NOUN
ajeer-222	283	11	of	of	ADP
ajeer-222	283	12	the	the	DET
ajeer-222	283	13	coefficients	coefficient	NOUN
ajeer-222	283	14	of	of	ADP
ajeer-222	283	15	the	the	DET
ajeer-222	283	16	average	average	ADJ
ajeer-222	283	17	treatment	treatment	NOUN
ajeer-222	283	18	effects	effect	NOUN
ajeer-222	283	19	for	for	ADP
ajeer-222	283	20	the	the	DET
ajeer-222	283	21	treated	treat	VERB
ajeer-222	283	22	(	(	PUNCT
ajeer-222	283	23	att	att	PROPN
ajeer-222	283	24	)	)	PUNCT
ajeer-222	283	25	were	be	AUX
ajeer-222	283	26	higher	high	ADJ
ajeer-222	283	27	than	than	ADP
ajeer-222	283	28	the	the	DET
ajeer-222	283	29	average	average	ADJ
ajeer-222	283	30	treatment	treatment	NOUN
ajeer-222	283	31	effects	effect	NOUN
ajeer-222	283	32	for	for	ADP
ajeer-222	283	33	the	the	DET
ajeer-222	283	34	entire	entire	ADJ
ajeer-222	283	35	sample	sample	NOUN
ajeer-222	283	36	(	(	PUNCT
ajeer-222	283	37	ate	ate	NOUN
ajeer-222	283	38	)	)	PUNCT
ajeer-222	283	39	,	,	PUNCT
ajeer-222	283	40	and	and	CCONJ
ajeer-222	283	41	the	the	DET
ajeer-222	283	42	average	average	ADJ
ajeer-222	283	43	treatment	treatment	NOUN
ajeer-222	283	44	effects	effect	NOUN
ajeer-222	283	45	for	for	ADP
ajeer-222	283	46	the	the	DET
ajeer-222	283	47	untreated	untreated	ADJ
ajeer-222	283	48	(	(	PUNCT
ajeer-222	283	49	atu	atu	NOUN
ajeer-222	283	50	)	)	PUNCT
ajeer-222	283	51	for	for	ADP
ajeer-222	283	52	the	the	DET
ajeer-222	283	53	outcome	outcome	NOUN
ajeer-222	283	54	variables	variable	NOUN
ajeer-222	283	55	except	except	SCONJ
ajeer-222	283	56	for	for	ADP
ajeer-222	283	57	breeding	breed	VERB
ajeer-222	283	58	technology	technology	NOUN
ajeer-222	283	59	.	.	PUNCT
ajeer-222	284	1	the	the	DET
ajeer-222	284	2	results	result	NOUN
ajeer-222	284	3	indicated	indicate	VERB
ajeer-222	284	4	that	that	SCONJ
ajeer-222	284	5	farmers	farmer	NOUN
ajeer-222	284	6	that	that	PRON
ajeer-222	284	7	sold	sell	VERB
ajeer-222	284	8	milk	milk	NOUN
ajeer-222	284	9	to	to	ADP
ajeer-222	284	10	commercial	commercial	ADJ
ajeer-222	284	11	milk	milk	NOUN
ajeer-222	284	12	buyers	buyer	NOUN
ajeer-222	284	13	had	have	VERB
ajeer-222	284	14	a	a	DET
ajeer-222	284	15	higher	high	ADJ
ajeer-222	284	16	probability	probability	NOUN
ajeer-222	284	17	of	of	ADP
ajeer-222	284	18	obtaining	obtain	VERB
ajeer-222	284	19	higher	high	ADJ
ajeer-222	284	20	gross	gross	ADJ
ajeer-222	284	21	income	income	NOUN
ajeer-222	284	22	per	per	ADP
ajeer-222	284	23	animal	animal	NOUN
ajeer-222	284	24	per	per	ADP
ajeer-222	284	25	day	day	NOUN
ajeer-222	284	26	and	and	CCONJ
ajeer-222	284	27	could	could	AUX
ajeer-222	284	28	improve	improve	VERB
ajeer-222	284	29	their	their	PRON
ajeer-222	284	30	welfare	welfare	NOUN
ajeer-222	284	31	over	over	ADP
ajeer-222	284	32	and	and	CCONJ
ajeer-222	284	33	above	above	ADP
ajeer-222	284	34	those	those	DET
ajeer-222	284	35	farmers	farmer	NOUN
ajeer-222	284	36	who	who	PRON
ajeer-222	284	37	did	do	VERB
ajeer-222	284	38	not	not	PART
ajeer-222	284	39	.	.	PUNCT
ajeer-222	285	1	the	the	DET
ajeer-222	285	2	average	average	ADJ
ajeer-222	285	3	effect	effect	NOUN
ajeer-222	285	4	of	of	ADP
ajeer-222	285	5	the	the	DET
ajeer-222	285	6	treatment	treatment	NOUN
ajeer-222	285	7	(	(	PUNCT
ajeer-222	285	8	ate	ate	NOUN
ajeer-222	285	9	)	)	PUNCT
ajeer-222	285	10	for	for	ADP
ajeer-222	285	11	a	a	DET
ajeer-222	285	12	dairy	dairy	NOUN
ajeer-222	285	13	farmer	farmer	NOUN
ajeer-222	285	14	household	household	NOUN
ajeer-222	285	15	drawn	draw	VERB
ajeer-222	285	16	from	from	ADP
ajeer-222	285	17	the	the	DET
ajeer-222	285	18	overall	overall	ADJ
ajeer-222	285	19	population	population	NOUN
ajeer-222	285	20	at	at	ADP
ajeer-222	285	21	random	random	ADJ
ajeer-222	285	22	was	be	AUX
ajeer-222	285	23	kenya	kenya	NOUN
ajeer-222	285	24	shillings	shilling	NOUN
ajeer-222	285	25	25.60	25.60	NUM
ajeer-222	285	26	higher	high	ADJ
ajeer-222	285	27	because	because	SCONJ
ajeer-222	285	28	of	of	ADP
ajeer-222	285	29	selling	sell	VERB
ajeer-222	285	30	to	to	ADP
ajeer-222	285	31	commercial	commercial	ADJ
ajeer-222	285	32	milk	milk	NOUN
ajeer-222	285	33	buyers	buyer	NOUN
ajeer-222	285	34	.	.	PUNCT
ajeer-222	286	1	the	the	DET
ajeer-222	286	2	atu	atu	PROPN
ajeer-222	286	3	effect	effect	NOUN
ajeer-222	286	4	by	by	ADP
ajeer-222	286	5	caliper	caliper	NOUN
ajeer-222	286	6	matching	matching	NOUN
ajeer-222	286	7	estimates	estimate	NOUN
ajeer-222	286	8	revealed	reveal	VERB
ajeer-222	286	9	that	that	SCONJ
ajeer-222	286	10	if	if	SCONJ
ajeer-222	286	11	a	a	DET
ajeer-222	286	12	farmer	farmer	NOUN
ajeer-222	286	13	household	household	NOUN
ajeer-222	286	14	who	who	PRON
ajeer-222	286	15	did	do	AUX
ajeer-222	286	16	not	not	PART
ajeer-222	286	17	sell	sell	VERB
ajeer-222	286	18	milk	milk	NOUN
ajeer-222	286	19	to	to	ADP
ajeer-222	286	20	commercial	commercial	ADJ
ajeer-222	286	21	milk	milk	NOUN
ajeer-222	286	22	buyers	buyer	NOUN
ajeer-222	286	23	had	have	AUX
ajeer-222	286	24	actually	actually	ADV
ajeer-222	286	25	sold	sell	VERB
ajeer-222	286	26	the	the	DET
ajeer-222	286	27	milk	milk	NOUN
ajeer-222	286	28	,	,	PUNCT
ajeer-222	286	29	their	their	PRON
ajeer-222	286	30	household	household	NOUN
ajeer-222	286	31	income	income	NOUN
ajeer-222	286	32	and	and	CCONJ
ajeer-222	286	33	employment	employment	NOUN
ajeer-222	286	34	hours	hour	NOUN
ajeer-222	286	35	would	would	AUX
ajeer-222	286	36	be	be	AUX
ajeer-222	286	37	on	on	ADP
ajeer-222	286	38	average	average	ADJ
ajeer-222	286	39	lower	low	ADJ
ajeer-222	286	40	than	than	ADP
ajeer-222	286	41	that	that	PRON
