AJIS Special Edition Knowledge Management December 2001 KNOWLEDGE MANAGEMENT AUDIT - A METHODOLOGY AND CASE STUDY Thomas W. Lauer and Mohan Tanniru* School of Business Administration, Oakland University Rochester, Ml 48304 - USA lauer@oakland.edu tanniru@oakland.edu ABSTRACT The strategic importance of knowledge in today's organisation has been discussed extensively and research has looked at various issues in developing knowledge management systems. Both the characterisation of knowledge and alternate models for understanding the acquisition and use of such knowledge have taken on significant prominence. This is due to the com- plexities associated with acquiring and representing knowledge, and the varied nature of its use in knowledge work. How- ever, the role of the knowledge workers and the processes that guide their knowledge work as they meet the knowledge goals of an organisation have received little attention. This paper proposes a knowledge audit (an assessment of the way knowledge processes meet an organisation's knowledge goals) methodology to understand the "gaps" in the needs of a knowledge worker before one develops KM systems The methodology also uses "process change" research to help build a socio-technical environment critical for knowledge work. The audit methodology is applied to a particular case and the im- plementation of the audit recommendations is discussed. Future implications of such an audit arc also discussed INTRODUCTION The argument for the strategic importance of knowledge in today's organisation has been made eloquently by a number of authors. For example, Drucker (1978) asserts that making knowledge work productive will be the great management task of the century, and that, "...the most valuable asset of a 21st century institution...will be its knowledge workers and their productivity" (Drucker 1999, p.79). Others have noted the shift from an economy with a physical basis to one where knowledge and intellectual assets differentiate firms (Hansen et al. 1999). A corollary observation is that an organisation's ability to learn and acquire knowledge rapidly may provide the only source of sustainable competitive advantage (Winter 1995; Dierick & Cool 1989; Lippmann & Rumelt 1982). In a similar vein, changes brought on by technological development and global competition make rapid learning essential for the modem organisation (Croasdell 2001). Given the wider recognition of the critical role "knowledge" plays in organisations, early research has focused on different aspects of knowledge management (KM). According to Ackerman (1996) information technologies enable automating organisational memory systems by 1) making recorded knowledge retrievable and 2) by making indi- viduals with knowledge accessible. To develop computer supported knowledge management systems, earlier re- search has focused on knowledge management strategy (Davenport 1999), analysis and characterisation of tacit knowledge (Nonaka and Takeuchi 1995), technology support in design (eg. Duffy 2000), and social aspects of knowledge use and sharing in implementations (eg. Cook & Brown 1999). Given the nature of knowledge and the complexities associated with its capture and dissemination, research in cognitive science, systems development methodologies, socio-technical systems, and technology diffusion have become antecedents to much of the research on the KM systems development. Specifically, these research streams are used to help us better understand the con- stituent components of knowledge and how they are acquired and used by knowledge workers. One taxonomy of knowledge developed by Nonaka (1994) explicates the tacit and explicit dimensions of knowledge and is based on the earlier work of Michael Polyani (Polyani 1962; 1967) that has informed a significant body of research on knowledge based systems. An extension of this taxonomy was presented in Spender (1996) in which he added an individual and social dimension to the explicit - tacit distinction. For the individual, explicit knowledge is conscious whereas tacit knowledge is automatic. In the social realm, explicit knowledge is objectified. It refers to explicit policies and procedures. In contrast, tacit knowledge on the social level refers to the underlying organisa- tional culture, the beliefs and values that are implicitly understood within the firm. One of the goals of the KM sys- tem is to make an individual's tacit knowledge explicit on both the individual and the social levels. To help us better understand both the knowledge acquisition and use by knowledge workers, one model distinguishes between repository and network models (Ackerman 1996; Alavi & Leidner 1999; Fahey & Prusak 