id	sid	tid	token	lemma	pos
compass-221	1	1	opinion	opinion	NOUN
compass-221	1	2	pieces	piece	NOUN
compass-221	1	3	compass	compass	ADJ
compass-221	1	4	:	:	PUNCT
compass-221	1	5	journal	journal	NOUN
compass-221	1	6	of	of	ADP
compass-221	1	7	learning	learning	NOUN
compass-221	1	8	and	and	CCONJ
compass-221	1	9	teaching	teaching	NOUN
compass-221	1	10	,	,	PUNCT
compass-221	1	11	vol	vol	NOUN
compass-221	1	12	7	7	NUM
compass-221	1	13	,	,	PUNCT
compass-221	1	14	no	no	DET
compass-221	1	15	11	11	NUM
compass-221	1	16	,	,	PUNCT
compass-221	1	17	2015	2015	NUM
compass-221	1	18	failing	fail	VERB
compass-221	1	19	students	student	NOUN
compass-221	1	20	need	need	VERB
compass-221	1	21	big	big	ADJ
compass-221	1	22	data	datum	NOUN
compass-221	1	23	and	and	CCONJ
compass-221	1	24	learning	learn	VERB
compass-221	1	25	analytics	analytic	NOUN
compass-221	1	26	:	:	PUNCT
compass-221	1	27	hype	hype	NOUN
compass-221	1	28	or	or	CCONJ
compass-221	1	29	reality	reality	NOUN
compass-221	1	30	?	?	PUNCT
compass-221	2	1	dr	dr	PROPN
compass-221	2	2	ray	ray	PROPN
compass-221	2	3	stoneham	stoneham	PROPN
compass-221	2	4	department	department	PROPN
compass-221	2	5	of	of	ADP
compass-221	2	6	computing	computing	NOUN
compass-221	2	7	and	and	CCONJ
compass-221	2	8	information	information	NOUN
compass-221	2	9	systems	system	NOUN
compass-221	2	10	,	,	PUNCT
compass-221	2	11	university	university	NOUN
compass-221	2	12	of	of	ADP
compass-221	2	13	greenwich	greenwich	PROPN
compass-221	2	14	big	big	PROPN
compass-221	2	15	data	data	PROPN
compass-221	2	16	and	and	CCONJ
compass-221	2	17	learning	learn	VERB
compass-221	2	18	analytics	analytic	NOUN
compass-221	2	19	,	,	PUNCT
compass-221	2	20	like	like	ADP
compass-221	2	21	moocs	mooc	NOUN
compass-221	2	22	,	,	PUNCT
compass-221	2	23	have	have	AUX
compass-221	2	24	suffered	suffer	VERB
compass-221	2	25	from	from	ADP
compass-221	2	26	hype	hype	NOUN
compass-221	2	27	and	and	CCONJ
compass-221	2	28	inflated	inflated	ADJ
compass-221	2	29	expectations	expectation	NOUN
compass-221	2	30	,	,	PUNCT
compass-221	2	31	as	as	SCONJ
compass-221	2	32	depicted	depict	VERB
compass-221	2	33	in	in	ADP
compass-221	2	34	the	the	DET
compass-221	2	35	gartner	gartner	PROPN
compass-221	2	36	hype	hype	NOUN
compass-221	2	37	cycle	cycle	NOUN
compass-221	2	38	for	for	ADP
compass-221	2	39	education	education	NOUN
compass-221	2	40	(	(	PUNCT
compass-221	2	41	maguire	maguire	NOUN
compass-221	2	42	,	,	PUNCT
compass-221	2	43	2014	2014	NUM
compass-221	2	44	)	)	PUNCT
compass-221	2	45	.	.	PUNCT
compass-221	3	1	it	it	PRON
compass-221	3	2	is	be	AUX
compass-221	3	3	time	time	NOUN
compass-221	3	4	to	to	PART
compass-221	3	5	evaluate	evaluate	VERB
compass-221	3	6	the	the	DET
compass-221	3	7	promise	promise	NOUN
compass-221	3	8	of	of	ADP
compass-221	3	9	big	big	ADJ
compass-221	3	10	data	datum	NOUN
compass-221	3	11	and	and	CCONJ
compass-221	3	12	learning	learn	VERB
compass-221	3	13	analytics	analytic	NOUN
compass-221	3	14	before	before	SCONJ
compass-221	3	15	they	they	PRON
compass-221	3	16	reach	reach	VERB
compass-221	3	17	their	their	PRON
compass-221	3	18	peak	peak	NOUN
compass-221	3	19	of	of	ADP
compass-221	3	20	expectation	expectation	NOUN
compass-221	3	21	and	and	CCONJ
compass-221	3	22	prior	prior	ADV
compass-221	3	23	to	to	ADP
compass-221	3	24	the	the	DET
compass-221	3	25	trough	trough	NOUN
compass-221	3	26	of	of	ADP
compass-221	3	27	disillusionment	disillusionment	NOUN
compass-221	3	28	,	,	PUNCT
compass-221	3	29	with	with	ADP
compass-221	3	30	the	the	DET
compass-221	3	31	hope	hope	NOUN
compass-221	3	32	of	of	ADP
compass-221	3	33	assisting	assist	VERB
compass-221	3	34	them	they	PRON
compass-221	3	35	up	up	ADP
compass-221	3	36	the	the	DET
compass-221	3	37	slope	slope	NOUN
compass-221	3	38	of	of	ADP
compass-221	3	39	enlightenment	enlightenment	PROPN
compass-221	3	40	to	to	ADP
compass-221	3	41	the	the	DET
compass-221	3	42	plateau	plateau	NOUN
compass-221	3	43	of	of	ADP
compass-221	3	44	productivity	productivity	NOUN
compass-221	3	45	.	.	PUNCT
compass-221	4	1	this	this	DET
compass-221	4	2	opinion	opinion	NOUN
compass-221	4	3	piece	piece	NOUN
compass-221	4	4	attempts	attempt	VERB
compass-221	4	5	to	to	PART
compass-221	4	6	do	do	VERB
compass-221	4	7	this	this	PRON
compass-221	4	8	.	.	PUNCT
compass-221	5	1	‘	'	PUNCT
compass-221	5	2	big	big	ADJ
compass-221	5	3	data	datum	NOUN
compass-221	5	4	’	'	PUNCT
compass-221	5	5	is	be	AUX
compass-221	5	6	difficult	difficult	ADJ
compass-221	5	7	to	to	PART
compass-221	5	8	define	define	VERB
compass-221	5	9	.	.	PUNCT
compass-221	6	1	for	for	ADP
compass-221	6	2	some	some	PRON
compass-221	6	3	,	,	PUNCT
compass-221	6	4	it	it	PRON
compass-221	6	5	means	mean	VERB
compass-221	6	6	‘	'	PUNCT
compass-221	6	7	high	high	ADJ
compass-221	6	8	-	-	PUNCT
compass-221	6	9	volume	volume	NOUN
compass-221	6	10	,	,	PUNCT
compass-221	6	11	high	high	ADJ
compass-221	6	12	-	-	PUNCT
compass-221	6	13	velocity	velocity	NOUN
compass-221	6	14	and	and	CCONJ
compass-221	6	15	highvariety	highvariety	NOUN
compass-221	6	16	information	information	NOUN
compass-221	6	17	assets	asset	NOUN
compass-221	6	18	that	that	PRON
compass-221	6	19	demand	demand	VERB
compass-221	6	20	cost	cost	NOUN
compass-221	6	21	-	-	PUNCT
compass-221	6	22	effective	effective	ADJ
compass-221	6	23	,	,	PUNCT
compass-221	6	24	innovative	innovative	ADJ
compass-221	6	25	forms	form	NOUN
compass-221	6	26	of	of	ADP
compass-221	6	27	information	information	NOUN
compass-221	6	28	processing	processing	NOUN
compass-221	6	29	for	for	ADP
compass-221	6	30	enhanced	enhanced	ADJ
compass-221	6	31	insight	insight	NOUN
compass-221	6	32	and	and	CCONJ
compass-221	6	33	decision	decision	NOUN
compass-221	6	34	making	making	NOUN
compass-221	6	35	’	'	PUNCT
compass-221	6	36	(	(	PUNCT
compass-221	6	37	gartner	gartner	NOUN
compass-221	6	38	,	,	PUNCT
compass-221	6	39	2014	2014	NUM
compass-221	6	40	)	)	PUNCT
compass-221	6	41	,	,	PUNCT
compass-221	6	42	whilst	whilst	SCONJ
compass-221	6	43	for	for	ADP
compass-221	6	44	others	other	NOUN
compass-221	6	45	it	it	PRON
compass-221	6	46	is	be	AUX
compass-221	6	47	‘	'	PUNCT
compass-221	6	48	[	[	X
compass-221	6	49	a	a	X
compass-221	6	50	]	]	X
compass-221	6	51	new	new	ADJ
compass-221	6	52	attitude	attitude	NOUN
compass-221	6	53	by	by	ADP
compass-221	6	54	businesses	business	NOUN
compass-221	6	55	,	,	PUNCT
compass-221	6	56	non	non	ADJ
compass-221	6	57	-	-	NOUN
compass-221	6	58	profits	profit	NOUN
compass-221	6	59	,	,	PUNCT
compass-221	6	60	government	government	NOUN
compass-221	6	61	agencies	agency	NOUN
compass-221	6	62	,	,	PUNCT
compass-221	6	63	and	and	CCONJ
compass-221	6	64	individuals	individual	NOUN
compass-221	6	65	that	that	SCONJ
compass-221	6	66	combining	combine	VERB
compass-221	6	67	data	datum	NOUN
compass-221	6	68	from	from	ADP
compass-221	6	69	multiple	multiple	ADJ
compass-221	6	70	sources	source	NOUN
compass-221	6	71	could	could	AUX
compass-221	6	72	lead	lead	VERB
compass-221	6	73	to	to	ADP
compass-221	6	74	better	well	ADJ
compass-221	6	75	decisions	decision	NOUN
compass-221	6	76	”	"	PUNCT
compass-221	6	77	(	(	PUNCT
compass-221	6	78	bechtold	bechtold	NOUN
compass-221	6	79	2014	2014	NUM
compass-221	6	80	)	)	PUNCT
compass-221	6	81	.	.	PUNCT
compass-221	7	1	there	there	PRON
compass-221	7	2	seems	seem	VERB
compass-221	7	3	to	to	PART
compass-221	7	4	be	be	AUX
compass-221	7	5	more	more	ADV
compass-221	7	6	common	common	ADJ
compass-221	7	7	agreement	agreement	NOUN
compass-221	7	8	about	about	ADP
compass-221	7	9	the	the	DET
compass-221	7	10	definition	definition	NOUN
compass-221	7	11	of	of	ADP
compass-221	7	12	learning	learn	VERB
compass-221	7	13	analytics	analytic	NOUN
compass-221	7	14	as	as	ADP
compass-221	7	15	‘	'	PUNCT
compass-221	7	16	the	the	DET
compass-221	7	17	interpretation	interpretation	NOUN
compass-221	7	18	of	of	ADP
compass-221	7	19	a	a	DET
compass-221	7	20	wide	wide	ADJ
compass-221	7	21	range	range	NOUN
compass-221	7	22	of	of	ADP
compass-221	7	23	data	datum	NOUN
compass-221	7	24	produced	produce	VERB
compass-221	7	25	by	by	ADP