ajeer-222	286	42	of	of	ADP
ajeer-222	286	43	those	those	PRON
ajeer-222	286	44	who	who	PRON
ajeer-222	286	45	did	do	AUX
ajeer-222	286	46	sell	sell	VERB
ajeer-222	286	47	their	their	PRON
ajeer-222	286	48	milk	milk	NOUN
ajeer-222	286	49	to	to	ADP
ajeer-222	286	50	commercial	commercial	ADJ
ajeer-222	286	51	milk	milk	NOUN
ajeer-222	286	52	buyers	buyer	NOUN
ajeer-222	286	53	.	.	PUNCT
ajeer-222	287	1	the	the	DET
ajeer-222	287	2	implication	implication	NOUN
ajeer-222	287	3	here	here	ADV
ajeer-222	287	4	is	be	AUX
ajeer-222	287	5	that	that	SCONJ
ajeer-222	287	6	the	the	DET
ajeer-222	287	7	net	net	ADJ
ajeer-222	287	8	income	income	NOUN
ajeer-222	287	9	and	and	CCONJ
ajeer-222	287	10	employment	employment	NOUN
ajeer-222	287	11	hour	hour	NOUN
ajeer-222	287	12	gains	gain	NOUN
ajeer-222	287	13	from	from	ADP
ajeer-222	287	14	selling	sell	VERB
ajeer-222	287	15	to	to	ADP
ajeer-222	287	16	commercial	commercial	ADJ
ajeer-222	287	17	milk	milk	NOUN
ajeer-222	287	18	buyers	buyer	NOUN
ajeer-222	287	19	are	be	AUX
ajeer-222	287	20	slightly	slightly	ADV
ajeer-222	287	21	higher	high	ADJ
ajeer-222	287	22	for	for	ADP
ajeer-222	287	23	dairy	dairy	NOUN
ajeer-222	287	24	farmer	farmer	NOUN
ajeer-222	287	25	households	household	NOUN
ajeer-222	287	26	with	with	ADP
ajeer-222	287	27	a	a	DET
ajeer-222	287	28	higher	high	ADJ
ajeer-222	287	29	probability	probability	NOUN
ajeer-222	287	30	of	of	ADP
ajeer-222	287	31	selling	sell	VERB
ajeer-222	287	32	to	to	ADP
ajeer-222	287	33	commercial	commercial	ADJ
ajeer-222	287	34	milk	milk	NOUN
ajeer-222	287	35	buyers	buyer	NOUN
ajeer-222	287	36	than	than	ADP
ajeer-222	287	37	to	to	ADP
ajeer-222	287	38	dairy	dairy	NOUN
ajeer-222	287	39	farmer	farmer	NOUN
ajeer-222	287	40	households	household	NOUN
ajeer-222	287	41	with	with	ADP
ajeer-222	287	42	slightly	slightly	ADV
ajeer-222	287	43	lower	low	ADJ
ajeer-222	287	44	chances	chance	NOUN
ajeer-222	287	45	of	of	ADP
ajeer-222	287	46	selling	sell	VERB
ajeer-222	287	47	to	to	ADP
ajeer-222	287	48	commercial	commercial	ADJ
ajeer-222	287	49	milk	milk	NOUN
ajeer-222	287	50	marketing	marketing	NOUN
ajeer-222	287	51	channel	channel	NOUN
ajeer-222	287	52	.	.	PUNCT
ajeer-222	288	1	the	the	DET
ajeer-222	288	2	growing	grow	VERB
ajeer-222	288	3	interest	interest	NOUN
ajeer-222	288	4	of	of	ADP
ajeer-222	288	5	policy	policy	NOUN
ajeer-222	288	6	makers	maker	NOUN
ajeer-222	288	7	in	in	ADP
ajeer-222	288	8	promoting	promote	VERB
ajeer-222	288	9	dairy	dairy	NOUN
ajeer-222	288	10	milk	milk	NOUN
ajeer-222	288	11	production	production	NOUN
ajeer-222	288	12	,	,	PUNCT
ajeer-222	288	13	particularly	particularly	ADV
ajeer-222	288	14	in	in	ADP
ajeer-222	288	15	the	the	DET
ajeer-222	288	16	rural	rural	ADJ
ajeer-222	288	17	areas	area	NOUN
ajeer-222	288	18	of	of	ADP
ajeer-222	288	19	kenya	kenya	PROPN
ajeer-222	288	20	is	be	AUX
ajeer-222	288	21	in	in	ADP
ajeer-222	288	22	the	the	DET
ajeer-222	288	23	right	right	ADJ
ajeer-222	288	24	direction	direction	NOUN
ajeer-222	288	25	as	as	SCONJ
ajeer-222	288	26	revealed	reveal	VERB
ajeer-222	288	27	by	by	ADP
ajeer-222	288	28	the	the	DET
ajeer-222	288	29	results	result	NOUN
ajeer-222	288	30	of	of	ADP
ajeer-222	288	31	this	this	DET
ajeer-222	288	32	study	study	NOUN
ajeer-222	288	33	.	.	PUNCT
ajeer-222	289	1	besides	besides	SCONJ
ajeer-222	289	2	being	be	AUX
ajeer-222	289	3	a	a	DET
ajeer-222	289	4	valuable	valuable	ADJ
ajeer-222	289	5	source	source	NOUN
ajeer-222	289	6	of	of	ADP
ajeer-222	289	7	income	income	NOUN
ajeer-222	289	8	for	for	ADP
ajeer-222	289	9	rural	rural	ADJ
ajeer-222	289	10	dairy	dairy	NOUN
ajeer-222	289	11	farmer	farmer	NOUN
ajeer-222	289	12	households	household	NOUN
ajeer-222	289	13	in	in	ADP
ajeer-222	289	14	developing	develop	VERB
ajeer-222	289	15	countries	country	NOUN
ajeer-222	289	16	,	,	PUNCT
ajeer-222	289	17	dairy	dairy	NOUN
ajeer-222	289	18	production	production	NOUN
ajeer-222	289	19	also	also	ADV
ajeer-222	289	20	helps	help	VERB
ajeer-222	289	21	in	in	ADP
ajeer-222	289	22	smoothing	smooth	VERB
ajeer-222	289	23	household	household	NOUN
ajeer-222	289	24	incomes	income	NOUN
ajeer-222	289	25	,	,	PUNCT
ajeer-222	289	26	which	which	PRON
ajeer-222	289	27	in	in	ADP
ajeer-222	289	28	turn	turn	NOUN
ajeer-222	289	29	smoothens	smoothen	VERB
ajeer-222	289	30	consumption	consumption	NOUN
ajeer-222	289	31	hence	hence	ADV
ajeer-222	289	32	improving	improve	VERB
ajeer-222	289	33	farmer	farmer	NOUN
ajeer-222	289	34	household	household	NOUN
ajeer-222	289	35	welfare	welfare	NOUN
ajeer-222	289	36	over	over	ADP
ajeer-222	289	37	long	long	ADJ
ajeer-222	289	38	periods	period	NOUN
ajeer-222	289	39	of	of	ADP
ajeer-222	289	40	time	time	NOUN
ajeer-222	289	41	.	.	PUNCT
ajeer-222	290	1	references	reference	NOUN
ajeer-222	290	2	anderson	anderson	PROPN
ajeer-222	290	3	,	,	PUNCT
ajeer-222	290	4	d.r	d.r	PROPN
ajeer-222	290	5	.	.	PROPN
ajeer-222	290	6	,	,	PUNCT
ajeer-222	290	7	j.d	j.d	PROPN
ajeer-222	290	8	.	.	PROPN
ajeer-222	290	9	sweeny	sweeny	PROPN
ajeer-222	290	10	,	,	PUNCT
ajeer-222	290	11	t.a	t.a	PROPN
ajeer-222	290	12	.	.	PROPN
ajeer-222	290	13	williams	williams	PROPN
ajeer-222	290	14	,	,	PUNCT
ajeer-222	290	15	j.	j.	PROPN
ajeer-222	290	16	freeman	freeman	PROPN
ajeer-222	290	17	and	and	CCONJ
ajeer-222	290	18	e.	e.	PROPN
ajeer-222	290	19	shoesmith	shoesmith	PROPN
ajeer-222	290	20	,	,	PUNCT
ajeer-222	290	21	2007	2007	NUM
ajeer-222	290	22	.	.	PUNCT
ajeer-222	291	1	statistics	statistic	NOUN
ajeer-222	291	2	for	for	ADP