1998; Hansen et al. 1999). Alavi describes the two models as follows. "The repository model views knowledge as an object that can be collected, stored, organised, and disseminated. As such, these systems focus on managing explicit knowledge and primarily focus on the creation and storage/retrieval aspects of organisational knowledge management." Under this model, knowledge remains with the individual who possesses it and is transferred mainly through person-to-person contacts. Key technologies are databases and intranets and a critical issue for the implementation of these systems is the codification of knowledge. An alternative, network models do not, "... attempt to codify and extract knowledge 23 AJIS Special Edition Knowledge Management December 2001 from the individual who possesses it." Network models support KM processes that involve social interaction and direct communication among persons. This is in contrast to die repository model that involves person-repository and repository-person modes of knowledge transfer." While both models involve a socio-technical mix, the repository model throws its weight toward the technical system, while the network model emphasises the social system. In other words, the development of a socio-technical KMS has to recognise the existence of both these models in an organisation and address them appropriately. The way in which knowledge is acquired and shared among knowledge workers is thus very complex and, hence, the knowledge work has more in common with work that is often associated with complex decision making than with operational or transaction-based work. Thus certain parallels may be drawn from the way in which information sys- tems are developed to support complex decision processes. The development of decision or executive support sys- tems often called first for an understanding the problem solving processes of a decision maker. Hence, before we embark on the development of KM systems, we need to understand the processes used by the knowledge-workers. Research has identified a few characterisations of processes associated with knowledge work [by Probst, Raub, and Romhardt (2000), Gupta and Govindarajan (2000)]. By understanding the key processes associated with knowledge work and their inter-relationships, one should be able to effectively position the KM system as one that support some of these knowledge processes. In other words, the focus of KMS development will be one of support for knowledge work, thus ensuring that the goals as well as implementation strategies are articulated in terms of how they are aimed at support a knowledge worker. The focus of this paper is to conduct a "knowledge audit" - an a priori analysis of knowledge processes and the de- gree to which they address the knowledge goals of both the organisation and the knowledge worker. Just as "pro- ductivity goals" drive the development of transactional or operational systems and "decision quality goals" drive the development of a DSS, "knowledge goals" should drive the way knowledge is processed by a firm's knowledge workers. The deficiencies or gaps detected from such an audit can then lead to the development of a socio-technical knowledge management system that supports knowledge work using a mix of "repository" and "network" models. The next section will discuss the knowledge audit methodology and the third section will illustrate the use of this methodology to a particular organisation. Section four provides some recommendations and section five illustrates the changes made to the organisation since the audit recommendations were made. Section six provides some con- cluding comments along with some general observations on the audit procedure. A METHODOLOGY TO CONDUCT A KNOWLEDGE MANAGEMENT AUDIT An audit is typically intended to ensure that the goals of the organisation are met. If the goals of an organisation are to replace one system with another to gain efficiencies and the system is fairly structured, the audit procedure may view the system as a "black box" and "audit around the system" - compare the resources consumed and the reliabil- ity of the old and the new systems for viewing it from outside. If the system is complex, goals are somewhat ill- defined, and reliability comparisons are difficult to make, then auditing may be performed by going "through the system" - understand the key processes and their reasonableness in meeting the qualitatively defined goals. The auditing of expert systems, for example, when the knowledge is intended to support rather than replace experts has followed similar knowledge process analysis and reasonableness tests [Agarwal, et. al, 1993]. The goal of the KM audit here