compass-221	7	26	and	and	CCONJ
compass-221	7	27	gathered	gather	VERB
compass-221	7	28	on	on	ADP
compass-221	7	29	behalf	behalf	NOUN
compass-221	7	30	of	of	ADP
compass-221	7	31	students	student	NOUN
compass-221	7	32	in	in	ADP
compass-221	7	33	order	order	NOUN
compass-221	7	34	to	to	PART
compass-221	7	35	assess	assess	VERB
compass-221	7	36	academic	academic	ADJ
compass-221	7	37	progress	progress	NOUN
compass-221	7	38	,	,	PUNCT
compass-221	7	39	predict	predict	VERB
compass-221	7	40	future	future	ADJ
compass-221	7	41	performance	performance	NOUN
compass-221	7	42	,	,	PUNCT
compass-221	7	43	and	and	CCONJ
compass-221	7	44	spot	spot	NOUN
compass-221	7	45	potential	potential	ADJ
compass-221	7	46	issues	issue	NOUN
compass-221	7	47	’	'	PUNCT
compass-221	7	48	(	(	PUNCT
compass-221	7	49	johnson	johnson	PROPN
compass-221	7	50	et	et	PROPN
compass-221	7	51	al	al	PROPN
compass-221	7	52	,	,	PUNCT
compass-221	7	53	2011	2011	NUM
compass-221	7	54	)	)	PUNCT
compass-221	7	55	.	.	PUNCT
compass-221	8	1	whatever	whatever	PRON
compass-221	8	2	the	the	DET
compass-221	8	3	definitions	definition	NOUN
compass-221	8	4	,	,	PUNCT
compass-221	8	5	however	however	ADV
compass-221	8	6	,	,	PUNCT
compass-221	8	7	it	it	PRON
compass-221	8	8	is	be	AUX
compass-221	8	9	important	important	ADJ
compass-221	8	10	to	to	PART
compass-221	8	11	differentiate	differentiate	VERB
compass-221	8	12	between	between	ADP
compass-221	8	13	hype	hype	NOUN
compass-221	8	14	and	and	CCONJ
compass-221	8	15	reality	reality	NOUN
compass-221	8	16	.	.	PUNCT
compass-221	9	1	universities	university	NOUN
compass-221	9	2	collect	collect	VERB
compass-221	9	3	vast	vast	ADJ
compass-221	9	4	amounts	amount	NOUN
compass-221	9	5	of	of	ADP
compass-221	9	6	data	datum	NOUN
compass-221	9	7	about	about	ADP
compass-221	9	8	their	their	PRON
compass-221	9	9	students	student	NOUN
compass-221	9	10	and	and	CCONJ
compass-221	9	11	store	store	VERB
compass-221	9	12	and	and	CCONJ
compass-221	9	13	analyse	analyse	VERB
compass-221	9	14	this	this	PRON
compass-221	9	15	for	for	ADP
compass-221	9	16	a	a	DET
compass-221	9	17	variety	variety	NOUN
compass-221	9	18	of	of	ADP
compass-221	9	19	purposes	purpose	NOUN
compass-221	9	20	;	;	PUNCT
compass-221	9	21	many	many	ADJ
compass-221	9	22	are	be	AUX
compass-221	9	23	using	use	VERB
compass-221	9	24	,	,	PUNCT
compass-221	9	25	or	or	CCONJ
compass-221	9	26	proposing	propose	VERB
compass-221	9	27	to	to	PART
compass-221	9	28	use	use	VERB
compass-221	9	29	,	,	PUNCT
compass-221	9	30	the	the	DET
compass-221	9	31	techniques	technique	NOUN
compass-221	9	32	of	of	ADP
compass-221	9	33	big	big	ADJ
compass-221	9	34	data	datum	NOUN
compass-221	9	35	and	and	CCONJ
compass-221	9	36	learning	learn	VERB
compass-221	9	37	analytics	analytic	NOUN
compass-221	9	38	to	to	PART
compass-221	9	39	do	do	VERB
compass-221	9	40	more	more	ADJ
compass-221	9	41	.	.	PUNCT
compass-221	10	1	this	this	DET
compass-221	10	2	data	datum	NOUN
compass-221	10	3	includes	include	VERB
compass-221	10	4	explicit	explicit	ADJ
compass-221	10	5	factual	factual	ADJ
compass-221	10	6	information	information	NOUN
compass-221	10	7	obtained	obtain	VERB
compass-221	10	8	as	as	ADP
compass-221	10	9	part	part	NOUN
compass-221	10	10	of	of	ADP
compass-221	10	11	the	the	DET
compass-221	10	12	application	application	NOUN
compass-221	10	13	and	and	CCONJ
compass-221	10	14	registration	registration	NOUN
compass-221	10	15	process	process	NOUN
compass-221	10	16	,	,	PUNCT
compass-221	10	17	such	such	ADJ
compass-221	10	18	as	as	ADP
compass-221	10	19	gender	gender	NOUN
compass-221	10	20	,	,	PUNCT
compass-221	10	21	ethnicity	ethnicity	NOUN
compass-221	10	22	,	,	PUNCT
compass-221	10	23	ucas	ucas	PROPN
compass-221	10	24	points	point	NOUN
compass-221	10	25	score	score	NOUN
compass-221	10	26	,	,	PUNCT
compass-221	10	27	home	home	NOUN
compass-221	10	28	postcode	postcode	NOUN
compass-221	10	29	and	and	CCONJ
compass-221	10	30	prior	prior	ADJ
compass-221	10	31	educational	educational	ADJ
compass-221	10	32	achievements	achievement	NOUN
compass-221	10	33	,	,	PUNCT
compass-221	10	34	and	and	CCONJ
compass-221	10	35	explicit	explicit	ADJ
compass-221	10	36	ongoing	ongoing	ADJ
compass-221	10	37	data	datum	NOUN
compass-221	10	38	accumulations	accumulation	NOUN
compass-221	10	39	,	,	PUNCT
compass-221	10	40	such	such	ADJ
compass-221	10	41	as	as	ADP
compass-221	10	42	attendance	attendance	NOUN
compass-221	10	43	,	,	PUNCT
compass-221	10	44	assessment	assessment	NOUN
compass-221	10	45	results	result	NOUN
compass-221	10	46	and	and	CCONJ
compass-221	10	47	even	even	ADV
compass-221	10	48	students	student	NOUN
compass-221	10	49	’	'	PUNCT
compass-221	10	50	use	use	NOUN
compass-221	10	51	of	of	ADP
compass-221	10	52	counselling	counselling	NOUN
compass-221	10	53	services	service	NOUN
compass-221	10	54	(	(	PUNCT
compass-221	10	55	parr	parr	NOUN
compass-221	10	56	2013	2013	NUM
compass-221	10	57	)	)	PUNCT
compass-221	10	58	.	.	PUNCT
compass-221	11	1	universities	university	NOUN
compass-221	11	2	also	also	ADV
compass-221	11	3	collect	collect	VERB
compass-221	11	4	the	the	DET
compass-221	11	5	implicit	implicit	ADJ
compass-221	11	6	digital	digital	ADJ
compass-221	11	7	data	data	NOUN
compass-221	11	8	trails	trail	NOUN
compass-221	11	9	of	of	ADP
compass-221	11	10	students	student	NOUN
compass-221	11	11	’	'	PUNCT
compass-221	11	12	online	online	ADJ
compass-221	11	13	activity	activity	NOUN
compass-221	11	14	,	,	PUNCT
compass-221	11	15	such	such	ADJ
compass-221	11	16	as	as	ADP
compass-221	11	17	their	their	PRON
compass-221	11	18	use	use	NOUN
compass-221	11	19	of	of	ADP
compass-221	11	20	the	the	DET
compass-221	11	21	vle	vle	NOUN
compass-221	11	22	,	,	PUNCT
compass-221	11	23	intranet	intranet	NOUN
compass-221	11	24	and	and	CCONJ
compass-221	11	25	online	online	ADJ
compass-221	11	26	library	library	NOUN
compass-221	11	27	systems	system	NOUN
compass-221	11	28	,	,	PUNCT
compass-221	11	29	and	and	CCONJ
compass-221	11	30	perhaps	perhaps	ADV
compass-221	11	31	also	also	ADV
compass-221	11	32	their	their	PRON
compass-221	11	33	use	use	NOUN
compass-221	11	34	of	of	ADP
compass-221	11	35	email	email	NOUN
compass-221	11	36	and	and	CCONJ
compass-221	11	37	the	the	DET
compass-221	11	38	internet	internet	NOUN
compass-221	11	39	.	.	PUNCT
compass-221	12	1	many	many	ADJ
compass-221	12	2	universities	university	NOUN
compass-221	12	3	are	be	AUX
compass-221	12	4	now	now	ADV
compass-221	12	5	planning	plan	VERB
compass-221	12	6	to	to	PART
compass-221	12	7	make	make	VERB
compass-221	12	8	better	well	ADJ
compass-221	12	9	use	use	NOUN
compass-221	12	10	of	of	ADP
compass-221	12	11	this	this	DET
compass-221	12	12	mass	mass	NOUN
compass-221	12	13	of	of	ADP
compass-221	12	14	small	small	ADJ
compass-221	12	15	and	and	CCONJ
compass-221	12	16	big	big	ADJ
compass-221	12	17	data	datum	NOUN
compass-221	12	18	.	.	PUNCT
compass-221	13	1	one	one	NUM
compass-221	13	2	of	of	ADP
compass-221	13	3	the	the	DET
compass-221	13	4	driving	drive	VERB
compass-221	13	5	forces	force	NOUN
compass-221	13	6	behind	behind	ADP
compass-221	13	7	this	this	PRON
compass-221	13	8	is	be	AUX
compass-221	13	9	to	to	PART
compass-221	13	10	predict	predict	VERB
compass-221	13	11	the	the	DET
compass-221	13	12	success	success	NOUN
compass-221	13	13	,	,	PUNCT
compass-221	13	14	or	or	CCONJ
compass-221	13	15	otherwise	otherwise	ADV
compass-221	13	16	,	,	PUNCT
compass-221	13	17	of	of	ADP
compass-221	13	18	individual	individual	ADJ
compass-221	13	19	students	student	NOUN
compass-221	13	20	with	with	ADP
compass-221	13	21	the	the	DET
compass-221	13	22	hope	hope	NOUN
compass-221	13	23	that	that	SCONJ
compass-221	13	24	analysis	analysis	NOUN
compass-221	13	25	of	of	ADP
compass-221	13	26	this	this	DET
compass-221	13	27	data	data	NOUN
compass-221	13	28	early	early	ADV
compass-221	13	29	in	in	ADP
compass-221	13	30	the	the	DET
compass-221	13	31	academic	academic	ADJ
compass-221	13	32	year	year	NOUN
compass-221	13	33	will	will	AUX
compass-221	13	34	allow	allow	VERB
compass-221	13	35	corrective	corrective	ADJ