ajeer-222	291	3	business	business	NOUN
ajeer-222	291	4	and	and	CCONJ
ajeer-222	291	5	economics	economic	NOUN
ajeer-222	291	6	.	.	PUNCT
ajeer-222	292	1	9th	9th	ADJ
ajeer-222	292	2	edn	edn	NOUN
ajeer-222	292	3	.	.	PUNCT
ajeer-222	293	1	:	:	PUNCT
ajeer-222	293	2	thomson	thomson	PROPN
ajeer-222	293	3	learning	learning	PROPN
ajeer-222	293	4	.	.	PUNCT
ajeer-222	294	1	thomson	thomson	PROPN
ajeer-222	294	2	press	press	PROPN
ajeer-222	294	3	(	(	PUNCT
ajeer-222	294	4	india	india	PROPN
ajeer-222	294	5	)	)	PUNCT
ajeer-222	294	6	ltd	ltd	PROPN
ajeer-222	294	7	.	.	PROPN
ajeer-222	294	8	barrett	barrett	PROPN
ajeer-222	294	9	,	,	PUNCT
ajeer-222	294	10	c.b	c.b	PROPN
ajeer-222	294	11	.	.	PROPN
ajeer-222	294	12	,	,	PUNCT
ajeer-222	294	13	t.	t.	PROPN
ajeer-222	294	14	reardon	reardon	PROPN
ajeer-222	294	15	and	and	CCONJ
ajeer-222	294	16	p.	p.	PROPN
ajeer-222	294	17	webb	webb	PROPN
ajeer-222	294	18	,	,	PUNCT
ajeer-222	294	19	2001	2001	NUM
ajeer-222	294	20	.	.	PUNCT
ajeer-222	295	1	nonfarm	nonfarm	NOUN
ajeer-222	295	2	income	income	NOUN
ajeer-222	295	3	diversification	diversification	NOUN
ajeer-222	295	4	and	and	CCONJ
ajeer-222	295	5	household	household	NOUN
ajeer-222	295	6	livelihood	livelihood	NOUN
ajeer-222	295	7	strategies	strategy	NOUN
ajeer-222	295	8	in	in	ADP
ajeer-222	295	9	rural	rural	ADJ
ajeer-222	295	10	africa	africa	PROPN
ajeer-222	295	11	:	:	PUNCT
ajeer-222	295	12	concepts	concept	NOUN
ajeer-222	295	13	,	,	PUNCT
ajeer-222	295	14	dynamics	dynamic	NOUN
ajeer-222	295	15	,	,	PUNCT
ajeer-222	295	16	and	and	CCONJ
ajeer-222	295	17	policy	policy	NOUN
ajeer-222	295	18	implications	implication	NOUN
ajeer-222	295	19	.	.	PUNCT
ajeer-222	296	1	food	food	NOUN
ajeer-222	296	2	policy	policy	NOUN
ajeer-222	296	3	,	,	PUNCT
ajeer-222	296	4	26(4	26(4	NUM
ajeer-222	296	5	):	):	PUNCT
ajeer-222	296	6	315–331	315–331	NUM
ajeer-222	296	7	.	.	PUNCT
ajeer-222	297	1	caliendo	caliendo	PROPN
ajeer-222	297	2	,	,	PUNCT
ajeer-222	297	3	m.	m.	NOUN
ajeer-222	297	4	,	,	PUNCT
ajeer-222	297	5	m.	m.	PROPN
ajeer-222	297	6	caliendo	caliendo	PROPN
ajeer-222	297	7	and	and	CCONJ
ajeer-222	297	8	s.	s.	PROPN
ajeer-222	297	9	kopeinig	kopeinig	PROPN
ajeer-222	297	10	,	,	PUNCT
ajeer-222	297	11	2005	2005	NUM
ajeer-222	297	12	.	.	PUNCT
ajeer-222	298	1	some	some	DET
ajeer-222	298	2	practical	practical	ADJ
ajeer-222	298	3	guidance	guidance	NOUN
ajeer-222	298	4	for	for	ADP
ajeer-222	298	5	the	the	DET
ajeer-222	298	6	implementation	implementation	NOUN
ajeer-222	298	7	of	of	ADP
ajeer-222	298	8	propensity	propensity	NOUN
ajeer-222	298	9	score	score	NOUN
ajeer-222	298	10	matching	matching	NOUN
ajeer-222	298	11	.	.	PUNCT
ajeer-222	299	1	(	(	PUNCT
ajeer-222	299	2	1588	1588	NUM
ajeer-222	299	3	)	)	PUNCT
ajeer-222	299	4	.	.	PUNCT
ajeer-222	300	1	cocks	cock	NOUN
ajeer-222	300	2	,	,	PUNCT
ajeer-222	300	3	j.	j.	PROPN
ajeer-222	300	4	,	,	PUNCT
ajeer-222	300	5	h.r	h.r	PROPN
ajeer-222	300	6	.	.	PROPN
ajeer-222	300	7	gow	gow	PROPN
ajeer-222	300	8	and	and	CCONJ
ajeer-222	300	9	r.	r.	NOUN
ajeer-222	300	10	westgren	westgren	PROPN
ajeer-222	300	11	,	,	PUNCT
ajeer-222	300	12	2005	2005	NUM
ajeer-222	300	13	.	.	PUNCT
ajeer-222	301	1	public	public	ADJ
ajeer-222	301	2	facilitation	facilitation	NOUN
ajeer-222	301	3	of	of	ADP
ajeer-222	301	4	small	small	ADJ
ajeer-222	301	5	farmer	farmer	NOUN
ajeer-222	301	6	access	access	NOUN
ajeer-222	301	7	to	to	ADP
ajeer-222	301	8	international	international	ADJ
ajeer-222	301	9	food	food	NOUN
ajeer-222	301	10	marketing	marketing	NOUN
ajeer-222	301	11	channels	channel	NOUN
ajeer-222	301	12	:	:	PUNCT
ajeer-222	301	13	an	an	DET
ajeer-222	301	14	empirical	empirical	ADJ
ajeer-222	301	15	analysis	analysis	NOUN
ajeer-222	301	16	of	of	ADP
ajeer-222	301	17	the	the	DET
ajeer-222	301	18	usda	usda	NOUN
ajeer-222	301	19	market	market	NOUN
ajeer-222	301	20	assistance	assistance	NOUN
ajeer-222	301	21	program	program	NOUN
ajeer-222	301	22	in	in	ADP
ajeer-222	301	23	armenia	armenia	PROPN
ajeer-222	301	24	.	.	PUNCT
ajeer-222	301	25	,	,	PUNCT
ajeer-222	301	26	aaea	aaea	PROPN
ajeer-222	301	27	annual	annual	ADJ
ajeer-222	301	28	meetings	meeting	NOUN
ajeer-222	301	29	2005	2005	NUM
ajeer-222	301	30	.	.	PUNCT
ajeer-222	302	1	providence	providence	NOUN
ajeer-222	302	2	,	,	PUNCT
ajeer-222	302	3	rhode	rhode	PROPN
ajeer-222	302	4	island	island	NOUN
ajeer-222	302	5	.	.	PUNCT
ajeer-222	303	1	eggertson	eggertson	PROPN
ajeer-222	303	2	,	,	PUNCT
ajeer-222	303	3	t.	t.	PROPN
ajeer-222	303	4	,	,	PUNCT
ajeer-222	303	5	1990	1990	NUM
ajeer-222	303	6	.	.	PUNCT
ajeer-222	304	1	economic	economic	ADJ
ajeer-222	304	2	behavior	behavior	NOUN
ajeer-222	304	3	and	and	CCONJ
ajeer-222	304	4	institutions	institution	NOUN
ajeer-222	304	5	:	:	PUNCT
ajeer-222	304	6	principles	principle	NOUN
ajeer-222	304	7	of	of	ADP
ajeer-222	304	8	neoinstitutional	neoinstitutional	ADJ
ajeer-222	304	9	economics	economic	NOUN
ajeer-222	304	10	.	.	PUNCT
ajeer-222	305	1	glover	glover	PROPN
ajeer-222	305	2	,	,	PUNCT
ajeer-222	305	3	d.j	d.j	PROPN
ajeer-222	305	4	.	.	PROPN
ajeer-222	305	5	,	,	PUNCT
ajeer-222	305	6	1987	1987	NUM
ajeer-222	305	7	.	.	PUNCT
ajeer-222	306	1	increasing	increase	VERB
ajeer-222	306	2	the	the	DET
ajeer-222	306	3	benefits	benefit	NOUN
ajeer-222	306	4	to	to	ADP
ajeer-222	306	5	smallholders	smallholder	NOUN
ajeer-222	306	6	from	from	ADP
ajeer-222	306	7	contract	contract	NOUN
ajeer-222	306	8	farming	farming	NOUN
ajeer-222	306	9	:	:	PUNCT
ajeer-222	306	10	problems	problem	NOUN