is to understand the processes that constitute the activities of a knowledge worker, and see how well they address the "knowledge goals" of the organisation. The knowledge processes discussed by Probst, Raub and Romhardt [2000] are shown in Figure 1 and these are used to perform the knowledge audit. It is top-down in that the knowledge goals provide the basis for evaluating various knowledge processes shown within the box. These processes are inter-dependent and consequently, one should not focus on one or a few of these processes to the exclusion of the others. Both knowledge goals and knowledge as- sessment are outside these knowledge processes practiced within the organisation. Knowledge assessment, similar to knowledge audit, is an evaluation of how well various knowledge processes are used to meet the knowledge goals. While an assessment can be frequent and internal to an organisation, an audit tends to be periodic and often driven by an external need. Results of the assessment can feed into potential modifications to the knowledge goals or activities within the knowledge processes. In the remaining section, each of the elements in Figure 1 is discussed in more de- tail. Knowledge goals. Knowledge goals give direction to knowledge management. In and of itself, the articulation of knowledge goals may provide a number of insights especially since this is likely to be a new activity for management. While the knowl- 24 AJIS Special Edition Knowledge Management December 2001 edge goals should support the broader organisational strategy, the two should be distinct given that the knowledge goals should be concerned exclusively with knowledge processes. Probst et al. identify three levels for these knowl- edge goals. Normative goals create knowledge awareness and a climate for sharing. Strategic goals define the or- ganisation's core knowledge and identify skills that will be needed. Operational goals are concerned with imple- menting knowledge management methods and making normative and strategic goals realisable. Knowledge identification: This step calls for identification of the organisation's knowledge, which can be made known to members of the or- ganisation on a need to know basis. Many companies find it difficult to maintain a map of internal and external sources of knowledge and information. Appropriate knowledge identification, known as knowledge transparency, enables members of the organisation to locate what they need without inefficiency or duplication of effort, and less- ens the likelihood of uninformed decisions. Knowledge acquisition. Organisations can import knowledge from the 'outside'. Relationships with customers, suppliers, competitors, and partners hold the potential of providing knowledge. It is also possible to buy knowledge from various firms. In this process, we need to identify opportunities for knowledge acquisition and find out various external sources, from which knowledge and expertise should be sought. Knowledge development. Knowledge development focuses on developing new skills and knowledge internally. It is an activity that comple- ments knowledge acquisition. It asks how can an organisation generate better ideas, new skills, better processes, and new products. Knowledge development includes all management efforts aimed at internally producing capabilities that do not currently exist in the organisation. Knowledge sharing and distribution. This process seeks to apply knowledge where it is needed. To do this, it is necessary to develop means for trans- forming isolated experiences into something the entire organisation can use. Given that it is not possible for anyone to know everything about everything, what can an organisation do to insure that knowledge of critical areas is gath- ered and shared where and when appropriate. An important activity is to understand how the transition of knowledge from the individual to the group takes place. Knowledge retention. A number of organisational activities take place that impede the retention of important knowledge, and these include the loss of an employee, mergers or acquisitions, reorganisations, or a failure to update and store knowledge of future value. There are a variety of means for storing organisational knowledge. Knowledge assessment. The way that knowledge management goals are established will directly affect the way they are measured. Methods for knowledge assessment must be tailored specifically to the organisation in light of the way its knowledge man- agement strategy is formulated. Unlike areas such as finance or quality management, there are no set indices or measures for knowledge management. Some creativity must be used to establish means of