compass-221	13	36	action	action	NOUN
compass-221	13	37	to	to	PART
compass-221	13	38	be	be	AUX
compass-221	13	39	taken	take	VERB
compass-221	13	40	before	before	SCONJ
compass-221	13	41	it	it	PRON
compass-221	13	42	is	be	AUX
compass-221	13	43	too	too	ADV
compass-221	13	44	late	late	ADJ
compass-221	13	45	(	(	PUNCT
compass-221	13	46	de	de	X
compass-221	13	47	quincey	quincey	PROPN
compass-221	13	48	and	and	CCONJ
compass-221	13	49	stoneham	stoneham	PROPN
compass-221	13	50	,	,	PUNCT
compass-221	13	51	2014	2014	NUM
compass-221	13	52	;	;	PUNCT
compass-221	13	53	dimopoulos	dimopoulo	NOUN
compass-221	13	54	et	et	PROPN
compass-221	13	55	al	al	PROPN
compass-221	13	56	,	,	PUNCT
compass-221	13	57	2013	2013	NUM
compass-221	13	58	;	;	PUNCT
compass-221	13	59	dyckhoff	dyckhoff	PROPN
compass-221	13	60	et	et	PROPN
compass-221	13	61	al	al	PROPN
compass-221	13	62	,	,	PUNCT
compass-221	13	63	2012	2012	NUM
compass-221	13	64	)	)	PUNCT
compass-221	13	65	.	.	PUNCT
compass-221	14	1	but	but	CCONJ
compass-221	14	2	,	,	PUNCT
compass-221	14	3	as	as	ADP
compass-221	14	4	in	in	ADP
compass-221	14	5	‘	'	PUNCT
compass-221	14	6	the	the	DET
compass-221	14	7	minority	minority	NOUN
compass-221	14	8	report	report	NOUN
compass-221	14	9	’	'	PUNCT
compass-221	14	10	(	(	PUNCT
compass-221	14	11	dick	dick	PROPN
compass-221	14	12	,	,	PUNCT
compass-221	14	13	1956	1956	NUM
compass-221	14	14	)	)	PUNCT
compass-221	14	15	,	,	PUNCT
compass-221	14	16	where	where	SCONJ
compass-221	14	17	prediction	prediction	NOUN
compass-221	14	18	of	of	ADP
compass-221	14	19	homicidal	homicidal	ADJ
compass-221	14	20	actions	action	NOUN
compass-221	14	21	is	be	AUX
compass-221	14	22	used	use	VERB
compass-221	14	23	in	in	ADP
compass-221	14	24	an	an	DET
compass-221	14	25	attempt	attempt	NOUN
compass-221	14	26	to	to	PART
compass-221	14	27	prevent	prevent	VERB
compass-221	14	28	murders	murder	NOUN
compass-221	14	29	,	,	PUNCT
compass-221	14	30	there	there	PRON
compass-221	14	31	are	be	VERB
compass-221	14	32	dangers	danger	NOUN
compass-221	14	33	posed	pose	VERB
compass-221	14	34	by	by	ADP
compass-221	14	35	these	these	DET
compass-221	14	36	automated	automate	VERB
compass-221	14	37	predictive	predictive	ADJ
compass-221	14	38	methods	method	NOUN
compass-221	14	39	(	(	PUNCT
compass-221	14	40	dowland	dowland	PROPN
compass-221	14	41	,	,	PUNCT
compass-221	14	42	2014	2014	NUM
compass-221	14	43	)	)	PUNCT
compass-221	14	44	.	.	PUNCT
compass-221	15	1	analysis	analysis	NOUN
compass-221	15	2	of	of	ADP
compass-221	15	3	explicit	explicit	ADJ
compass-221	15	4	and	and	CCONJ
compass-221	15	5	implicit	implicit	ADJ
compass-221	15	6	student	student	NOUN
compass-221	15	7	data	datum	NOUN
compass-221	15	8	of	of	ADP
compass-221	15	9	students	student	NOUN
compass-221	15	10	in	in	ADP
compass-221	15	11	the	the	DET
compass-221	15	12	department	department	NOUN
compass-221	15	13	of	of	ADP
compass-221	15	14	computing	computing	NOUN
compass-221	15	15	and	and	CCONJ
compass-221	15	16	information	information	NOUN
compass-221	15	17	systems	system	NOUN
compass-221	15	18	at	at	ADP
compass-221	15	19	the	the	DET
compass-221	15	20	university	university	PROPN
compass-221	15	21	of	of	ADP
compass-221	15	22	greenwich	greenwich	PROPN
compass-221	15	23	has	have	AUX
compass-221	15	24	been	be	AUX
compass-221	15	25	used	use	VERB
compass-221	15	26	for	for	ADP
compass-221	15	27	several	several	ADJ
compass-221	15	28	years	year	NOUN
compass-221	15	29	to	to	PART
compass-221	15	30	help	help	VERB
compass-221	15	31	improve	improve	VERB
compass-221	15	32	retention	retention	NOUN
compass-221	15	33	of	of	ADP
compass-221	15	34	students	student	NOUN
compass-221	15	35	and	and	CCONJ
compass-221	15	36	some	some	DET
compass-221	15	37	moderate	moderate	ADJ
compass-221	15	38	success	success	NOUN
compass-221	15	39	has	have	AUX
compass-221	15	40	been	be	AUX
compass-221	15	41	achieved	achieve	VERB
compass-221	15	42	that	that	PRON
compass-221	15	43	could	could	AUX
compass-221	15	44	be	be	AUX
compass-221	15	45	attributed	attribute	VERB
compass-221	15	46	to	to	ADP
compass-221	15	47	this	this	DET
compass-221	15	48	approach	approach	NOUN
compass-221	15	49	.	.	PUNCT
compass-221	16	1	a	a	DET
compass-221	16	2	student	student	NOUN
compass-221	16	3	dashboard	dashboard	NOUN
compass-221	16	4	presents	present	VERB
compass-221	16	5	a	a	DET
compass-221	16	6	range	range	NOUN
compass-221	16	7	of	of	ADP
compass-221	16	8	data	datum	NOUN
compass-221	16	9	about	about	ADP
compass-221	16	10	each	each	DET
compass-221	16	11	student	student	NOUN
compass-221	16	12	,	,	PUNCT
compass-221	16	13	including	include	VERB
compass-221	16	14	attendance	attendance	NOUN
compass-221	16	15	,	,	PUNCT
compass-221	16	16	intranet	intranet	NOUN
compass-221	16	17	usage	usage	NOUN
compass-221	16	18	,	,	PUNCT
compass-221	16	19	network	network	NOUN
compass-221	16	20	usage	usage	NOUN
compass-221	16	21	,	,	PUNCT
compass-221	16	22	uploads	upload	NOUN
compass-221	16	23	,	,	PUNCT
compass-221	16	24	feedback	feedback	NOUN
compass-221	16	25	,	,	PUNCT
compass-221	16	26	grades	grade	NOUN
compass-221	16	27	,	,	PUNCT
compass-221	16	28	personal	personal	ADJ
compass-221	16	29	tutorial	tutorial	NOUN
compass-221	16	30	records	record	NOUN
compass-221	16	31	,	,	PUNCT
compass-221	16	32	assessment	assessment	NOUN
compass-221	16	33	offences	offence	NOUN
compass-221	16	34	(	(	PUNCT
compass-221	16	35	if	if	SCONJ
compass-221	16	36	any	any	PRON
compass-221	16	37	)	)	PUNCT
compass-221	16	38	and	and	CCONJ
compass-221	16	39	enquiries	enquiry	NOUN
compass-221	16	40	.	.	PUNCT
compass-221	17	1	administrators	administrator	NOUN
compass-221	17	2	,	,	PUNCT
compass-221	17	3	managers	manager	NOUN
compass-221	17	4	and	and	CCONJ
compass-221	17	5	tutors	tutor	NOUN
compass-221	17	6	make	make	VERB
compass-221	17	7	use	use	NOUN
compass-221	17	8	of	of	ADP
compass-221	17	9	this	this	PRON
compass-221	17	10	when	when	SCONJ
compass-221	17	11	making	make	VERB
compass-221	17	12	decisions	decision	NOUN
compass-221	17	13	and	and	CCONJ
compass-221	17	14	providing	provide	VERB
compass-221	17	15	support	support	NOUN
compass-221	17	16	.	.	PUNCT
compass-221	18	1	no	no	DET
compass-221	18	2	attempt	attempt	NOUN
compass-221	18	3	has	have	AUX
compass-221	18	4	been	be	AUX
compass-221	18	5	made	make	VERB
compass-221	18	6	to	to	PART
compass-221	18	7	generate	generate	VERB
compass-221	18	8	a	a	DET
compass-221	18	9	single	single	ADJ
compass-221	18	10	‘	'	PUNCT
compass-221	18	11	student	student	NOUN
compass-221	18	12	engagement	engagement	NOUN
compass-221	18	13	percentage	percentage	NOUN
compass-221	18	14	’	'	PUNCT
compass-221	18	15	for	for	ADP
compass-221	18	16	each	each	DET
compass-221	18	17	student	student	NOUN
compass-221	18	18	and	and	CCONJ
compass-221	18	19	there	there	PRON
compass-221	18	20	are	be	VERB
compass-221	18	21	no	no	DET
compass-221	18	22	automatically	automatically	ADV
compass-221	18	23	-	-	PUNCT
compass-221	18	24	generated	generate	VERB
compass-221	18	25	emails	email	NOUN
compass-221	18	26	when	when	SCONJ
compass-221	18	27	thresholds	threshold	NOUN
compass-221	18	28	are	be	AUX
compass-221	18	29	met	meet	VERB
compass-221	18	30	.	.	PUNCT
compass-221	19	1	instead	instead	ADV
compass-221	19	2	,	,	PUNCT
compass-221	19	3	opinion	opinion	NOUN
compass-221	19	4	pieces	piece	NOUN
compass-221	19	5	compass	compass	ADJ
compass-221	19	6	:	:	PUNCT
compass-221	19	7	journal	journal	NOUN
compass-221	19	8	of	of	ADP
compass-221	19	9	learning	learning	NOUN
compass-221	19	10	and	and	CCONJ
compass-221	19	11	teaching	teaching	NOUN
compass-221	19	12	,	,	PUNCT
compass-221	19	13	vol	vol	NOUN
compass-221	19	14	7	7	NUM
compass-221	19	15	,	,	PUNCT
compass-221	19	16	no	no	DET
compass-221	19	17	11	11	NUM
compass-221	19	18	,	,	PUNCT
compass-221	19	19	2015	2015	NUM
compass-221	19	20	the	the	DET
compass-221	19	21	system	system	NOUN
compass-221	19	22	provides	provide	VERB
compass-221	19	23	the	the	DET
compass-221	19	24	data	datum	NOUN
compass-221	19	25	in	in	ADP
compass-221	19	26	a	a	DET
compass-221	19	27	format	format	NOUN
compass-221	19	28	that	that	PRON