ajeer-222	306	11	for	for	ADP
ajeer-222	306	12	farmers	farmer	NOUN
ajeer-222	306	13	’	’	PART
ajeer-222	306	14	organizations	organization	NOUN
ajeer-222	306	15	and	and	CCONJ
ajeer-222	306	16	po	po	NOUN
ajeer-222	306	17	licy	licy	NOUN
ajeer-222	306	18	makers	maker	NOUN
ajeer-222	306	19	.	.	PUNCT
ajeer-222	307	1	in	in	ADP
ajeer-222	307	2	world	world	PROPN
ajeer-222	307	3	development	development	NOUN
ajeer-222	307	4	,	,	PUNCT
ajeer-222	307	5	15(4	15(4	NUM
ajeer-222	307	6	):	):	PUNCT
ajeer-222	307	7	441	441	NUM
ajeer-222	307	8	-	-	SYM
ajeer-222	307	9	448	448	NUM
ajeer-222	307	10	.	.	PUNCT
ajeer-222	308	1	gorton	gorton	PROPN
ajeer-222	308	2	,	,	PUNCT
ajeer-222	308	3	m.	m.	NOUN
ajeer-222	308	4	,	,	PUNCT
ajeer-222	308	5	m.	m.	NOUN
ajeer-222	308	6	dumitrashko	dumitrashko	PROPN
ajeer-222	308	7	and	and	CCONJ
ajeer-222	308	8	j.	j.	PROPN
ajeer-222	308	9	white	white	PROPN
ajeer-222	308	10	,	,	PUNCT
ajeer-222	308	11	2006	2006	NUM
ajeer-222	308	12	.	.	PUNCT
ajeer-222	309	1	overcoming	overcome	VERB
ajeer-222	309	2	supply	supply	NOUN
ajeer-222	309	3	chain	chain	NOUN
ajeer-222	309	4	failure	failure	NOUN
ajeer-222	309	5	in	in	ADP
ajeer-222	309	6	the	the	DET
ajeer-222	309	7	agri	agri	NOUN
ajeer-222	309	8	-	-	PUNCT
ajeer-222	309	9	food	food	NOUN
ajeer-222	309	10	sector	sector	NOUN
ajeer-222	309	11	:	:	PUNCT
ajeer-222	309	12	a	a	DET
ajeer-222	309	13	case	case	NOUN
ajeer-222	309	14	study	study	NOUN
ajeer-222	309	15	from	from	ADP
ajeer-222	309	16	moldova	moldova	PROPN
ajeer-222	309	17	.	.	PUNCT
ajeer-222	310	1	food	food	NOUN
ajeer-222	310	2	policy	policy	NOUN
ajeer-222	310	3	,	,	PUNCT
ajeer-222	310	4	31(1	31(1	NUM
ajeer-222	310	5	):	):	PUNCT
ajeer-222	310	6	90	90	NUM
ajeer-222	310	7	–	–	PUNCT
ajeer-222	310	8	103	103	NUM
ajeer-222	310	9	.	.	PUNCT
ajeer-222	311	1	gorton	gorton	PROPN
ajeer-222	311	2	,	,	PUNCT
ajeer-222	311	3	w.j	w.j	PROPN
ajeer-222	311	4	.	.	PROPN
ajeer-222	311	5	,	,	PUNCT
ajeer-222	311	6	2007	2007	NUM
ajeer-222	311	7	.	.	PUNCT
ajeer-222	312	1	transformation	transformation	NOUN
ajeer-222	312	2	and	and	CCONJ
ajeer-222	312	3	contracting	contracting	NOUN
ajeer-222	312	4	in	in	ADP
ajeer-222	312	5	the	the	DET
ajeer-222	312	6	supply	supply	NOUN
ajeer-222	312	7	chains	chain	NOUN
ajeer-222	312	8	of	of	ADP
ajeer-222	312	9	the	the	DET
ajeer-222	312	10	former	former	ADJ
ajeer-222	312	11	soviet	soviet	PROPN
ajeer-222	312	12	union	union	NOUN
ajeer-222	312	13	.	.	PUNCT
ajeer-222	313	1	in	in	ADP
ajeer-222	313	2	:	:	PUNCT
ajeer-222	313	3	swinnen	swinnen	NOUN
ajeer-222	313	4	,	,	PUNCT
ajeer-222	313	5	j.f.m	j.f.m	NOUN
ajeer-222	313	6	.	.	PUNCT
ajeer-222	314	1	(	(	PUNCT
ajeer-222	314	2	ed	ed	NOUN
ajeer-222	314	3	.	.	PUNCT
ajeer-222	314	4	)	)	PUNCT
ajeer-222	314	5	,	,	PUNCT
ajeer-222	314	6	global	global	ADJ
ajeer-222	314	7	supply	supply	NOUN
ajeer-222	314	8	chains	chain	NOUN
ajeer-222	314	9	standards	standard	NOUN
ajeer-222	314	10	and	and	CCONJ
ajeer-222	314	11	the	the	DET
ajeer-222	314	12	poor	poor	ADJ
ajeer-222	314	13	:	:	PUNCT
ajeer-222	314	14	how	how	SCONJ
ajeer-222	314	15	the	the	DET
ajeer-222	314	16	globalisation	globalisation	NOUN
ajeer-222	314	17	of	of	ADP
ajeer-222	314	18	food	food	NOUN
ajeer-222	314	19	system	system	NOUN
ajeer-222	314	20	and	and	CCONJ
ajeer-222	314	21	the	the	DET
ajeer-222	314	22	standards	standard	NOUN
ajeer-222	314	23	affects	affect	VERB
ajeer-222	314	24	rural	rural	ADJ
ajeer-222	314	25	development	development	NOUN
ajeer-222	314	26	and	and	CCONJ
ajeer-222	314	27	poverty	poverty	NOUN
ajeer-222	314	28	.	.	PUNCT
ajeer-222	315	1	cabi	cabi	PROPN
ajeer-222	315	2	,	,	PUNCT
ajeer-222	315	3	wal	wal	PROPN
ajeer-222	315	4	.	.	PUNCT
ajeer-222	315	5	j.f.m	j.f.m	PROPN
ajeer-222	315	6	.	.	PUNCT
ajeer-222	316	1	(	(	PUNCT
ajeer-222	316	2	ed	ed	NOUN
ajeer-222	316	3	.	.	PUNCT
ajeer-222	316	4	)	)	PUNCT
ajeer-222	316	5	.	.	PUNCT
ajeer-222	317	1	belgium	belgium	PROPN
ajeer-222	317	2	:	:	PUNCT
ajeer-222	317	3	cabi	cabi	PROPN
ajeer-222	317	4	.	.	PUNCT
ajeer-222	318	1	pp	pp	ADP
ajeer-222	318	2	:	:	PUNCT
ajeer-222	319	1	175–187	175–187	NUM
ajeer-222	319	2	.	.	PUNCT
ajeer-222	319	3	gow	gow	PROPN
ajeer-222	319	4	,	,	PUNCT
ajeer-222	319	5	h.r	h.r	PROPN
ajeer-222	319	6	.	.	PROPN
ajeer-222	319	7	and	and	CCONJ
ajeer-222	319	8	j.f.m	j.f.m	PROPN
ajeer-222	319	9	.	.	PROPN
ajeer-222	319	10	swinnen	swinnen	PROPN
ajeer-222	319	11	,	,	PUNCT
ajeer-222	319	12	2001	2001	NUM
ajeer-222	319	13	.	.	PUNCT
ajeer-222	320	1	private	private	ADJ
ajeer-222	320	2	enforcement	enforcement	NOUN
ajeer-222	320	3	capital	capital	NOUN
ajeer-222	320	4	and	and	CCONJ
ajeer-222	320	5	contract	contract	NOUN
ajeer-222	320	6	enforcement	enforcement	NOUN
ajeer-222	320	7	in	in	ADP
ajeer-222	320	8	transitional	transitional	ADJ
ajeer-222	320	9	economies	economy	NOUN
ajeer-222	320	10	.	.	PUNCT
ajeer-222	321	1	american	american	ADJ
ajeer-222	321	2	journal	journal	PROPN
ajeer-222	321	3	on	on	ADP
ajeer-222	321	4	agricultural	agricultural	ADJ
ajeer-222	321	5	economics	economic	NOUN
ajeer-222	321	6	,	,	PUNCT
ajeer-222	321	7	83(3	83(3	NUM
ajeer-222	321	8	):	):	PUNCT
ajeer-222	321	9	686–690	686–690	NUM
ajeer-222	321	10	.	.	PUNCT
ajeer-222	322	1	greene	greene	PROPN
ajeer-222	322	2	,	,	PUNCT
ajeer-222	322	3	w.h	w.h	PROPN
ajeer-222	322	4	.	.	PROPN
ajeer-222	322	5	,	,	PUNCT
ajeer-222	322	6	2003	2003	NUM
ajeer-222	322	7	.	.	PUNCT
ajeer-222	323	1	econometric	econometric	ADJ
ajeer-222	323	2	analysis	analysis	NOUN
ajeer-222	323	3	.	.	PUNCT