assessment that will measure whether knowledge goals are fulfilled and how they contribute to the organisational mission. The framework described in Figure 1 is general and action-oriented in that it enables the implementation of knowl- edge processes using a variety of tools and techniques, so that the knowledge goals are met. In addition, the applica- tion of the framework will help an organisation articulate its knowledge goals in concert with its overall organisa- tional strategy as well as support for knowledge work, and lead to the development of criteria for measuring success. Given that the knowledge management activity is articulated as a set of processes that are used to reach a set of stated goals, the knowledge audit then looks at how well each of these processes address the goals. 25 AJIS Special Edition Knowledge Management December 2001 Knowledge Knowled goals Assessm i L 1 ' Knowledge Knowledge Identification Retention / \:- /i v/ '• •••-. **• .•' : .̂ / \ ->C / : X. / V- >c i \ * - --. / K.... X \ / 1 -••- Knowledge ,.- " \ / / Kno ° "--.... \ / ; •* Acquisition " -.,,„ A / , - -" Uti \ '\, / \ ,--f * / ,, \ 1 / /, -" \. \ 1 / •̂•" --. £<8 V>w Favorites look jjjlaek f.y^_ S!°P ' Rehash I Home £ Search^ Favorite* Histoiy, _[ Mai -P™*_ E« OOCUK : :j Adders |€] h«p://a(ib.!ba.oaklandeoWThePoital'inside/nde»l asp •:&:\r-4f.Vfftij.$-X.!i Edit Bulletin Board Add/Edit projects Add Sponsor Faculty Add/Edit Inactive Projects 1 Edit Calendar (ID-AT.B Paf.-.ub) | Student/Project Assignment | Update Sponsor [ Guests Report Generator Remove Student Change Alumni Status Student Passwords Welcome Mohan) Have a nice Spring/Summer "| |tf Inter** The Porta. ;B]Documanl3-...| 10-.30AM Project Status Reports: Figure 6 provides a screen that lists status reports of all projects that are under execution in any given semester and by highlighting one of these, the students as well as a sponsor can get access to specific activities that have been completed under the project in all the weeks since the project started. These status reports are moved to archival storage at the end of each term and become a pan of knowledge base, which can be accessed by students at a later time. Effective search mechanisms, besides the name of the corporation or team-leader are be- ing explored. Figure 7 provides a sample of the detailed status report for a week and Figure 8 provides the project tracking report, ie. where a student is on a project based on a set of steps that were a-priori identified. 33 AJIS Special Edition Knowledge Management December 2001 Figure 6 Project Status Reports Search Favorites Histaji ' Ha] Print E« Dwcuss IJ Address |€1 Nip //atib.!ba.oaklandedu/ThePoital/inside/ind •v*j v \f j SIGN OUT. « ,*, ̂ X - -t,U.;.r. ,• . - " ' s , ' f'^.''-".' f*'fl - * "'' ' ' - ^-L^, --— 7 ,, . TfiePor«^i. V 1 ^°| Add Documentation View all Tutorials * 4» JMnx ** i Please select one of the foil owing documents: t$ft*ftatl«0aii& 'Access Tutorial la f»oj«ltrac.tin$ < Access Tutorial Ib r '̂ttoftfjfii&LJfte^ * * a-. -A -1 ^ retiftttw • '' Access Tutorial ic •"an , ̂ iltoOKten.»r«n Asp Tutoria| ..ta»î aefi«» , crystal Reports Tutorial *""*** How to make Access • cateHtaiTt ' query seek inout from the tft.tropm ', ^^ ' 44SWHW14I4*'" Visual Basic Tutorial 1 i ^ f̂tdwlĵ VV 'Visual Basic Tutorial 2 *" ^rV A t v*", ' SVisuol Basic Tutorial 3 Leam how to create a simple table in an Access 97database Learn how to create a simple query and form in an Access database Learn how to create a dropdown combo box in an Access 97database Short tutorial on ASP technology for beginners short tutorial for beginners in Crystal Reports 7.0 It will allow the user to input values of a parameter, which will be used by a query to extract information from a data base Part 1 of Visual Basic documentation. Part 2 lesson on VB technology Part 3 lesson on VB technology _!*. _j_Zi_ . . . . . 3 €]Catand» ifflnbmi Outlook .. [ jgQMicrotoltPowa | Bjjathecnrcnendat J @JDocurnent2-Hk: .||cjThe Portal - .. Figure 7 Details of a Status Report associated with a Particular Project j 0e &fl View FavaitEj look Help j Assess Ig] blip //abb sba oakland.edu/ThePottal/inside/indEX1.asp The i Taam Members: ' \ Brian Meitzner ~ class of 200° Julie MaVes " class of 1999 i Michael Nicolai - Class of 2000 Accomplishments: . Finished Project. Presented to EDS sales team on 4/11/01. discussion forum .p^^* , • Make Final Presentation to ATiB sponsers and students. cjutroom ' documentation EDS Markting and Portfolio Management - Status Reports Archive: " 4/19/01 Status Report 4/10/01 Status Report " 3/30/01 Status Report ;̂ j Resumes • gc I'oilti jjj £fc E« Y»» Fawritw loch llob *• Back 9' Slop El Refresh Hone