compass-221	19	29	helps	help	VERB
compass-221	19	30	staff	staff	NOUN
compass-221	19	31	to	to	PART
compass-221	19	32	identify	identify	VERB
compass-221	19	33	problems	problem	NOUN
compass-221	19	34	and	and	CCONJ
compass-221	19	35	take	take	VERB
compass-221	19	36	appropriate	appropriate	ADJ
compass-221	19	37	action	action	NOUN
compass-221	19	38	,	,	PUNCT
compass-221	19	39	including	include	VERB
compass-221	19	40	recording	record	VERB
compass-221	19	41	any	any	DET
compass-221	19	42	actions	action	NOUN
compass-221	19	43	taken	take	VERB
compass-221	19	44	for	for	SCONJ
compass-221	19	45	others	other	NOUN
compass-221	19	46	to	to	PART
compass-221	19	47	see	see	VERB
compass-221	19	48	.	.	PUNCT
compass-221	20	1	other	other	ADJ
compass-221	20	2	universities	university	NOUN
compass-221	20	3	have	have	AUX
compass-221	20	4	implemented	implement	VERB
compass-221	20	5	different	different	ADJ
compass-221	20	6	systems	system	NOUN
compass-221	20	7	.	.	PUNCT
compass-221	21	1	nottingham	nottingham	PROPN
compass-221	21	2	trent	trent	PROPN
compass-221	21	3	university	university	PROPN
compass-221	21	4	(	(	PUNCT
compass-221	21	5	foster	foster	ADJ
compass-221	21	6	and	and	CCONJ
compass-221	21	7	gascoigne	gascoigne	PROPN
compass-221	21	8	,	,	PUNCT
compass-221	21	9	2014	2014	NUM
compass-221	21	10	)	)	PUNCT
compass-221	21	11	,	,	PUNCT
compass-221	21	12	for	for	ADP
compass-221	21	13	example	example	NOUN
compass-221	21	14	,	,	PUNCT
compass-221	21	15	has	have	VERB
compass-221	21	16	a	a	DET
compass-221	21	17	system	system	NOUN
compass-221	21	18	that	that	PRON
compass-221	21	19	allocates	allocate	VERB
compass-221	21	20	a	a	DET
compass-221	21	21	single	single	ADJ
compass-221	21	22	‘	'	PUNCT
compass-221	21	23	student	student	NOUN
compass-221	21	24	engagement	engagement	NOUN
compass-221	21	25	’	'	PUNCT
compass-221	21	26	percentage	percentage	NOUN
compass-221	21	27	for	for	ADP
compass-221	21	28	all	all	DET
compass-221	21	29	students	student	NOUN
compass-221	21	30	,	,	PUNCT
compass-221	21	31	but	but	CCONJ
compass-221	21	32	,	,	PUNCT
compass-221	21	33	as	as	SCONJ
compass-221	21	34	details	detail	NOUN
compass-221	21	35	of	of	ADP
compass-221	21	36	how	how	SCONJ
compass-221	21	37	it	it	PRON
compass-221	21	38	is	be	AUX
compass-221	21	39	calculated	calculate	VERB
compass-221	21	40	are	be	AUX
compass-221	21	41	not	not	PART
compass-221	21	42	publicly	publicly	ADV
compass-221	21	43	available	available	ADJ
compass-221	21	44	,	,	PUNCT
compass-221	21	45	it	it	PRON
compass-221	21	46	is	be	AUX
compass-221	21	47	impossible	impossible	ADJ
compass-221	21	48	to	to	PART
compass-221	21	49	evaluate	evaluate	VERB
compass-221	21	50	.	.	PUNCT
compass-221	22	1	some	some	DET
compass-221	22	2	other	other	ADJ
compass-221	22	3	systems	system	NOUN
compass-221	22	4	are	be	AUX
compass-221	22	5	described	describe	VERB
compass-221	22	6	in	in	ADP
compass-221	22	7	a	a	DET
compass-221	22	8	jisc	jisc	PROPN
compass-221	22	9	report	report	PROPN
compass-221	22	10	(	(	PUNCT
compass-221	22	11	sclater	sclater	NOUN
compass-221	22	12	,	,	PUNCT
compass-221	22	13	2014	2014	NUM
compass-221	22	14	)	)	PUNCT
compass-221	22	15	,	,	PUNCT
compass-221	22	16	but	but	CCONJ
compass-221	22	17	evaluative	evaluative	ADJ
compass-221	22	18	testing	testing	NOUN
compass-221	22	19	of	of	ADP
compass-221	22	20	all	all	DET
compass-221	22	21	systems	system	NOUN
compass-221	22	22	is	be	AUX
compass-221	22	23	currently	currently	ADV
compass-221	22	24	quite	quite	ADV
compass-221	22	25	limited	limited	ADJ
compass-221	22	26	.	.	PUNCT
compass-221	23	1	it	it	PRON
compass-221	23	2	is	be	AUX
compass-221	23	3	important	important	ADJ
compass-221	23	4	that	that	SCONJ
compass-221	23	5	the	the	DET
compass-221	23	6	algorithm	algorithm	NOUN
compass-221	23	7	used	use	VERB
compass-221	23	8	has	have	VERB
compass-221	23	9	different	different	ADJ
compass-221	23	10	adjustable	adjustable	ADJ
compass-221	23	11	weightings	weighting	NOUN
compass-221	23	12	of	of	ADP
compass-221	23	13	the	the	DET
compass-221	23	14	components	component	NOUN
compass-221	23	15	and	and	CCONJ
compass-221	23	16	that	that	SCONJ
compass-221	23	17	the	the	DET
compass-221	23	18	requirements	requirement	NOUN
compass-221	23	19	of	of	ADP
compass-221	23	20	different	different	ADJ
compass-221	23	21	universities	university	NOUN
compass-221	23	22	,	,	PUNCT
compass-221	23	23	faculties	faculty	NOUN
compass-221	23	24	and	and	CCONJ
compass-221	23	25	departments	department	NOUN
compass-221	23	26	are	be	AUX
compass-221	23	27	taken	take	VERB
compass-221	23	28	into	into	ADP
compass-221	23	29	account	account	NOUN
compass-221	23	30	.	.	PUNCT
compass-221	24	1	the	the	DET
compass-221	24	2	one	one	NUM
compass-221	24	3	-	-	PUNCT
compass-221	24	4	size	size	NOUN
compass-221	24	5	-	-	PUNCT
compass-221	24	6	fits	fit	VERB
compass-221	24	7	-	-	PUNCT
compass-221	24	8	all	all	DET
compass-221	24	9	approach	approach	NOUN
compass-221	24	10	does	do	AUX
compass-221	24	11	not	not	PART
compass-221	24	12	,	,	PUNCT
compass-221	24	13	for	for	ADP
compass-221	24	14	example	example	NOUN
compass-221	24	15	,	,	PUNCT
compass-221	24	16	allow	allow	VERB
compass-221	24	17	for	for	ADP
compass-221	24	18	the	the	DET
compass-221	24	19	probability	probability	NOUN
compass-221	24	20	that	that	SCONJ
compass-221	24	21	the	the	DET
compass-221	24	22	use	use	NOUN
compass-221	24	23	of	of	ADP
compass-221	24	24	the	the	DET
compass-221	24	25	library	library	NOUN
compass-221	24	26	by	by	ADP
compass-221	24	27	students	student	NOUN
compass-221	24	28	of	of	ADP
compass-221	24	29	english	english	PROPN
compass-221	24	30	or	or	CCONJ
compass-221	24	31	history	history	NOUN
compass-221	24	32	is	be	AUX
compass-221	24	33	much	much	ADV
compass-221	24	34	more	more	ADV
compass-221	24	35	significant	significant	ADJ
compass-221	24	36	to	to	ADP
compass-221	24	37	their	their	PRON
compass-221	24	38	progress	progress	NOUN
compass-221	24	39	than	than	ADP
compass-221	24	40	its	its	PRON
compass-221	24	41	use	use	NOUN
compass-221	24	42	by	by	ADP
compass-221	24	43	digital	digital	ADJ
compass-221	24	44	media	medium	NOUN
compass-221	24	45	or	or	CCONJ
compass-221	24	46	architecture	architecture	NOUN
compass-221	24	47	students	student	NOUN
compass-221	24	48	.	.	PUNCT
compass-221	25	1	similarly	similarly	ADV
compass-221	25	2	,	,	PUNCT
compass-221	25	3	to	to	PART
compass-221	25	4	make	make	VERB
compass-221	25	5	a	a	DET
compass-221	25	6	single	single	ADJ
compass-221	25	7	student	student	NOUN
compass-221	25	8	engagement	engagement	NOUN
compass-221	25	9	percentage	percentage	NOUN
compass-221	25	10	act	act	NOUN
compass-221	25	11	as	as	ADP
compass-221	25	12	a	a	DET
compass-221	25	13	trigger	trigger	NOUN
compass-221	25	14	for	for	ADP
compass-221	25	15	automated	automate	VERB
compass-221	25	16	emails	email	NOUN
compass-221	25	17	needs	need	VERB
compass-221	25	18	careful	careful	ADJ
compass-221	25	19	consideration	consideration	NOUN
compass-221	25	20	:	:	PUNCT
compass-221	25	21	emails	email	NOUN
compass-221	25	22	sent	send	VERB
compass-221	25	23	to	to	ADP
compass-221	25	24	students	student	NOUN
compass-221	25	25	with	with	ADP
compass-221	25	26	poor	poor	ADJ
compass-221	25	27	engagement	engagement	NOUN
compass-221	25	28	and	and	CCONJ
compass-221	25	29	with	with	ADP
compass-221	25	30	known	know	VERB
compass-221	25	31	extenuating	extenuating	NOUN
compass-221	25	32	circumstances	circumstance	NOUN
compass-221	25	33	could	could	AUX
compass-221	25	34	have	have	VERB
compass-221	25	35	unfortunate	unfortunate	ADJ
compass-221	25	36	consequences	consequence	NOUN
compass-221	25	37	.	.	PUNCT
compass-221	26	1	the	the	DET
compass-221	26	2	data	datum	NOUN
compass-221	26	3	gathered	gather	VERB
compass-221	26	4	also	also	ADV
compass-221	26	5	needs	need	VERB
compass-221	26	6	to	to	PART
compass-221	26	7	be	be	AUX
compass-221	26	8	interpreted	interpret	VERB
compass-221	26	9	with	with	ADP
compass-221	26	10	care	care	NOUN
compass-221	26	11	,	,	PUNCT
compass-221	26	12	to	to	PART
compass-221	26	13	avoid	avoid	VERB
compass-221	26	14	potential	potential	ADJ