ajeer-222	324	1	5th	5th	ADJ
ajeer-222	324	2	edn	edn	NOUN
ajeer-222	324	3	.	.	PUNCT
ajeer-222	325	1	,	,	PUNCT
ajeer-222	325	2	upper	upper	ADJ
ajeer-222	325	3	saddle	saddle	NOUN
ajeer-222	325	4	river	river	NOUN
ajeer-222	325	5	,	,	PUNCT
ajeer-222	325	6	nj	nj	PROPN
ajeer-222	325	7	:	:	PUNCT
ajeer-222	325	8	prentice	prentice	PROPN
ajeer-222	325	9	hall	hall	PROPN
ajeer-222	325	10	,	,	PUNCT
ajeer-222	325	11	upper	upper	ADJ
ajeer-222	325	12	saddle	saddle	NOUN
ajeer-222	325	13	river	river	PROPN
ajeer-222	325	14	,	,	PUNCT
ajeer-222	325	15	nj	nj	PROPN
ajeer-222	325	16	.	.	PUNCT
ajeer-222	325	17	gujarati	gujarati	PROPN
ajeer-222	325	18	,	,	PUNCT
ajeer-222	325	19	2004	2004	NUM
ajeer-222	325	20	.	.	PUNCT
ajeer-222	326	1	basic	basic	ADJ
ajeer-222	326	2	econometrics	econometric	NOUN
ajeer-222	326	3	.	.	PUNCT
ajeer-222	327	1	4th	4th	ADJ
ajeer-222	327	2	edn	edn	PROPN
ajeer-222	327	3	.	.	PUNCT
ajeer-222	327	4	,	,	PUNCT
ajeer-222	327	5	new	new	PROPN
ajeer-222	327	6	york	york	PROPN
ajeer-222	327	7	:	:	PUNCT
ajeer-222	327	8	tata	tata	PROPN
ajeer-222	327	9	mcgraw	mcgraw	PROPN
ajeer-222	327	10	hill	hill	PROPN
ajeer-222	327	11	publisher	publisher	NOUN
ajeer-222	327	12	.	.	PUNCT
ajeer-222	328	1	heckman	heckman	PROPN
ajeer-222	328	2	,	,	PUNCT
ajeer-222	328	3	j.j	j.j	PROPN
ajeer-222	328	4	.	.	PROPN
ajeer-222	328	5	,	,	PUNCT
ajeer-222	328	6	1999	1999	NUM
ajeer-222	328	7	.	.	PUNCT
ajeer-222	329	1	policies	policy	NOUN
ajeer-222	329	2	to	to	PART
ajeer-222	329	3	foster	foster	VERB
ajeer-222	329	4	human	human	ADJ
ajeer-222	329	5	capital	capital	NOUN
ajeer-222	329	6	.	.	PUNCT
ajeer-222	330	1	research	research	NOUN
ajeer-222	330	2	in	in	ADP
ajeer-222	330	3	economics	economic	NOUN
ajeer-222	330	4	,	,	PUNCT
ajeer-222	330	5	54(1	54(1	NUM
ajeer-222	330	6	):	):	PUNCT
ajeer-222	330	7	3	3	NUM
ajeer-222	330	8	-	-	SYM
ajeer-222	330	9	56	56	NUM
ajeer-222	330	10	.	.	PUNCT
ajeer-222	331	1	heshmati	heshmati	PROPN
ajeer-222	331	2	,	,	PUNCT
ajeer-222	331	3	y.-b.s.y.-r.k	y.-b.s.y.-r.k	PROPN
ajeer-222	331	4	.	.	PROPN
ajeer-222	331	5	,	,	PUNCT
ajeer-222	331	6	2007	2007	NUM
ajeer-222	331	7	.	.	PUNCT
ajeer-222	332	1	commercialization	commercialization	NOUN
ajeer-222	332	2	and	and	CCONJ
ajeer-222	332	3	transfer	transfer	NOUN
ajeer-222	332	4	of	of	ADP
ajeer-222	332	5	technology	technology	NOUN
ajeer-222	332	6	:	:	PUNCT
ajeer-222	332	7	major	major	ADJ
ajeer-222	332	8	country	country	NOUN
ajeer-222	332	9	case	case	NOUN
ajeer-222	332	10	studies	study	VERB
ajeer-222	332	11	y.-r	y.-r	PROPN
ajeer-222	332	12	.	.	PUNCT
ajeer-222	333	1	k.	k.	PROPN
ajeer-222	333	2	almas	almas	PROPN
ajeer-222	333	3	heshmati	heshmati	PROPN
ajeer-222	333	4	,	,	PUNCT
ajeer-222	333	5	youngbock	youngbock	PROPN
ajeer-222	333	6	sohn	sohn	PROPN
ajeer-222	333	7	,	,	PUNCT
ajeer-222	333	8	ed	ed	NOUN
ajeer-222	333	9	.	.	PROPN
ajeer-222	333	10	,	,	PUNCT
ajeer-222	333	11	new	new	PROPN
ajeer-222	333	12	york	york	PROPN
ajeer-222	333	13	:	:	PUNCT
ajeer-222	333	14	nova	nova	PROPN
ajeer-222	333	15	science	science	NOUN
ajeer-222	333	16	publishers	publisher	NOUN
ajeer-222	333	17	,	,	PUNCT
ajeer-222	333	18	incl	incl	NOUN
ajeer-222	333	19	.	.	PUNCT
ajeer-222	334	1	hujer	hujer	PROPN
ajeer-222	334	2	,	,	PUNCT
ajeer-222	334	3	r.	r.	PROPN
ajeer-222	334	4	,	,	PUNCT
ajeer-222	334	5	m.c	m.c	PROPN
ajeer-222	334	6	.	.	PROPN
ajeer-222	334	7	and	and	CCONJ
ajeer-222	334	8	s.l.t	s.l.t	PROPN
ajeer-222	334	9	.	.	PROPN
ajeer-222	334	10	,	,	PUNCT
ajeer-222	334	11	2004	2004	NUM
ajeer-222	334	12	.	.	PUNCT
ajeer-222	335	1	new	new	ADJ
ajeer-222	335	2	evidence	evidence	NOUN
ajeer-222	335	3	on	on	ADP
ajeer-222	335	4	the	the	DET
ajeer-222	335	5	effects	effect	NOUN
ajeer-222	335	6	of	of	ADP
ajeer-222	335	7	job	job	NOUN
ajeer-222	335	8	creation	creation	NOUN
ajeer-222	335	9	schemes	scheme	NOUN
ajeer-222	335	10	in	in	ADP
ajeer-222	335	11	germany	germany	PROPN
ajeer-222	335	12	a	a	DET
ajeer-222	335	13	matching	match	VERB
ajeer-222	335	14	approach	approach	NOUN
ajeer-222	335	15	with	with	ADP
ajeer-222	335	16	threefold	threefold	ADJ
ajeer-222	335	17	heterogeneity	heterogeneity	NOUN
ajeer-222	335	18	.	.	PUNCT
ajeer-222	336	1	research	research	NOUN
ajeer-222	336	2	in	in	ADP
ajeer-222	336	3	economics	economic	NOUN
ajeer-222	336	4	,	,	PUNCT
ajeer-222	336	5	58(4	58(4	NUM
ajeer-222	336	6	):	):	PUNCT
ajeer-222	336	7	257–302	257–302	NUM
ajeer-222	336	8	.	.	PUNCT
ajeer-222	337	1	kousar	kousar	PROPN
ajeer-222	337	2	,	,	PUNCT
ajeer-222	337	3	r.	r.	PROPN
ajeer-222	337	4	and	and	CCONJ
ajeer-222	337	5	a.	a.	NOUN
ajeer-222	337	6	abdulai	abdulai	PROPN
ajeer-222	337	7	,	,	PUNCT
ajeer-222	337	8	2015	2015	NUM
ajeer-222	337	9	.	.	PUNCT
ajeer-222	338	1	gender	gender	NOUN
ajeer-222	338	2	based	base	VERB
ajeer-222	338	3	labor	labor	NOUN
ajeer-222	338	4	activity	activity	NOUN
ajeer-222	338	5	of	of	ADP
ajeer-222	338	6	farm	farm	NOUN
ajeer-222	338	7	households	household	NOUN
ajeer-222	338	8	.	.	PUNCT
ajeer-222	339	1	international	international	ADJ
ajeer-222	339	2	journal	journal	PROPN
ajeer-222	339	3	of	of	ADP
ajeer-222	339	4	business	business	NOUN
ajeer-222	339	5	and	and	CCONJ
ajeer-222	339	6	management	management	NOUN
ajeer-222	339	7	study	study	NOUN
ajeer-222	339	8	–	–	PUNCT
ajeer-222	339	9	ijbms	ijbms	NOUN
ajeer-222	339	10	,	,	PUNCT
ajeer-222	339	11	2(2	2(2	NUM
ajeer-222	339	12	):	):	PUNCT
ajeer-222	339	13	183–187	183–187	NUM
ajeer-222	339	14	.	.	PUNCT
ajeer-222	340	1	nkosi	nkosi	NOUN
ajeer-222	340	2	,	,	PUNCT