Q Sa "' SMTC*I Favnio Pirn Edt Dbcun |Lr*c» SIGN OUT. V. Description: Simulate the space allocation based on user requirements. Support decision making related to surgical patient routing and holding area utilization. Simulate the routing patterns for patient flow and identify effects on capacity. (See Mark Isfcen * for m Trjchnologies in Use: Simulation package Summary ^1 • Project Completion t;a Project Detail ^:iia^Jgj*j ; s tfcafttAv '•' '• : ' . ;- •, "ri 'ttm*il.ij* - * i ~ v > ' . . - • • • , ••••;• Ox-ii • : • ' f ' • ".' ;. ̂ : CcrtacU Step Name 1) Develop a project work plan: detailed planning Identify Project goals: Formulate conceptual idea of tools' function Read history or project and simulation methods 2) Deyalop functionality of the model _ • - . . . Number of Days 4 7 7 60 ! "• i i Status Complete Complete Complete Complete 0 Internet i !^BSIart|'g^Inbox Oute. | [aJMiaotoll Po. | g|0ocunert2 - ,.||gJTho Porto... IgjOooronG•..\ Documentation: Figure 9 provides a list of tutorials and special reports (including past project summaries) that have been developed each term. These can form the basis for self-paced learning and act as reference documents to refresh one's knowledge about a technology when it is called for. 35 AJIS Special Edition Knowledge Management December 2001 Figure 9 Documentation '5 The Portal - Administrator Home Page - Microsoft Internet Explorer HIF-3 E3 £*» £* yjew Fjvoita loob HJefc l̂ l̂ Back ' -ui'$$& \. ^ mwnfe/'lJl suhjiroport* * |5r -j \ oow««*JW ' T,' tsJ* "S ' ^ v>. ^1 fii r̂ knufon foî uJlft > ••,*no«1«)9o&)iie' •: : ««*» j *mnit«>* ^ *• X ' J1^. » '1 Vv * SIGH OUT. «*reh j SJ: j^Go' jj LHu * 7 ITIe Font®*.! •UQ| Add Documentation View alii Tutorials 1.J Please select one of the following documents: - .Access Tutorial la Access Tutorial ib [Access Tutorial Ic i 1 ASP Tutorial Learn how to create a simple table in an Access 97database i Leam how to create a simple query and form in an Access database Learn how to create a dropdown combo box in an Access 97database Short tutorial on ASP technology for beginners 'Crystal Reports Tutorial (short tutorial for beginners in Crystal Reports 7.0 How to make Access 'query seek input from the Visual Basic TutoriaLl Visual Basic Tutorial 2 ivisuat Basic Tutorial 3 It will allow the user to input values of a parameter, which will be used by a query to extract information from a data Part 1 of visual Basic documentation. ;' Part 2 lesson on VB technology I Part 3 lesson on VB technology ** fJCdbndar TT"I¥ Qlnbox Outook lahbrecomroendalJ Mk..||g] The Portal -... ; IttMAM Knowledge Base: Figure 10 provides a list of projects that are being worked on for a particular sponsor. This information is used to get a general idea on the type of projects a firm may engage in, especially if a new spon- sor is looking to define projects in an area similar to theirs for potential students. 36 AJIS Special Edition Knowledge Management December 2001 Figure 10 Knowledge Base Back rowi'd Slop Rehatti HOBO ! Smch Favofho Hstoiy.; Md Print Edt T~[~l* Mo"* •V.V:..? ..•/ - M^, .H.M-.n.'-i1'-*'''' - ' • V.'V.':,'' . ' . . i S1GNOUT. ji'.af, '-'.i.- ••.;•;;] Projects for EDS: . ' tame 1 i Project Name '^;/W*.% •'•.. 1 '' Global Proiect i'̂ SfS^SR'SVcJ! MManasEaierjijjsng : ' U'S? v̂"*kU '?' JEDS Martctino and ''' !"""'rj«u>M* ~'/! •. ! Portfolio Management '• i*?T*,r?Tk ^ i Information Solutions L î̂ ^̂ ^ku l̂̂ 'i :^ Midwest Sales ''•-,• ijW«Mfe. 'rt '1 I Web Basecl '•'''r̂ ^S* •* " ' • i c°rT'mun'ca"on c *V'i '- ' 1 i.*0*'̂ '?'1^1"?''' •'] 1 Streamlining the • V *ifciniju W»';;" "•" ^ Reporting for GM ; :.;;;̂ r-*.V ''••?;?\ ; easier* jj—iiii... :'.-X. - J . ' ..••::'-': A •:- V;:.'. '-;:-:>;. :''•:?: .'•'.•:'-'- •' , ;-:i-i'-::n::.-.V' . • . V' t : TnePoit Date Project Description I Develop an application on Intranet that can capture 10/6/00 I project information for access by multiple participants ! across the globe. 1/11/01 ^ Match customer characteristics with EDS capabilities i for developing targeted marketing ; Create a repository of value proposition for easy 1/11/01 : retrieval and use. i Continue the project from last term., support web- 1/23/01 ; based interaction among various team members in a i project team. i Analyze the current reports and provide better user 2/11/01 i interface using VBasic to generate and display various i reports to GM dealers. < J ^. igBSlait| £3lito,-0ufcck . | |o)MiciaaAPoMB. | BjDocunert2 Me. ||el The Portal . . IOCS AM Discussion Forum Figure 11 provides a discussion forum that can be used by students and sponsors to ex- change ideas on a topic of interest. Questions can be posed by a student and can be answered by alumni, seniors or