compass-221	26	15	bias	bias	NOUN
compass-221	26	16	and	and	CCONJ
compass-221	26	17	oversimplification	oversimplification	NOUN
compass-221	26	18	.	.	PUNCT
compass-221	27	1	stephen	stephen	PROPN
compass-221	27	2	fry	fry	PROPN
compass-221	27	3	’s	’s	PART
compass-221	27	4	comment	comment	NOUN
compass-221	27	5	(	(	PUNCT
compass-221	27	6	fry	fry	NOUN
compass-221	27	7	,	,	PUNCT
compass-221	27	8	2010	2010	NUM
compass-221	27	9	)	)	PUNCT
compass-221	27	10	,	,	PUNCT
compass-221	27	11	that	that	SCONJ
compass-221	27	12	"	"	PUNCT
compass-221	27	13	education	education	NOUN
compass-221	27	14	is	be	AUX
compass-221	27	15	the	the	DET
compass-221	27	16	sum	sum	NOUN
compass-221	27	17	of	of	ADP
compass-221	27	18	what	what	PRON
compass-221	27	19	students	student	NOUN
compass-221	27	20	teach	teach	VERB
compass-221	27	21	each	each	DET
compass-221	27	22	other	other	ADJ
compass-221	27	23	between	between	ADP
compass-221	27	24	lectures	lecture	NOUN
compass-221	27	25	and	and	CCONJ
compass-221	27	26	seminars	seminar	NOUN
compass-221	27	27	"	"	PUNCT
compass-221	27	28	,	,	PUNCT
compass-221	27	29	illustrates	illustrate	VERB
compass-221	27	30	the	the	DET
compass-221	27	31	fact	fact	NOUN
compass-221	27	32	that	that	SCONJ
compass-221	27	33	students	student	NOUN
compass-221	27	34	learn	learn	VERB
compass-221	27	35	in	in	ADP
compass-221	27	36	different	different	ADJ
compass-221	27	37	ways	way	NOUN
compass-221	27	38	(	(	PUNCT
compass-221	27	39	garcia	garcia	PROPN
compass-221	27	40	et	et	PROPN
compass-221	27	41	al	al	PROPN
compass-221	27	42	,	,	PUNCT
compass-221	27	43	2007	2007	NUM
compass-221	27	44	)	)	PUNCT
compass-221	27	45	.	.	PUNCT
compass-221	28	1	automated	automate	VERB
compass-221	28	2	pattern	pattern	NOUN
compass-221	28	3	recognition	recognition	NOUN
compass-221	28	4	and	and	CCONJ
compass-221	28	5	data	datum	NOUN
compass-221	28	6	mining	mining	NOUN
compass-221	28	7	can	can	AUX
compass-221	28	8	hold	hold	VERB
compass-221	28	9	students	student	NOUN
compass-221	28	10	prisoner	prisoner	NOUN
compass-221	28	11	to	to	ADP
compass-221	28	12	their	their	PRON
compass-221	28	13	past	past	ADJ
compass-221	28	14	choices	choice	NOUN
compass-221	28	15	and	and	CCONJ
compass-221	28	16	performance	performance	NOUN
compass-221	28	17	by	by	ADP
compass-221	28	18	assuming	assume	VERB
compass-221	28	19	that	that	SCONJ
compass-221	28	20	they	they	PRON
compass-221	28	21	can	can	AUX
compass-221	28	22	not	not	PART
compass-221	28	23	change	change	VERB
compass-221	28	24	their	their	PRON
compass-221	28	25	behaviour	behaviour	NOUN
compass-221	28	26	and	and	CCONJ
compass-221	28	27	that	that	SCONJ
compass-221	28	28	their	their	PRON
compass-221	28	29	personal	personal	ADJ
compass-221	28	30	circumstances	circumstance	NOUN
compass-221	28	31	have	have	AUX
compass-221	28	32	not	not	PART
compass-221	28	33	changed	change	VERB
compass-221	28	34	.	.	PUNCT
compass-221	29	1	ineffective	ineffective	ADJ
compass-221	29	2	and	and	CCONJ
compass-221	29	3	misdirected	misdirected	ADJ
compass-221	29	4	interventions	intervention	NOUN
compass-221	29	5	resulting	result	VERB
compass-221	29	6	from	from	ADP
compass-221	29	7	faulty	faulty	ADJ
compass-221	29	8	learning	learning	NOUN
compass-221	29	9	diagnoses	diagnosis	NOUN
compass-221	29	10	might	might	AUX
compass-221	29	11	result	result	VERB
compass-221	29	12	in	in	ADP
compass-221	29	13	resentment	resentment	NOUN
compass-221	29	14	and	and	CCONJ
compass-221	29	15	broken	broken	ADJ
compass-221	29	16	trust	trust	NOUN
compass-221	29	17	.	.	PUNCT
compass-221	30	1	there	there	PRON
compass-221	30	2	is	be	VERB
compass-221	30	3	also	also	ADV
compass-221	30	4	the	the	DET
compass-221	30	5	problem	problem	NOUN
compass-221	30	6	of	of	ADP
compass-221	30	7	students	student	NOUN
compass-221	30	8	attempting	attempt	VERB
compass-221	30	9	to	to	ADP
compass-221	30	10	‘	'	PUNCT
compass-221	30	11	game	game	NOUN
compass-221	30	12	’	'	PUNCT
compass-221	30	13	the	the	DET
compass-221	30	14	system	system	NOUN
compass-221	30	15	(	(	PUNCT
compass-221	30	16	bollier	bollier	NOUN
compass-221	30	17	,	,	PUNCT
compass-221	30	18	2010	2010	NUM
compass-221	30	19	)	)	PUNCT
compass-221	30	20	.	.	PUNCT
compass-221	31	1	students	student	NOUN
compass-221	31	2	have	have	AUX
compass-221	31	3	been	be	AUX
compass-221	31	4	known	know	VERB
compass-221	31	5	to	to	PART
compass-221	31	6	sign	sign	VERB
compass-221	31	7	in	in	ADP
compass-221	31	8	for	for	ADP
compass-221	31	9	absent	absent	ADJ
compass-221	31	10	students	student	NOUN
compass-221	31	11	to	to	PART
compass-221	31	12	boost	boost	VERB
compass-221	31	13	their	their	PRON
compass-221	31	14	attendance	attendance	NOUN
compass-221	31	15	figures	figure	NOUN
compass-221	31	16	and	and	CCONJ
compass-221	31	17	they	they	PRON
compass-221	31	18	could	could	AUX
compass-221	31	19	manipulate	manipulate	VERB
compass-221	31	20	the	the	DET
compass-221	31	21	data	datum	NOUN
compass-221	31	22	in	in	ADP
compass-221	31	23	other	other	ADJ
compass-221	31	24	ways	way	NOUN
compass-221	31	25	,	,	PUNCT
compass-221	31	26	for	for	ADP
compass-221	31	27	example	example	NOUN
compass-221	31	28	,	,	PUNCT
compass-221	31	29	by	by	ADP
compass-221	31	30	borrowing	borrow	VERB
compass-221	31	31	books	book	NOUN
compass-221	31	32	for	for	ADP
compass-221	31	33	no	no	DET
compass-221	31	34	purpose	purpose	NOUN
compass-221	31	35	or	or	CCONJ
compass-221	31	36	by	by	ADP
compass-221	31	37	clicking	click	VERB
compass-221	31	38	on	on	ADP
compass-221	31	39	intranet	intranet	NOUN
compass-221	31	40	pages	page	NOUN
compass-221	31	41	to	to	PART
compass-221	31	42	boost	boost	VERB
compass-221	31	43	the	the	DET
compass-221	31	44	number	number	NOUN
compass-221	31	45	of	of	ADP
compass-221	31	46	their	their	PRON
compass-221	31	47	hits	hit	NOUN
compass-221	31	48	.	.	PUNCT
compass-221	32	1	in	in	ADP
compass-221	32	2	an	an	DET
compass-221	32	3	increasingly	increasingly	ADV
compass-221	32	4	high	high	ADJ
compass-221	32	5	-	-	PUNCT
compass-221	32	6	stakes	stake	NOUN
compass-221	32	7	litigious	litigious	ADJ
compass-221	32	8	university	university	NOUN
compass-221	32	9	environment	environment	NOUN
compass-221	32	10	,	,	PUNCT
compass-221	32	11	such	such	ADJ
compass-221	32	12	student	student	NOUN
compass-221	32	13	outcries	outcry	NOUN
compass-221	32	14	as	as	ADP
compass-221	32	15	"	"	PUNCT
compass-221	32	16	why	why	SCONJ
compass-221	32	17	did	do	AUX
compass-221	32	18	you	you	PRON
compass-221	32	19	not	not	PART
compass-221	32	20	help	help	VERB
compass-221	32	21	me	i	PRON
compass-221	32	22	when	when	SCONJ
compass-221	32	23	you	you	PRON
compass-221	32	24	knew	know	VERB
compass-221	32	25	i	i	PRON
compass-221	32	26	was	be	AUX
compass-221	32	27	struggling	struggle	VERB
compass-221	32	28	?	?	PUNCT
compass-221	32	29	"	"	PUNCT
compass-221	32	30	or	or	CCONJ
compass-221	32	31	"	"	PUNCT
compass-221	32	32	how	how	SCONJ
compass-221	32	33	dare	dare	AUX
compass-221	32	34	you	you	PRON
compass-221	32	35	interfere	interfere	VERB
compass-221	32	36	with	with	ADP
compass-221	32	37	my	my	PRON
compass-221	32	38	learning	learning	NOUN
compass-221	32	39	!	!	PUNCT
compass-221	32	40	"	"	PUNCT
compass-221	33	1	might	might	AUX
compass-221	33	2	become	become	VERB
compass-221	33	3	common	common	ADJ
compass-221	33	4	.	.	PUNCT
compass-221	34	1	meanwhile	meanwhile	ADV
compass-221	34	2	,	,	PUNCT
compass-221	34	3	data	datum	NOUN
compass-221	34	4	about	about	ADP
compass-221	34	5	staff	staff	NOUN
compass-221	34	6	are	be	AUX
compass-221	34	7	also	also	ADV
compass-221	34	8	recorded	record	VERB
compass-221	34	9	in	in	ADP
compass-221	34	10	the	the	DET
compass-221	34	11	system	system	NOUN
compass-221	34	12	and	and	CCONJ
compass-221	34	13	there	there	PRON
compass-221	34	14	are	be	VERB
compass-221	34	15	questions	question	NOUN
compass-221	34	16	about	about	ADP
compass-221	34	17	how	how	SCONJ
compass-221	34	18	these	these	PRON
compass-221	34	19	will	will	AUX
compass-221	34	20	be	be	AUX
compass-221	34	21	used	use	VERB
compass-221	34	22	by	by	ADP
compass-221	34	23	the	the	DET
compass-221	34	24	institution	institution	NOUN