ajeer-222	340	3	s.a	s.a	PROPN
ajeer-222	340	4	.	.	PROPN
ajeer-222	340	5	and	and	CCONJ
ajeer-222	340	6	j.	j.	PROPN
ajeer-222	340	7	kirsten	kirsten	PROPN
ajeer-222	340	8	,	,	PUNCT
ajeer-222	340	9	1994	1994	NUM
ajeer-222	340	10	.	.	PUNCT
ajeer-222	341	1	small	small	ADJ
ajeer-222	341	2	holder	holder	NOUN
ajeer-222	341	3	’s	’s	PART
ajeer-222	341	4	market	market	NOUN
ajeer-222	341	5	participation	participation	NOUN
ajeer-222	341	6	:	:	PUNCT
ajeer-222	341	7	concepts	concept	NOUN
ajeer-222	341	8	and	and	CCONJ
ajeer-222	341	9	evidence	evidence	NOUN
ajeer-222	341	10	from	from	ADP
ajeer-222	341	11	eastern	eastern	ADJ
ajeer-222	341	12	and	and	CCONJ
ajeer-222	341	13	southern	southern	PROPN
ajeer-222	341	14	africa	africa	PROPN
ajeer-222	341	15	.	.	PUNCT
ajeer-222	342	1	a	a	DET
ajeer-222	342	2	paper	paper	NOUN
ajeer-222	342	3	presented	present	VERB
ajeer-222	342	4	at	at	ADP
ajeer-222	342	5	fao	fao	ADJ
ajeer-222	342	6	workshop	workshop	NOUN
ajeer-222	342	7	on	on	ADP
ajeer-222	342	8	staple	staple	ADJ
ajeer-222	342	9	food	food	NOUN
ajeer-222	342	10	and	and	CCONJ
ajeer-222	342	11	market	market	NOUN
ajeer-222	342	12	policy	policy	NOUN
ajeer-222	342	13	options	option	NOUN
ajeer-222	342	14	for	for	ADP
ajeer-222	342	15	promoting	promote	VERB
ajeer-222	342	16	development	development	NOUN
ajeer-222	342	17	in	in	ADP
ajeer-222	342	18	eastern	eastern	ADJ
ajeer-222	342	19	and	and	CCONJ
ajeer-222	342	20	southern	southern	PROPN
ajeer-222	342	21	africa	africa	PROPN
ajeer-222	342	22	,	,	PUNCT
ajeer-222	342	23	rome	rome	PROPN
ajeer-222	342	24	,	,	PUNCT
ajeer-222	342	25	march	march	PROPN
ajeer-222	342	26	1	1	NUM
ajeer-222	342	27	-	-	SYM
ajeer-222	342	28	2	2	NUM
ajeer-222	342	29	,	,	PUNCT
ajeer-222	342	30	1994	1994	NUM
ajeer-222	342	31	.	.	PUNCT
ajeer-222	343	1	norris	norris	PROPN
ajeer-222	343	2	,	,	PUNCT
ajeer-222	343	3	p.e	p.e	PROPN
ajeer-222	343	4	.	.	PROPN
ajeer-222	343	5	and	and	CCONJ
ajeer-222	343	6	s.b	s.b	PROPN
ajeer-222	343	7	.	.	PROPN
ajeer-222	343	8	sandra	sandra	PROPN
ajeer-222	343	9	,	,	PUNCT
ajeer-222	343	10	1987	1987	NUM
ajeer-222	343	11	.	.	PUNCT
ajeer-222	344	1	virginia	virginia	PROPN
ajeer-222	344	2	farmers	farmers	PROPN
ajeer-222	344	3	'	'	PART
ajeer-222	344	4	soil	soil	NOUN
ajeer-222	344	5	conservation	conservation	NOUN
ajeer-222	344	6	decisions	decision	NOUN
ajeer-222	344	7	:	:	PUNCT
ajeer-222	344	8	an	an	DET
ajeer-222	344	9	application	application	NOUN
ajeer-222	344	10	of	of	ADP
ajeer-222	344	11	tobit	tobit	NOUN
ajeer-222	344	12	analysis	analysis	NOUN
ajeer-222	344	13	.	.	PUNCT
ajeer-222	345	1	southern	southern	ADJ
ajeer-222	345	2	journal	journal	PROPN
ajeer-222	345	3	of	of	ADP
ajeer-222	345	4	agricultural	agricultural	ADJ
ajeer-222	345	5	economics	economic	NOUN
ajeer-222	345	6	,	,	PUNCT
ajeer-222	345	7	19(1	19(1	NUM
ajeer-222	345	8	):	):	PUNCT
ajeer-222	345	9	79	79	NUM
ajeer-222	345	10	-	-	SYM
ajeer-222	345	11	90	90	NUM
ajeer-222	345	12	.	.	PUNCT
ajeer-222	346	1	owusu	owusu	PROPN
ajeer-222	346	2	,	,	PUNCT
ajeer-222	346	3	v.	v.	ADP
ajeer-222	346	4	and	and	CCONJ
ajeer-222	346	5	a.	a.	NOUN
ajeer-222	346	6	a.	a.	PROPN
ajeer-222	346	7	,	,	PUNCT
ajeer-222	346	8	2009	2009	NUM
ajeer-222	346	9	.	.	PUNCT
ajeer-222	347	1	non	non	ADJ
ajeer-222	347	2	-	-	ADJ
ajeer-222	347	3	farm	farm	ADJ
ajeer-222	347	4	work	work	NOUN
ajeer-222	347	5	and	and	CCONJ
ajeer-222	347	6	food	food	NOUN
ajeer-222	347	7	security	security	NOUN
ajeer-222	347	8	among	among	ADP
ajeer-222	347	9	farm	farm	NOUN
ajeer-222	347	10	households	household	NOUN
ajeer-222	347	11	in	in	ADP
ajeer-222	347	12	northern	northern	ADJ
ajeer-222	347	13	ghana	ghana	PROPN
ajeer-222	347	14	.	.	PUNCT
ajeer-222	348	1	food	food	NOUN
ajeer-222	348	2	policy	policy	NOUN
ajeer-222	348	3	,	,	PUNCT
ajeer-222	348	4	36(2	36(2	NUM
ajeer-222	348	5	):	):	PUNCT
ajeer-222	348	6	0–37	0–37	PROPN
ajeer-222	348	7	.	.	PUNCT
ajeer-222	349	1	owusu	owusu	PROPN
ajeer-222	349	2	,	,	PUNCT
ajeer-222	349	3	v.	v.	PROPN
ajeer-222	349	4	,	,	PUNCT
ajeer-222	349	5	f.k	f.k	PROPN
ajeer-222	349	6	.	.	PROPN
ajeer-222	349	7	frimpong	frimpong	PROPN
ajeer-222	349	8	and	and	CCONJ
ajeer-222	349	9	v.	v.	PROPN
ajeer-222	349	10	owusu	owusu	PROPN
ajeer-222	349	11	,	,	PUNCT
ajeer-222	349	12	2014	2014	NUM
ajeer-222	349	13	.	.	PUNCT
ajeer-222	350	1	impact	impact	NOUN
ajeer-222	350	2	of	of	ADP
ajeer-222	350	3	cocoa	cocoa	NOUN
ajeer-222	350	4	agroforests	agroforest	NOUN
ajeer-222	350	5	on	on	ADP
ajeer-222	350	6	yield	yield	NOUN
ajeer-222	350	7	and	and	CCONJ
ajeer-222	350	8	household	household	NOUN
ajeer-222	350	9	income	income	NOUN
ajeer-222	350	10	:	:	PUNCT
ajeer-222	350	11	evidence	evidence	NOUN
ajeer-222	350	12	from	from	ADP
ajeer-222	350	13	ghana	ghana	PROPN
ajeer-222	350	14	,	,	PUNCT
ajeer-222	350	15	paris	paris	PROPN
ajeer-222	350	16	,	,	PUNCT
ajeer-222	350	17	france	france	PROPN
ajeer-222	350	18	.	.	PUNCT
ajeer-222	351	1	88th	88th	ADJ
ajeer-222	351	2	annual	annual	ADJ
ajeer-222	351	3	conference	conference	NOUN
ajeer-222	351	4	of	of	ADP
ajeer-222	351	5	the	the	DET
ajeer-222	351	6	agricultural	agricultural	ADJ
ajeer-222	351	7	economics	economic	NOUN
ajeer-222	351	8	society	society	NOUN
ajeer-222	351	9	,	,	PUNCT
ajeer-222	351	10	agro	agro	PROPN
ajeer-222	351	11	paris	paris	PROPN
ajeer-222	351	12	tech	tech	PROPN
ajeer-222	351	13	,	,	PUNCT
ajeer-222	351	14	paris	paris	PROPN
ajeer-222	351	15	,	,	PUNCT
ajeer-222	351	16	france	france	PROPN
ajeer-222	351	17	.	.	PUNCT
ajeer-222	351	18	paterson	paterson	PROPN