sponsors that have specific knowledge on the topic. Note that not only does the discussion forum provide support for internal communication but it also supports one of the key features of the ATiB program: networking students with alumni and sponsors. The discussion on an ad- vanced program in Figure 11 is an exchange between a student, alumni and a sponsor. In addition to these features, the portal also provides a contact list that includes email, phone or fax, resume information, etc. 37 AJIS Special Edition Knowledge Management December 2001 Figure 11 Discussion Forum Julie is a student, Peggy is a alumni and John is a sponsor •'5 The Poital - Administialoi Home Page - Miciosott Internet Exploier HE3E3 jj fjte E« View Fayoites loots Help j Back Pv»prd Stop Heftesh Home |! ;̂ g 23 .'^S" i Seach Favorites Notary J Address |£] htlp //affl) sfaa Oakland eoWThePortal/mside/indexl asp ' \ ^Vw,*^ t" *V * C •. SIGN QtH".j ' " " * ' ( ^ V 1 \ * 't. , From N. V|Wi "* Date *>jj$|liift»- "i Posting status reporu, _ J CMttMttfl *re«umeft ^ ! „ *,*¥ ' ,' ' <**,< - John cipriani 11/3/00 '. : ,1 Mai Pint E<8 ~ Discuss • _^j f>Go J Links" —""» ' i ne r*wi ca;i jii I have a MS in Info Systems Management and have found that the Masters of Science approach combines the MBA methodology with strong technical background. I would recommend it to those pursuing an IT specific career versus the more generalist MBA. Remember that your _ foundation (educational or experiential) does not determine your success ; but rather what you do with it. ctutraom 5 From Julie , Date 10/1/00 , Posting For the individual who has the technical experience and wants to focus on business management this seems to be the perfect solution even with 1 an MIS background. I guess my concern is - what will be the critical differences for student with an IS background? Would he be in their best i interest to go for the MBA instead? ;, [ From Peggy 'g] Discussion Foam ^9 Start | ggUnboJT- Quito- | Microsoft Pp. [ |QDocuroent2-.|[QThe Porta... @j Document ...,| | \<& Internet 10:19AM Streamline Articulation and Dissemination of Knowledge Goals and Strategies In an evolving organisation, some of the goals and strategies may be initiated by those in-charge. Even so, it is criti- cal that these are shared among various stakeholders for review and refinement. This may enable the eventual re- distribution of some of the roles and responsibilities of the organisation to others and the creation of some degree of redundancy to mitigate some of the risk to the organisation. A web-based framework was developed in April 2001 and will be used to communicate many of the program's goals, strategies, and processes to various stakeholders to get their reaction and increase their involvement. Figure 12 provides a sample framework that is used to highlight various features of the program and its stakeholders, and the matrix provides hyperlinks to dissemination status, re- sponsibility assignment, etc. 38 AJIS Special Edition Knowledge Management December 2001 Figure 12 ATiB Continuous Improvement Accreditation Process - Project Features and Stakeholders B«i at.fiK.1 SWBrte* Ha» I Scat* FoOTo Ham, MJ . P*« tdl DiKun Director ^Faculty Students Spcnsc I. Mission. > i < '< a Processes x II. Strategies x x x III. Curriculum ; x x x ;IV. Physical Settjng x | x x Development of metrics Since some of the strategic goals call for inter-disciplinary orientation, learning, and knowledge sharing, measuring the degree to which an individual knowledge worker has accomplished these goals is difficult to measure. While many of the strategic and operational goals are intended to support these normative goals, one still needs feedback mechanisms (formal as well as informal) to gather such information after a student leaves a program. Three different mechanisms have been put in place to gather the needed information at different levels of granularity. First, a project survey instrument was developed and is now sent to students at the end of each project to assess their perception of success and to ascertain what features characterise the project (problem complexity, team maturity, faculty and sponsor coordination, etc.). The aim of the survey is to evaluate the degree of impact different project features have on project success and ultimately to influence the manner that students are selected for projects. A similar survey is now sent to corporate sponsors as well. Second, a formal survey was developed and will be sent at year-end to various alumni and sponsors. Its purpose is to determine their level of satisfaction with the pro- gram/projects in meeting their expectations. The survey is administered to get students' reactions