compass-221	34	25	.	.	PUNCT
compass-221	35	1	in	in	ADP
compass-221	35	2	conclusion	conclusion	NOUN
compass-221	35	3	,	,	PUNCT
compass-221	35	4	it	it	PRON
compass-221	35	5	is	be	AUX
compass-221	35	6	clear	clear	ADJ
compass-221	35	7	that	that	SCONJ
compass-221	35	8	students	student	NOUN
compass-221	35	9	learn	learn	VERB
compass-221	35	10	in	in	ADP
compass-221	35	11	different	different	ADJ
compass-221	35	12	ways	way	NOUN
compass-221	35	13	and	and	CCONJ
compass-221	35	14	that	that	DET
compass-221	35	15	one	one	NUM
compass-221	35	16	size	size	NOUN
compass-221	35	17	certainly	certainly	ADV
compass-221	35	18	does	do	AUX
compass-221	35	19	not	not	PART
compass-221	35	20	fit	fit	VERB
compass-221	35	21	all	all	PRON
compass-221	35	22	.	.	PUNCT
compass-221	36	1	failing	fail	VERB
compass-221	36	2	students	student	NOUN
compass-221	36	3	can	can	AUX
compass-221	36	4	be	be	AUX
compass-221	36	5	identified	identify	VERB
compass-221	36	6	and	and	CCONJ
compass-221	36	7	helped	help	VERB
compass-221	36	8	by	by	ADP
compass-221	36	9	the	the	DET
compass-221	36	10	use	use	NOUN
compass-221	36	11	of	of	ADP
compass-221	36	12	big	big	ADJ
compass-221	36	13	data	datum	NOUN
compass-221	36	14	and	and	CCONJ
compass-221	36	15	learning	learn	VERB
compass-221	36	16	analytics	analytic	NOUN
compass-221	36	17	,	,	PUNCT
compass-221	36	18	but	but	CCONJ
compass-221	36	19	identification	identification	NOUN
compass-221	36	20	of	of	ADP
compass-221	36	21	‘	'	PUNCT
compass-221	36	22	failing	fail	VERB
compass-221	36	23	students	student	NOUN
compass-221	36	24	’	'	PUNCT
compass-221	36	25	is	be	AUX
compass-221	36	26	difficult	difficult	ADJ
compass-221	36	27	and	and	CCONJ
compass-221	36	28	the	the	DET
compass-221	36	29	use	use	NOUN
compass-221	36	30	of	of	ADP
compass-221	36	31	automated	automate	VERB
compass-221	36	32	response	response	NOUN
compass-221	36	33	systems	system	NOUN
compass-221	36	34	problematic	problematic	ADJ
compass-221	36	35	.	.	PUNCT
compass-221	37	1	ethical	ethical	ADJ
compass-221	37	2	issues	issue	NOUN
compass-221	37	3	need	need	VERB
compass-221	37	4	to	to	PART
compass-221	37	5	be	be	AUX
compass-221	37	6	discussed	discuss	VERB
compass-221	37	7	and	and	CCONJ
compass-221	37	8	agreed	agree	VERB
compass-221	37	9	at	at	ADP
compass-221	37	10	institutional	institutional	ADJ
compass-221	37	11	level	level	NOUN
compass-221	37	12	before	before	SCONJ
compass-221	37	13	any	any	DET
compass-221	37	14	systems	system	NOUN
compass-221	37	15	are	be	AUX
compass-221	37	16	implemented	implement	VERB
compass-221	37	17	,	,	PUNCT
compass-221	37	18	access	access	NOUN
compass-221	37	19	to	to	ADP
compass-221	37	20	the	the	DET
compass-221	37	21	data	datum	NOUN
compass-221	37	22	and	and	CCONJ
compass-221	37	23	systems	system	NOUN
compass-221	37	24	should	should	AUX
compass-221	37	25	be	be	AUX
compass-221	37	26	carefully	carefully	ADV
compass-221	37	27	controlled	control	VERB
compass-221	37	28	and	and	CCONJ
compass-221	37	29	the	the	DET
compass-221	37	30	systems	system	NOUN
compass-221	37	31	must	must	AUX
compass-221	37	32	be	be	AUX
compass-221	37	33	understood	understand	VERB
compass-221	37	34	and	and	CCONJ
compass-221	37	35	transparent	transparent	ADJ
compass-221	37	36	.	.	PUNCT
compass-221	38	1	using	use	VERB
compass-221	38	2	big	big	ADJ
compass-221	38	3	data	datum	NOUN
compass-221	38	4	and	and	CCONJ
compass-221	38	5	learning	learn	VERB
compass-221	38	6	analytics	analytic	NOUN
compass-221	38	7	does	do	AUX
compass-221	38	8	entail	entail	VERB
compass-221	38	9	risk	risk	NOUN
compass-221	38	10	,	,	PUNCT
compass-221	38	11	but	but	CCONJ
compass-221	38	12	it	it	PRON
compass-221	38	13	is	be	AUX
compass-221	38	14	to	to	PART
compass-221	38	15	be	be	AUX
compass-221	38	16	hoped	hope	VERB
compass-221	38	17	that	that	SCONJ
compass-221	38	18	progress	progress	NOUN
compass-221	38	19	up	up	ADP
compass-221	38	20	the	the	DET
compass-221	38	21	slope	slope	NOUN
compass-221	38	22	of	of	ADP
compass-221	38	23	enlightenment	enlightenment	PROPN
compass-221	38	24	to	to	ADP
compass-221	38	25	the	the	DET
compass-221	38	26	plateau	plateau	NOUN
compass-221	38	27	of	of	ADP
compass-221	38	28	productivity	productivity	NOUN
compass-221	38	29	will	will	AUX
compass-221	38	30	bring	bring	VERB
compass-221	38	31	benefits	benefit	NOUN
compass-221	38	32	for	for	ADP
compass-221	38	33	all	all	DET
compass-221	38	34	students	student	NOUN
compass-221	38	35	and	and	CCONJ
compass-221	38	36	institutions	institution	NOUN
compass-221	38	37	.	.	PUNCT
compass-221	39	1	reference	reference	NOUN
compass-221	39	2	list	list	NOUN
compass-221	39	3	bechtold	bechtold	NOUN
compass-221	39	4	,	,	PUNCT
compass-221	39	5	d.	d.	PROPN
compass-221	39	6	(	(	PUNCT
compass-221	39	7	2014	2014	NUM
compass-221	39	8	)	)	PUNCT
compass-221	39	9	what	what	PRON
compass-221	39	10	is	be	AUX
compass-221	39	11	big	big	ADJ
compass-221	39	12	data	datum	NOUN
compass-221	39	13	?	?	PUNCT
compass-221	40	1	available	available	ADJ
compass-221	40	2	at	at	ADP
compass-221	40	3	:	:	PUNCT
compass-221	40	4	http://www.oldcolony.us/wpcontent/uploads/2014/11/whatisbigdata-dkb-v2.pdf	http://www.oldcolony.us/wpcontent/uploads/2014/11/whatisbigdata-dkb-v2.pdf	PROPN
compass-221	40	5	(	(	PUNCT
compass-221	40	6	accessed	access	VERB
compass-221	40	7	:	:	PUNCT
compass-221	40	8	6	6	NUM
compass-221	40	9	june	june	PROPN
compass-221	40	10	2014	2014	NUM
compass-221	40	11	)	)	PUNCT
compass-221	40	12	.	.	PUNCT
compass-221	41	1	opinion	opinion	NOUN
compass-221	41	2	pieces	piece	NOUN
compass-221	41	3	compass	compass	ADJ
compass-221	41	4	:	:	PUNCT
compass-221	41	5	journal	journal	NOUN
compass-221	41	6	of	of	ADP
compass-221	41	7	learning	learning	NOUN
compass-221	41	8	and	and	CCONJ
compass-221	41	9	teaching	teaching	NOUN
compass-221	41	10	,	,	PUNCT
compass-221	41	11	vol	vol	NOUN
compass-221	41	12	7	7	NUM
compass-221	41	13	,	,	PUNCT
compass-221	41	14	no	no	DET
compass-221	41	15	11	11	NUM
compass-221	41	16	,	,	PUNCT
compass-221	41	17	2015	2015	NUM
compass-221	41	18	bollier	bollier	NOUN
compass-221	41	19	,	,	PUNCT
compass-221	41	20	d.	d.	PROPN
compass-221	41	21	(	(	PUNCT
compass-221	41	22	2010	2010	NUM
compass-221	41	23	)	)	PUNCT
compass-221	41	24	the	the	DET
compass-221	41	25	promise	promise	NOUN
compass-221	41	26	and	and	CCONJ
compass-221	41	27	peril	peril	NOUN
compass-221	41	28	of	of	ADP
compass-221	41	29	big	big	ADJ
compass-221	41	30	data	datum	NOUN
compass-221	41	31	.	.	PUNCT
compass-221	42	1	available	available	ADJ
compass-221	42	2	at	at	ADP
compass-221	42	3	:	:	PUNCT
compass-221	42	4	http://www.aspeninstitute.org/sites/default/files/content/docs/pubs/the_promise_and_peril_o	http://www.aspeninstitute.org/sites/default/files/content/docs/pubs/the_promise_and_peril_o	PROPN
compass-221	42	5	f_big_data.pdf	f_big_data.pdf	NOUN
compass-221	42	6	(	(	PUNCT
compass-221	42	7	accessed	access	VERB
compass-221	42	8	:	:	PUNCT
compass-221	42	9	1	1	NUM
compass-221	42	10	july	july	PROPN
compass-221	42	11	2015	2015	NUM
compass-221	42	12	)	)	PUNCT
compass-221	42	13	.	.	PUNCT
compass-221	43	1	de	de	PROPN
compass-221	43	2	quincey	quincey	PROPN
compass-221	43	3	,	,	PUNCT
compass-221	43	4	e.	e.	PROPN
compass-221	43	5	and	and	CCONJ
compass-221	43	6	stoneham	stoneham	PROPN
compass-221	43	7	,	,	PUNCT
compass-221	43	8	r.	r.	PROPN
compass-221	43	9	(	(	PUNCT
compass-221	43	10	2014	2014	NUM
compass-221	43	11	)	)	PUNCT
compass-221	43	12	‘	'	PUNCT
compass-221	43	13	student	student	NOUN
compass-221	43	14	engagement	engagement	NOUN
compass-221	43	15	:	:	PUNCT
compass-221	43	16	an	an	DET
compass-221	43	17	evaluation	evaluation	NOUN
compass-221	43	18	of	of	ADP
compass-221	43	19	the	the	DET
compass-221	43	20	effectiveness	effectiveness	NOUN
compass-221	43	21	of	of	ADP
compass-221	43	22	explicit	explicit	ADJ
compass-221	43	23	and	and	CCONJ
compass-221	43	24	implicit	implicit	ADJ
compass-221	43	25	learning	learning	NOUN
compass-221	43	26	analytics	analytic	NOUN
compass-221	43	27	.	.	PUNCT
compass-221	43	28	’	'	PUNCT
compass-221	44	1	presentation	presentation	NOUN