ajeer-222	351	19	,	,	PUNCT
ajeer-222	351	20	a.g	a.g	PROPN
ajeer-222	351	21	.	.	PROPN
ajeer-222	351	22	,	,	PUNCT
ajeer-222	351	23	1997	1997	NUM
ajeer-222	351	24	.	.	PUNCT
ajeer-222	352	1	pastoralists	pastoralist	NOUN
ajeer-222	352	2	are	be	AUX
ajeer-222	352	3	people	people	NOUN
ajeer-222	352	4	:	:	PUNCT
ajeer-222	352	5	why	why	SCONJ
ajeer-222	352	6	development	development	NOUN
ajeer-222	352	7	for	for	ADP
ajeer-222	352	8	pastoralists	pastoralist	NOUN
ajeer-222	352	9	not	not	PART
ajeer-222	352	10	the	the	DET
ajeer-222	352	11	development	development	NOUN
ajeer-222	352	12	of	of	ADP
ajeer-222	352	13	pastoralists	pastoralist	NOUN
ajeer-222	352	14	?	?	PUNCT
ajeer-222	353	1	the	the	DET
ajeer-222	353	2	rural	rural	ADJ
ajeer-222	353	3	extension	extension	NOUN
ajeer-222	353	4	bulletin	bulletin	NOUN
ajeer-222	353	5	,	,	PUNCT
ajeer-222	353	6	no	no	INTJ
ajeer-222	353	7	.	.	NOUN
ajeer-222	353	8	4	4	NUM
ajeer-222	353	9	.	.	X
ajeer-222	353	10	pryanishnikov	pryanishnikov	PROPN
ajeer-222	353	11	,	,	PUNCT
ajeer-222	353	12	i.	i.	PROPN
ajeer-222	353	13	and	and	CCONJ
ajeer-222	353	14	z.	z.	PROPN
ajeer-222	353	15	katarina	katarina	PROPN
ajeer-222	353	16	,	,	PUNCT
ajeer-222	353	17	2003	2003	NUM
ajeer-222	353	18	.	.	PUNCT
ajeer-222	354	1	multinomial	multinomial	ADJ
ajeer-222	354	2	logit	logit	PROPN
ajeer-222	354	3	models	model	NOUN
ajeer-222	354	4	for	for	ADP
ajeer-222	354	5	the	the	DET
ajeer-222	354	6	austrian	austrian	ADJ
ajeer-222	354	7	labor	labor	NOUN
ajeer-222	354	8	market	market	NOUN
ajeer-222	354	9	.	.	PUNCT
ajeer-222	355	1	austrian	austrian	ADJ
ajeer-222	355	2	journal	journal	PROPN
ajeer-222	355	3	of	of	ADP
ajeer-222	355	4	statistics	statistic	NOUN
ajeer-222	355	5	,	,	PUNCT
ajeer-222	355	6	32(4	32(4	NUM
ajeer-222	355	7	):	):	PUNCT
ajeer-222	355	8	267–282	267–282	NUM
ajeer-222	355	9	.	.	PUNCT
ajeer-222	356	1	rosenbaum	rosenbaum	PROPN
ajeer-222	356	2	,	,	PUNCT
ajeer-222	356	3	p.r	p.r	PROPN
ajeer-222	356	4	.	.	PROPN
ajeer-222	356	5	and	and	CCONJ
ajeer-222	356	6	b.r	b.r	PROPN
ajeer-222	356	7	.	.	PROPN
ajeer-222	356	8	donald	donald	PROPN
ajeer-222	356	9	,	,	PUNCT
ajeer-222	356	10	1985	1985	NUM
ajeer-222	356	11	.	.	PUNCT
ajeer-222	357	1	constructing	construct	VERB
ajeer-222	357	2	a	a	DET
ajeer-222	357	3	control	control	NOUN
ajeer-222	357	4	group	group	NOUN
ajeer-222	357	5	using	use	VERB
ajeer-222	357	6	multivariate	multivariate	NOUN
ajeer-222	357	7	matched	match	VERB
ajeer-222	357	8	sampling	sampling	NOUN
ajeer-222	357	9	methods	method	NOUN
ajeer-222	357	10	that	that	PRON
ajeer-222	357	11	incorporate	incorporate	VERB
ajeer-222	357	12	the	the	DET
ajeer-222	357	13	propensity	propensity	NOUN
ajeer-222	357	14	score	score	NOUN
ajeer-222	357	15	.	.	PUNCT
ajeer-222	358	1	american	american	PROPN
ajeer-222	358	2	statistican	statistican	PROPN
ajeer-222	358	3	,	,	PUNCT
ajeer-222	358	4	39(1	39(1	NUM
ajeer-222	358	5	):	):	PUNCT
ajeer-222	358	6	33–38	33–38	NUM
ajeer-222	358	7	.	.	PUNCT
ajeer-222	359	1	sadler	sadler	NOUN
ajeer-222	359	2	,	,	PUNCT
ajeer-222	359	3	m.	m.	NOUN
ajeer-222	359	4	,	,	PUNCT
ajeer-222	359	5	2006	2006	NUM
ajeer-222	359	6	.	.	PUNCT
ajeer-222	360	1	comparative	comparative	ADJ
ajeer-222	360	2	analysis	analysis	NOUN
ajeer-222	360	3	of	of	ADP
ajeer-222	360	4	cotton	cotton	NOUN
ajeer-222	360	5	supply	supply	NOUN
ajeer-222	360	6	chains	chain	NOUN
ajeer-222	360	7	in	in	ADP
ajeer-222	360	8	central	central	ADJ
ajeer-222	360	9	asia	asia	PROPN
ajeer-222	360	10	.	.	PUNCT
ajeer-222	361	1	in	in	ADP
ajeer-222	361	2	:	:	PUNCT
ajeer-222	361	3	swinnen	swinnen	NOUN
ajeer-222	361	4	,	,	PUNCT
ajeer-222	361	5	j.f.m	j.f.m	NOUN
ajeer-222	361	6	.	.	PUNCT
ajeer-222	362	1	(	(	PUNCT
ajeer-222	362	2	ed	ed	NOUN
ajeer-222	362	3	.	.	PUNCT
ajeer-222	362	4	)	)	PUNCT
ajeer-222	362	5	,	,	PUNCT
ajeer-222	362	6	case	case	NOUN
ajeer-222	362	7	studies	study	NOUN
ajeer-222	362	8	on	on	ADP
ajeer-222	362	9	vertical	vertical	ADJ
ajeer-222	362	10	coordination	coordination	NOUN
ajeer-222	362	11	in	in	ADP
ajeer-222	362	12	agrofood	agrofood	NOUN
ajeer-222	362	13	chains	chain	NOUN
ajeer-222	362	14	in	in	ADP
ajeer-222	362	15	europe	europe	PROPN
ajeer-222	362	16	and	and	CCONJ
ajeer-222	362	17	central	central	PROPN
ajeer-222	362	18	asia	asia	PROPN
ajeer-222	362	19	,	,	PUNCT
ajeer-222	362	20	ecssd	ecssd	NOUN
ajeer-222	362	21	.	.	PUNCT
ajeer-222	363	1	washington	washington	PROPN
ajeer-222	363	2	,	,	PUNCT
ajeer-222	363	3	dc	dc	PROPN
ajeer-222	363	4	:	:	PUNCT
ajeer-222	363	5	world	world	PROPN
ajeer-222	363	6	bank	bank	PROPN
ajeer-222	363	7	.	.	PUNCT
ajeer-222	364	1	smith	smith	PROPN
ajeer-222	364	2	,	,	PUNCT
ajeer-222	364	3	j.	j.	PROPN
ajeer-222	364	4	and	and	CCONJ
ajeer-222	364	5	p.	p.	PROPN
ajeer-222	364	6	todd	todd	NOUN
ajeer-222	364	7	,	,	PUNCT
ajeer-222	364	8	2005	2005	NUM
ajeer-222	364	9	.	.	PUNCT
ajeer-222	365	1	does	do	AUX
ajeer-222	365	2	matching	match	VERB
ajeer-222	365	3	overcome	overcome	NOUN
ajeer-222	365	4	lalonde	lalonde	NOUN
ajeer-222	365	5	’	'	PUNCT
ajeer-222	365	6	s	s	NOUN
ajeer-222	365	7	critique	critique	NOUN
ajeer-222	365	8	of	of	ADP
ajeer-222	365	9	nonexperimental	nonexperimental	ADJ
ajeer-222	365	10	by	by	ADP
ajeer-222	365	11	does	do	AUX
ajeer-222	365	12	matching	match	VERB
ajeer-222	365	13	overcome	overcome	NOUN
ajeer-222	365	14	lalonde	lalonde	NOUN
ajeer-222	365	15	’	'	PUNCT
ajeer-222	365	16	s	s	NOUN
ajeer-222	365	17	critique	critique	NOUN
ajeer-222	365	18	of	of	ADP
ajeer-222	365	19	nonexperimental	nonexperimental	ADJ