after they leave the program and to measure long-range effects of the program on students' careers and sponsors' projects. Third, a formal albeit qualitative forum has been established as a part of a yearly conference, enabling various alumni to reflect on their collective experience since they left the program and the way their current work relates to experiences in the program. This is yet another way to understand the role of the knowledge sharing and learning culture that was embedded in the program on a student's career in the long run. In summary, the knowledge audit conducted one year ago has highlighted several important and critical aspects of ATiB as a knowledge organisation. Some aspects, the effective use of the network model and the cross-disciplinary culture, have contributed to the over- all success of the program. It, however, has highlighted other measures the organisation should undertake to stream- line various knowledge processes to support both repository related activities and continual assessment. Many of these recommendations have been put in practice and a future audit may be used to assess their impact. DISCUSSION AND CONCLUSION Some specific probes that have provided motivation for developing KM systems in the past include the acclamation of new knowledge workers and mitigating the loss of intellectual capital through the attrition of key knowledge workers. By thinking of ATiB more broadly as a knowledge organisation, we gained insights into these two related problems. In addition, by conducting the knowledge audit, we are able to offer some observations concerning meth- odological issues: the usefulness of knowledge audits for establishing knowledge requirements, and the relationship between network and repository models. 39 AJIS Special Edition Knowledge Management December 2001 Acclimating a new knowledge worker to an organisation. ATiB is quite successful in its efforts to introduce new students to its program. The design of training experiences so that responsibility and independence are incrementally shifted from external sources such as faculty and sponsors to the student is a key factor in developing technology capable project workers. The use of seniors in a mentorship role with juniors is vital to the success of this incre- mental approach. ATiB supports productive social interactions through the physical design of the working space and through holding a number of quasi-social functions throughout the year. ATiB makes extensive use of workshops and conferences where students can share the results of their work with other students, faculty, and sponsors. Firms interested in instituting knowledge management programs could incorporate such techniques. It can be socially re- warding, personally satisfying, and intellectually valuable to present the results of a successful project to one's peers. Lessons learned conferences can serve as a means of preserving organisational knowledge while simultaneously enabling the development and strengthening of interpersonal networks. Planning for the loss of critical intellectual capital. For ATiB stakeholders, thinking of itself as a knowledge or- ganisation where the graduates represented a loss of intellectual capital, was a new concept. While ATiB's 50% an- nual turnover is more extreme than the typical organisation, modem firms, especially in the dot.com high tech world, are faced with the problem of preparing for the contingency of losing a key employee. ATiB has just begun to plan for this, but it appears that building redundancy among different students through mentorship will help to mitigate most adverse effects. There is a clear relationship between problems of attrition and those of acclimating new workers. Industries charac- terised by high levels of worker mobility such as IT will be faced with both problems on an ongoing basis. Further- more, trends towards 'free agency', the rise of the independent agent who sells some form of personal expertise, will make these problems more salient. Effective solutions to this pair of problems can provide substantial benefit for knowledge organisations. Incorporating a knowledge audit into a knowledge management methodology. Alavi (2000) suggested two im- portant issues for KM system design: 1) the development of methodologies for identifying factors that influence the knowledge management requirements of the firm and 2) understanding the relationship between knowledge require- ments and KM model (repository or network). The knowledge audit has something to offer for both of these key questions. By forcing an articulation of knowledge goals, the knowledge audit moves stakeholders toward an under- standing of