compass-221	44	2	at	at	ADP
compass-221	44	3	epic	epic	ADJ
compass-221	44	4	2014	2014	NUM
compass-221	44	5	12th	12th	ADJ
compass-221	44	6	international	international	ADJ
compass-221	44	7	eportfolio	eportfolio	PROPN
compass-221	44	8	&	&	CCONJ
compass-221	44	9	identity	identity	NOUN
compass-221	44	10	conference	conference	NOUN
compass-221	44	11	,	,	PUNCT
compass-221	44	12	greenwich	greenwich	PROPN
compass-221	44	13	,	,	PUNCT
compass-221	44	14	uk	uk	PROPN
compass-221	44	15	.	.	PROPN
compass-221	44	16	dick	dick	PROPN
compass-221	44	17	,	,	PUNCT
compass-221	44	18	philip	philip	PROPN
compass-221	44	19	k.	k.	PROPN
compass-221	45	1	(	(	PUNCT
compass-221	45	2	1956	1956	NUM
compass-221	45	3	)	)	PUNCT
compass-221	45	4	the	the	DET
compass-221	45	5	minority	minority	NOUN
compass-221	45	6	report	report	NOUN
compass-221	45	7	.	.	PUNCT
compass-221	46	1	first	first	ADV
compass-221	46	2	published	publish	VERB
compass-221	46	3	in	in	ADP
compass-221	46	4	fantastic	fantastic	ADJ
compass-221	46	5	universe	universe	NOUN
compass-221	46	6	,	,	PUNCT
compass-221	46	7	january	january	PROPN
compass-221	46	8	1956	1956	NUM
compass-221	46	9	,	,	PUNCT
compass-221	46	10	and	and	CCONJ
compass-221	46	11	reprinted	reprint	VERB
compass-221	46	12	in	in	ADP
compass-221	46	13	:	:	PUNCT
compass-221	46	14	the	the	DET
compass-221	46	15	variable	variable	ADJ
compass-221	46	16	man	man	NOUN
compass-221	46	17	and	and	CCONJ
compass-221	46	18	other	other	ADJ
compass-221	46	19	stories	story	NOUN
compass-221	46	20	,	,	PUNCT
compass-221	46	21	1957	1957	NUM
compass-221	46	22	.	.	PUNCT
compass-221	47	1	new	new	PROPN
compass-221	47	2	york	york	PROPN
compass-221	47	3	:	:	PUNCT
compass-221	47	4	ace	ace	NOUN
compass-221	47	5	books	book	NOUN
compass-221	47	6	.	.	PUNCT
compass-221	48	1	dimopoulos	dimopoulos	PROPN
compass-221	48	2	,	,	PUNCT
compass-221	48	3	i.	i.	PROPN
compass-221	48	4	,	,	PUNCT
compass-221	48	5	petropoulou	petropoulou	NOUN
compass-221	48	6	,	,	PUNCT
compass-221	48	7	o.	o.	PROPN
compass-221	48	8	,	,	PUNCT
compass-221	48	9	boloudakis	boloudakis	PROPN
compass-221	48	10	,	,	PUNCT
compass-221	48	11	m.	m.	NOUN
compass-221	48	12	and	and	CCONJ
compass-221	48	13	retalis	retali	NOUN
compass-221	48	14	,	,	PUNCT
compass-221	48	15	s.	s.	PROPN
compass-221	48	16	(	(	PUNCT
compass-221	48	17	2103	2103	NUM
compass-221	48	18	)	)	PUNCT
compass-221	49	1	‘	'	PUNCT
compass-221	49	2	using	use	VERB
compass-221	49	3	learning	learn	VERB
compass-221	49	4	analytics	analytic	NOUN
compass-221	49	5	in	in	ADP
compass-221	49	6	moodle	moodle	NOUN
compass-221	49	7	for	for	ADP
compass-221	49	8	assessing	assess	VERB
compass-221	49	9	students	student	NOUN
compass-221	49	10	’	'	PUNCT
compass-221	49	11	performance	performance	NOUN
compass-221	49	12	.	.	PUNCT
compass-221	49	13	’	'	PUNCT
compass-221	50	1	2nd	2nd	ADJ
compass-221	50	2	moodle	moodle	PROPN
compass-221	50	3	research	research	PROPN
compass-221	50	4	conference	conference	PROPN
compass-221	50	5	,	,	PUNCT
compass-221	50	6	sousse	sousse	PROPN
compass-221	50	7	,	,	PUNCT
compass-221	50	8	tunisia	tunisia	PROPN
compass-221	50	9	.	.	PUNCT
compass-221	50	10	available	available	ADJ
compass-221	50	11	at	at	ADP
compass-221	50	12	:	:	PUNCT
compass-221	50	13	http://research.moodle.net/mod/data/view.php?d=1&rid=152	http://research.moodle.net/mod/data/view.php?d=1&rid=152	PROPN
compass-221	50	14	(	(	PUNCT
compass-221	50	15	accessed	access	VERB
compass-221	50	16	:	:	PUNCT
compass-221	50	17	21	21	NUM
compass-221	50	18	october	october	NOUN
compass-221	50	19	2014	2014	NUM
compass-221	50	20	)	)	PUNCT
compass-221	50	21	.	.	PUNCT
compass-221	51	1	dowland	dowland	PROPN
compass-221	51	2	,	,	PUNCT
compass-221	51	3	p.	p.	NOUN
compass-221	51	4	(	(	PUNCT
compass-221	51	5	2014	2014	NUM
compass-221	51	6	)	)	PUNCT
compass-221	51	7	collecting	collect	VERB
compass-221	51	8	data	datum	NOUN
compass-221	51	9	on	on	ADP
compass-221	51	10	students	student	NOUN
compass-221	51	11	:	:	PUNCT
compass-221	51	12	is	be	AUX
compass-221	51	13	it	it	PRON
compass-221	51	14	useful	useful	ADJ
compass-221	51	15	to	to	PART
compass-221	51	16	know	know	VERB
compass-221	51	17	which	which	DET
compass-221	51	18	books	book	NOUN
compass-221	51	19	they	they	PRON
compass-221	51	20	've	have	AUX
compass-221	51	21	read	read	VERB
compass-221	51	22	?	?	PUNCT
compass-221	52	1	available	available	ADJ
compass-221	52	2	at	at	ADP
compass-221	52	3	:	:	PUNCT
compass-221	52	4	http://www.theguardian.com/higher-educationnetwork/blog/2014/apr/29/universities-collect-data-on-students-learning	http://www.theguardian.com/higher-educationnetwork/blog/2014/apr/29/universities-collect-data-on-students-learne	VERB
compass-221	52	5	(	(	PUNCT
compass-221	52	6	accessed	access	VERB
compass-221	52	7	:	:	PUNCT
compass-221	52	8	29	29	NUM
compass-221	52	9	april	april	PROPN
compass-221	52	10	2014	2014	NUM
compass-221	52	11	)	)	PUNCT
compass-221	52	12	.	.	PUNCT
compass-221	53	1	dyckhoff	dyckhoff	PROPN
compass-221	53	2	,	,	PUNCT
compass-221	53	3	a.	a.	PROPN
compass-221	53	4	l.	l.	PROPN
compass-221	53	5	,	,	PUNCT
compass-221	53	6	zielke	zielke	PROPN
compass-221	53	7	,	,	PUNCT
compass-221	53	8	d.	d.	PROPN
compass-221	53	9	,	,	PUNCT
compass-221	53	10	bültmann	bültmann	PROPN
compass-221	53	11	,	,	PUNCT
compass-221	53	12	m.	m.	NOUN
compass-221	53	13	,	,	PUNCT
compass-221	53	14	chatti	chatti	PROPN
compass-221	53	15	,	,	PUNCT
compass-221	53	16	m.	m.	NOUN
compass-221	53	17	a.	a.	PROPN
compass-221	53	18	and	and	CCONJ
compass-221	53	19	schroeder	schroeder	PROPN
compass-221	53	20	,	,	PUNCT
compass-221	53	21	u.	u.	PROPN
compass-221	53	22	(	(	PUNCT
compass-221	53	23	2012	2012	NUM
compass-221	53	24	)	)	PUNCT
compass-221	53	25	‘	'	PUNCT
compass-221	53	26	design	design	NOUN
compass-221	53	27	and	and	CCONJ
compass-221	53	28	implementation	implementation	NOUN
compass-221	53	29	of	of	ADP
compass-221	53	30	a	a	DET
compass-221	53	31	learning	learn	VERB
compass-221	53	32	analytics	analytic	NOUN
compass-221	53	33	toolkit	toolkit	NOUN
compass-221	53	34	for	for	ADP
compass-221	53	35	teachers	teacher	NOUN
compass-221	53	36	.	.	PUNCT
compass-221	53	37	’	'	PUNCT
compass-221	54	1	educational	educational	ADJ
compass-221	54	2	technology	technology	NOUN
compass-221	54	3	&	&	CCONJ
compass-221	54	4	society	society	NOUN
compass-221	54	5	,	,	PUNCT
compass-221	54	6	15	15	NUM
compass-221	54	7	(	(	PUNCT
compass-221	54	8	3	3	NUM
compass-221	54	9	)	)	PUNCT
compass-221	54	10	,	,	PUNCT
compass-221	54	11	58–76	58–76	NUM
compass-221	54	12	.	.	PUNCT
compass-221	55	1	foster	foster	PROPN
compass-221	55	2	,	,	PUNCT
compass-221	55	3	e.	e.	PROPN
compass-221	55	4	and	and	CCONJ
compass-221	55	5	gascoigne	gascoigne	PROPN
compass-221	55	6	,	,	PUNCT
compass-221	55	7	g.	g.	PROPN
compass-221	55	8	(	(	PUNCT
compass-221	55	9	2014	2014	NUM
compass-221	55	10	)	)	PUNCT
compass-221	55	11	ntu	ntu	PROPN
compass-221	55	12	student	student	NOUN
compass-221	55	13	dashboard	dashboard	NOUN
compass-221	55	14	:	:	PUNCT
compass-221	55	15	learning	learn	VERB
compass-221	55	16	analytics	analytic	NOUN
compass-221	55	17	to	to	PART
compass-221	55	18	improve	improve	VERB
compass-221	55	19	retention	retention	NOUN
compass-221	55	20	.	.	PUNCT
compass-221	56	1	available	available	ADJ
compass-221	56	2	at	at	ADP
compass-221	56	3	:	:	PUNCT
compass-221	56	4	http://www.ntu.ac.uk/webevents/news_events/document_uploads/efye_manual/7_1_foster_g	http://www.ntu.ac.uk/webevents/news_events/document_uploads/efye_manual/7_1_foster_g	PROPN
compass-221	56	5	ascoigne.pptx	ascoigne.pptx	PROPN
compass-221	56	6	(	(	PUNCT
compass-221	56	7	accessed	access	VERB
compass-221	56	8	:	:	PUNCT
compass-221	56	9	2	2	NUM
compass-221	56	10	june	june	PROPN
compass-221	56	11	2014	2014	NUM
compass-221	56	12	)	)	PUNCT
compass-221	56	13	.	.	PUNCT
compass-221	57	1	fry	fry	PROPN
compass-221	57	2	,	,	PUNCT
compass-221	57	3	s.	s.	PROPN
compass-221	57	4	(	(	PUNCT
compass-221	57	5	2010	2010	NUM
compass-221	57	6	)	)	PUNCT
compass-221	57	7	the	the	DET
compass-221	57	8	fry	fry	NOUN
compass-221	57	9	chronicles	chronicle	NOUN