ajeer-222	365	20	estimators	estimator	NOUN
ajeer-222	365	21	 	 	SPACE
ajeer-222	365	22	?	?	PUNCT
ajeer-222	366	1	1	1	X
ajeer-222	366	2	.	.	X
ajeer-222	366	3	journal	journal	NOUN
ajeer-222	366	4	of	of	ADP
ajeer-222	366	5	econometrics	econometric	NOUN
ajeer-222	366	6	,	,	PUNCT
ajeer-222	366	7	125(1–2	125(1–2	NUM
ajeer-222	366	8	):	):	PUNCT
ajeer-222	366	9	305–353	305–353	PROPN
ajeer-222	366	10	.	.	PUNCT
ajeer-222	366	11	striewe	striewe	PROPN
ajeer-222	366	12	,	,	PUNCT
ajeer-222	366	13	l.	l.	PROPN
ajeer-222	366	14	,	,	PUNCT
ajeer-222	366	15	1999	1999	NUM
ajeer-222	366	16	.	.	PUNCT
ajeer-222	367	1	grain	grain	NOUN
ajeer-222	367	2	and	and	CCONJ
ajeer-222	367	3	oilseed	oilseed	NOUN
ajeer-222	367	4	marketing	marketing	NOUN
ajeer-222	367	5	in	in	ADP
ajeer-222	367	6	ukraine	ukraine	NOUN
ajeer-222	367	7	,	,	PUNCT
ajeer-222	367	8	in	in	ADP
ajeer-222	367	9	:	:	PUNCT
ajeer-222	367	10	swinnen	swinnen	NOUN
ajeer-222	367	11	,	,	PUNCT
ajeer-222	367	12	j.f.m	j.f.m	NOUN
ajeer-222	367	13	.	.	PUNCT
ajeer-222	368	1	(	(	PUNCT
ajeer-222	368	2	ed	ed	NOUN
ajeer-222	368	3	.	.	PUNCT
ajeer-222	368	4	)	)	PUNCT
ajeer-222	368	5	,	,	PUNCT
ajeer-222	368	6	global	global	ADJ
ajeer-222	368	7	supply	supply	NOUN
ajeer-222	368	8	chains	chain	NOUN
ajeer-222	368	9	standards	standard	NOUN
ajeer-222	368	10	and	and	CCONJ
ajeer-222	368	11	the	the	DET
ajeer-222	368	12	poor	poor	ADJ
ajeer-222	368	13	:	:	PUNCT
ajeer-222	368	14	how	how	SCONJ
ajeer-222	368	15	the	the	DET
ajeer-222	368	16	globalisation	globalisation	NOUN
ajeer-222	368	17	of	of	ADP
ajeer-222	368	18	food	food	NOUN
ajeer-222	368	19	system	system	NOUN
ajeer-222	368	20	and	and	CCONJ
ajeer-222	368	21	the	the	DET
ajeer-222	368	22	standards	standard	NOUN
ajeer-222	368	23	affects	affect	VERB
ajeer-222	368	24	rural	rural	ADJ
ajeer-222	368	25	development	development	NOUN
ajeer-222	368	26	and	and	CCONJ
ajeer-222	368	27	poverty	poverty	NOUN
ajeer-222	368	28	.	.	PUNCT
ajeer-222	369	1	iowa	iowa	PROPN
ajeer-222	369	2	state	state	PROPN
ajeer-222	369	3	university	university	PROPN
ajeer-222	369	4	ukraine	ukraine	PROPN
ajeer-222	369	5	agricultural	agricultural	ADJ
ajeer-222	369	6	policy	policy	NOUN
ajeer-222	369	7	project	project	NOUN
ajeer-222	369	8	(	(	PUNCT
ajeer-222	369	9	uapp	uapp	NOUN
ajeer-222	369	10	)	)	PUNCT
ajeer-222	369	11	.	.	PUNCT
ajeer-222	370	1	kiev	kiev	PROPN
ajeer-222	370	2	:	:	PUNCT
ajeer-222	370	3	cabi	cabi	PROPN
ajeer-222	370	4	,	,	PUNCT
ajeer-222	370	5	wal	wal	PROPN
ajeer-222	370	6	.	.	PUNCT
ajeer-222	371	1	j.f.m	j.f.m	PROPN
ajeer-222	371	2	.	.	PUNCT
ajeer-222	372	1	(	(	PUNCT
ajeer-222	372	2	ed	ed	NOUN
ajeer-222	372	3	.	.	PUNCT
ajeer-222	372	4	)	)	PUNCT
ajeer-222	372	5	.	.	PUNCT
ajeer-222	373	1	pp	pp	ADV
ajeer-222	373	2	:	:	PUNCT
ajeer-222	374	1	175–187	175–187	NUM
ajeer-222	374	2	.	.	PUNCT
ajeer-222	375	1	varian	varian	PROPN
ajeer-222	375	2	,	,	PUNCT
ajeer-222	375	3	h.r	h.r	PROPN
ajeer-222	375	4	.	.	PROPN
ajeer-222	375	5	,	,	PUNCT
ajeer-222	375	6	2000	2000	NUM
ajeer-222	375	7	.	.	PUNCT
ajeer-222	376	1	intermediate	intermediate	ADJ
ajeer-222	376	2	microeconomic	microeconomic	ADJ
ajeer-222	376	3	theory	theory	NOUN
ajeer-222	376	4	:	:	PUNCT
ajeer-222	376	5	a	a	DET
ajeer-222	376	6	modern	modern	ADJ
ajeer-222	376	7	approach	approach	NOUN
ajeer-222	376	8	eighth	eighth	PROPN
ajeer-222	376	9	edi	edi	PROPN
ajeer-222	376	10	.	.	PUNCT
ajeer-222	377	1	j.	j.	PROPN
ajeer-222	377	2	repcheck	repcheck	PROPN
ajeer-222	377	3	,	,	PUNCT
ajeer-222	377	4	ed	ed	NOUN
ajeer-222	377	5	.	.	PROPN
ajeer-222	377	6	,	,	PUNCT
ajeer-222	377	7	cheltenham	cheltenham	PROPN
ajeer-222	377	8	,	,	PUNCT
ajeer-222	377	9	uk	uk	PROPN
ajeer-222	377	10	:	:	PUNCT
ajeer-222	377	11	edward	edward	PROPN
ajeer-222	377	12	elgar	elgar	PROPN
ajeer-222	377	13	publishing	publishing	PROPN
ajeer-222	377	14	limited	limit	VERB
ajeer-222	377	15	,	,	PUNCT
ajeer-222	377	16	uk	uk	PROPN
ajeer-222	377	17	.	.	PROPN
ajeer-222	377	18	asian	asian	PROPN
ajeer-222	377	19	online	online	PROPN
ajeer-222	377	20	journal	journal	PROPN
ajeer-222	377	21	publishing	publishing	NOUN
ajeer-222	377	22	group	group	NOUN
ajeer-222	377	23	is	be	AUX
ajeer-222	377	24	not	not	PART
ajeer-222	377	25	responsible	responsible	ADJ
ajeer-222	377	26	or	or	CCONJ
ajeer-222	377	27	answerable	answerable	ADJ
ajeer-222	377	28	for	for	ADP
ajeer-222	377	29	any	any	DET
ajeer-222	377	30	loss	loss	NOUN
ajeer-222	377	31	,	,	PUNCT
ajeer-222	377	32	damage	damage	NOUN
ajeer-222	377	33	or	or	CCONJ
ajeer-222	377	34	liability	liability	NOUN
ajeer-222	377	35	,	,	PUNCT
ajeer-222	377	36	etc	etc	X
ajeer-222	377	37	.	.	X
ajeer-222	377	38	caused	cause	VERB
ajeer-222	377	39	in	in	ADP
ajeer-222	377	40	relation	relation	NOUN
ajeer-222	377	41	to	to	PART
ajeer-222	377	42	/	/	PUNCT
ajeer-222	377	43	arising	arise	VERB
ajeer-222	377	44	out	out	ADP
ajeer-222	377	45	of	of	ADP
ajeer-222	377	46	the	the	DET
ajeer-222	377	47	use	use	NOUN
ajeer-222	377	48	of	of	ADP
ajeer-222	377	49	the	the	DET
ajeer-222	377	50	content	content	NOUN
ajeer-222	377	51	.	.	PUNCT
ajeer-222	378	1	any	any	DET
ajeer-222	378	2	queries	query	NOUN
ajeer-222	378	3	should	should	AUX
ajeer-222	378	4	be	be	AUX
ajeer-222	378	5	directed	direct	VERB
ajeer-222	378	6	to	to	ADP
ajeer-222	378	7	the	the	DET
ajeer-222	378	8	corresponding	corresponding	ADJ
ajeer-222	378	9	author	author	NOUN
ajeer-222	378	10	of	of	ADP
ajeer-222	378	11	the	the	DET
ajeer-222	378	12	article	article	NOUN
ajeer-222	378	13	.	.	PUNCT