compass-221	57	10	.	.	PUNCT
compass-221	58	1	london	london	PROPN
compass-221	58	2	:	:	PUNCT
compass-221	58	3	michael	michael	PROPN
compass-221	58	4	joseph	joseph	PROPN
compass-221	58	5	.	.	PUNCT
compass-221	59	1	garcia	garcia	PROPN
compass-221	59	2	,	,	PUNCT
compass-221	59	3	p.	p.	NOUN
compass-221	59	4	,	,	PUNCT
compass-221	59	5	amandi	amandi	PROPN
compass-221	59	6	,	,	PUNCT
compass-221	59	7	a.	a.	NOUN
compass-221	59	8	,	,	PUNCT
compass-221	59	9	schiaffino	schiaffino	PROPN
compass-221	59	10	,	,	PUNCT
compass-221	59	11	s.	s.	PROPN
compass-221	59	12	and	and	CCONJ
compass-221	59	13	campo	campo	PROPN
compass-221	59	14	,	,	PUNCT
compass-221	59	15	m.	m.	NOUN
compass-221	59	16	(	(	PUNCT
compass-221	59	17	2007	2007	NUM
compass-221	59	18	)	)	PUNCT
compass-221	59	19	‘	'	PUNCT
compass-221	59	20	evaluating	evaluate	VERB
compass-221	59	21	bayesian	bayesian	ADJ
compass-221	59	22	networks	network	NOUN
compass-221	59	23	’	'	PUNCT
compass-221	59	24	precision	precision	NOUN
compass-221	59	25	for	for	ADP
compass-221	59	26	detecting	detect	VERB
compass-221	59	27	students	student	NOUN
compass-221	59	28	’	'	PUNCT
compass-221	59	29	learning	learn	VERB
compass-221	59	30	styles	style	NOUN
compass-221	59	31	.	.	PUNCT
compass-221	59	32	’	'	PUNCT
compass-221	59	33	computers	computer	NOUN
compass-221	59	34	&	&	CCONJ
compass-221	59	35	education	education	PROPN
compass-221	59	36	,	,	PUNCT
compass-221	59	37	49	49	NUM
compass-221	59	38	,	,	PUNCT
compass-221	59	39	(	(	PUNCT
compass-221	59	40	3	3	X
compass-221	59	41	)	)	PUNCT
compass-221	59	42	794–808	794–808	NUM
compass-221	59	43	.	.	PUNCT
compass-221	59	44	available	available	ADJ
compass-221	59	45	at	at	ADP
compass-221	59	46	:	:	PUNCT
compass-221	59	47	http://www.sciencedirect.com/science/article/pii/s0360131505001788	http://www.sciencedirect.com/science/article/pii/s0360131505001788	PROPN
compass-221	59	48	(	(	PUNCT
compass-221	59	49	accessed	access	VERB
compass-221	59	50	:	:	PUNCT
compass-221	59	51	30	30	NUM
compass-221	59	52	june	june	PROPN
compass-221	59	53	2015	2015	NUM
compass-221	59	54	)	)	PUNCT
compass-221	59	55	.	.	PUNCT
compass-221	60	1	gartner	gartner	NOUN
compass-221	60	2	it	it	PRON
compass-221	60	3	glossary	glossary	NOUN
compass-221	60	4	(	(	PUNCT
compass-221	60	5	2015	2015	NUM
compass-221	60	6	)	)	PUNCT
compass-221	60	7	big	big	ADJ
compass-221	60	8	data	datum	NOUN
compass-221	60	9	.	.	PUNCT
compass-221	61	1	available	available	ADJ
compass-221	61	2	at	at	ADP
compass-221	61	3	:	:	PUNCT
compass-221	61	4	http://www.gartner.com/it-glossary/bigdata	http://www.gartner.com/it-glossary/bigdata	PROPN
compass-221	61	5	(	(	PUNCT
compass-221	61	6	accessed	access	VERB
compass-221	61	7	:	:	PUNCT
compass-221	61	8	30	30	NUM
compass-221	61	9	june	june	PROPN
compass-221	61	10	2015	2015	NUM
compass-221	61	11	)	)	PUNCT
compass-221	61	12	.	.	PUNCT
compass-221	62	1	johnson	johnson	PROPN
compass-221	62	2	,	,	PUNCT
compass-221	62	3	l.	l.	PROPN
compass-221	62	4	,	,	PUNCT
compass-221	62	5	smith	smith	PROPN
compass-221	62	6	,	,	PUNCT
compass-221	62	7	r.	r.	PROPN
compass-221	62	8	,	,	PUNCT
compass-221	62	9	willis	willis	PROPN
compass-221	62	10	,	,	PUNCT
compass-221	62	11	h.	h.	PROPN
compass-221	62	12	,	,	PUNCT
compass-221	62	13	levine	levine	PROPN
compass-221	62	14	,	,	PUNCT
compass-221	62	15	a.	a.	NOUN
compass-221	62	16	and	and	CCONJ
compass-221	62	17	haywood	haywood	PROPN
compass-221	62	18	,	,	PUNCT
compass-221	62	19	k.	k.	PROPN
compass-221	62	20	(	(	PUNCT
compass-221	62	21	2011	2011	NUM
compass-221	62	22	)	)	PUNCT
compass-221	62	23	the	the	DET
compass-221	62	24	2011	2011	NUM
compass-221	62	25	horizon	horizon	NOUN
compass-221	62	26	report	report	NOUN
compass-221	62	27	.	.	PUNCT
compass-221	63	1	austin	austin	PROPN
compass-221	63	2	,	,	PUNCT
compass-221	63	3	texas	texas	PROPN
compass-221	63	4	:	:	PUNCT
compass-221	63	5	the	the	DET
compass-221	63	6	new	new	ADJ
compass-221	63	7	media	medium	NOUN
compass-221	63	8	consortium	consortium	NOUN
compass-221	63	9	maguire	maguire	PROPN
compass-221	63	10	,	,	PUNCT
compass-221	63	11	d.	d.	PROPN
compass-221	63	12	(	(	PUNCT
compass-221	63	13	2014	2014	NUM
compass-221	63	14	)	)	PUNCT
compass-221	63	15	the	the	DET
compass-221	63	16	'	'	PUNCT
compass-221	63	17	hype	hype	NOUN
compass-221	63	18	cycle	cycle	NOUN
compass-221	63	19	’	'	PUNCT
compass-221	63	20	of	of	ADP
compass-221	63	21	moocs	mooc	NOUN
compass-221	63	22	and	and	CCONJ
compass-221	63	23	other	other	ADJ
compass-221	63	24	big	big	ADJ
compass-221	63	25	ideas	idea	NOUN
compass-221	63	26	.	.	PUNCT
compass-221	63	27	available	available	ADJ
compass-221	63	28	at	at	ADP
compass-221	63	29	:	:	PUNCT
compass-221	63	30	http://www.timeshighereducation.co.uk/comment/opinion/opinion-the-hype-cycle-of-moocsand-other-big-ideas/2010206.article	http://www.timeshighereducation.co.uk/comment/opinion/opinion-the-hype-cycle-of-moocsand-other-big-ideas/2010206.article	X
compass-221	63	31	(	(	PUNCT
compass-221	63	32	accessed	access	VERB
compass-221	63	33	:	:	PUNCT
compass-221	63	34	10	10	NUM
compass-221	63	35	january	january	PROPN
compass-221	63	36	,	,	PUNCT
compass-221	63	37	2014	2014	NUM
compass-221	63	38	)	)	PUNCT
compass-221	63	39	.	.	PUNCT
compass-221	64	1	parr	parr	PROPN
compass-221	64	2	,	,	PUNCT
compass-221	64	3	c.	c.	PROPN
compass-221	64	4	(	(	PUNCT
compass-221	64	5	2013	2013	NUM
compass-221	64	6	)	)	PUNCT
compass-221	64	7	universities	university	NOUN
compass-221	64	8	mine	mine	VERB
compass-221	64	9	institutional	institutional	ADJ
compass-221	64	10	data	datum	NOUN
compass-221	64	11	in	in	ADP
compass-221	64	12	search	search	NOUN
compass-221	64	13	of	of	ADP
compass-221	64	14	gold	gold	NOUN
compass-221	64	15	.	.	PUNCT
compass-221	65	1	available	available	ADJ
compass-221	65	2	at	at	ADP
compass-221	65	3	:	:	PUNCT
compass-221	65	4	http://www.timeshighereducation.co.uk/news/universities-mine-institutional-data-in-searchof-gold/2002053.article	http://www.timeshighereducation.co.uk/news/universities-mine-institutional-data-in-searchof-gold/2002053.article	NOUN
compass-221	65	5	(	(	PUNCT
compass-221	65	6	accessed	access	VERB
compass-221	65	7	:	:	PUNCT
compass-221	65	8	1	1	NUM
compass-221	65	9	march	march	NOUN
compass-221	65	10	2013	2013	NUM
compass-221	65	11	)	)	PUNCT
compass-221	65	12	.	.	PUNCT
compass-221	66	1	opinion	opinion	NOUN
compass-221	66	2	pieces	piece	NOUN
compass-221	66	3	compass	compass	ADJ
compass-221	66	4	:	:	PUNCT
compass-221	66	5	journal	journal	NOUN
compass-221	66	6	of	of	ADP
compass-221	66	7	learning	learning	NOUN
compass-221	66	8	and	and	CCONJ
compass-221	66	9	teaching	teaching	NOUN
compass-221	66	10	,	,	PUNCT
compass-221	66	11	vol	vol	NOUN
compass-221	66	12	7	7	NUM
compass-221	66	13	,	,	PUNCT
compass-221	66	14	no	no	DET
compass-221	66	15	11	11	NUM
compass-221	66	16	,	,	PUNCT
compass-221	66	17	2015	2015	NUM
compass-221	66	18	sclater	sclater	NOUN
compass-221	66	19	,	,	PUNCT
compass-221	66	20	n.	n.	PROPN
compass-221	66	21	(	(	PUNCT
compass-221	66	22	2014	2014	NUM
compass-221	66	23	)	)	PUNCT
compass-221	67	1	learning	learn	VERB
compass-221	67	2	analytics	analytic	NOUN
compass-221	67	3	:	:	PUNCT
compass-221	67	4	the	the	DET
compass-221	67	5	current	current	ADJ
compass-221	67	6	state	state	NOUN
compass-221	67	7	of	of	ADP
compass-221	67	8	play	play	NOUN
compass-221	67	9	in	in	ADP
compass-221	67	10	uk	uk	PROPN
compass-221	67	11	higher	high	ADJ
compass-221	67	12	and	and	CCONJ
compass-221	67	13	further	further	ADJ
compass-221	67	14	education	education	NOUN
compass-221	67	15	.	.	PUNCT
compass-221	68	1	available	available	ADJ
compass-221	68	2	at	at	ADP
compass-221	68	3	:	:	PUNCT
compass-221	68	4	http://repository.jisc.ac.uk/5657/1/learning_analytics_report.pdf	http://repository.jisc.ac.uk/5657/1/learning_analytics_report.pdf	X
compass-221	68	5	(	(	PUNCT
compass-221	68	6	accessed	access	VERB
compass-221	68	7	:	:	PUNCT
compass-221	68	8	30	30	NUM
compass-221	68	9	june	june	PROPN
compass-221	68	10	2015	2015	NUM
compass-221	68	11	)	)	PUNCT
compass-221	68	12	.	.	PUNCT