organisational knowledge requirements. Knowledge audits and assessments are iterative activities. Thus the knowledge strategies as well as the generic knowledge processes undergo change as part of each iteration. On- going evaluation of requirements and the means of satisfying them are part and parcel of each iteration and are kicked-off by the audit. Because of the contrasting ontological assumptions about knowledge, one may be tempted to regard the repository and network models as being incompatible, that a firm can opt for one or the other. Spender's (1996) model offers insight here. Knowledge that is social and explicit is amenable to codification and storage in a repository. Knowl- edge that is social and tacit is the basis for organisational culture, values, and beliefs. The network model enhances the exchange of this type of knowledge. The ATiB Portal is an attempt to support both models by storing organisa- tional/explicit knowledge in a repository and by enhancing and enlarging existing networks through discussion groups and providing extensive contact information. REFERENCES Ackerman, M.S. (1996). Definitional and contextual issues in organizational and group memories, Information Technology and People, 9,1, 10 - 24. Agarwal, R., Kannar, R, and M. Tanniru, "Formal Validation of a Knowledge-Based System Using a Variation of the Turing Test", Expert Systems with Applications, 1993, Vol.6, pp.181-192 Alavi, Maryam (2000). Managing organizational knowledge in Framing the Domains of IT Management, Robert W. Zmud Ed., Cincinnati: Pinnaflex Educational Resources, Inc. Alavi, M and D. Leidner (2001). Conceptual foundations of knowledge management and knowledge management systems, MIS Quarterly. Cook, Scott D. N., Brown, John Seely (1999). Bridging Epistemologies: The Generative Dance Between Organiza- tional Knowledge and Organizational Knowing, Organization Science, 10, 4, 381-400. 40 AJ1S Special Edition Knowledge Management December 2001 Croasdell, David T. (2001). IT's role in organizational memory and learning, Information Systems Management, 1 8 , 1 , 8 - I I . Davenport, Thomas H., Jarvenpaa, Sirkka L., Beers, Michael C. (1996). Improving Knowledge Work Processes, Sloan Management Review, 36, 53-65, Summer, 1996. Davenport, Thomas H. (1999). Knowledge Management and the Broader Firm: Strategy, Advantage, and Perform- ance, in Knowledge Management Handbook, Jay Liebowitz, ed., Boca Raton, FL: CRC Press. Dierick, I. and K. Cool (1989). Asset stock accumulation and sustainable competitive advantage, Management Sci- ence, 35, 12, 1504-1514. Drucker, Peter F. (1978). The Age of Discontinuity, Harper & Row: New York. Drucker, Peter F. (1999). Knowledge-Worker Productivity: The Biggest Challenge, California Management Re- view, 41, 2, 79 - 94. Duffy, Jan (2000). The KM Infrastructure, Information Management Journal, 34, 2, 62 - 66. Fancy, L. and L. Prusak (1998). The eleven deadliest sins of knowledge management, California Management Review, 40, 3, 265 - 280. Grant, Robert M. (1996). Toward a Knowledge-Based Theory of the Firm, Strategic Management Journal, 7, Winter Special Issue, 109-122. Hammer, Michael and Champy, James (1993). Reengineering the Corporation, New York: HarperCollins Pub- lishers Hansen, M.T., N. Nohira, and T. Tierney (1999). What's your strategy for managing knowledge? Harvard Busi- ness Review. March-April 1999, 106 - 116. Kettinger, William J., Teng, James T. C., and Guha, Subashish (1997). Business Process Change: A Study of Meth- odologies, Techniques, and Tools, MIS Quarterly, 21,1, 55-80. Klein, Mark M. (1994). Reengineering Methodologies and Tools, Information System Management, Spring 1994. Leavitt, Harold J. (1972). Managerial Psychology: An Introduction to Individuals, Pairs, and Groups in Or- ganizations, Chicago: University of Chicago Press. Lippmann, S. A. and R. P. Rumelt (1982). Uncertain imitability: an analysis of interfirm differences in efficiency under competition, Bell Journal of Economics, 13, 418 - 438. Nonaka, I. (1994). A dynamic theory of organizational knowledge creation, Organizational Science, 5, 1, 14 - 37. Nonaka, I. and Takeuchi, H. (1995). The Knowledge Creating Company, New York: Oxford University Press. Pfeffer, Jeffrey, Sutton, Robert I. (1999). Knowing "What" to Do Is Not Enough: Turning Knowledge into Action, California Management Review, 42, 1, 83-108. Polyani, M. (1967). The tacit dimension. London: Routledge and Kegan Paul. Polyani, M. (1962). Personal knowledge: toward a post-critical philosophy. New York: Harper Torchbooks. Probst, Gilbert, Raub, Steffen, Romhardt, Kai (2000). Managing Knowledge: Building Blocks for Success, Chich- ester: John Wiley & Sons Ltd. Rummler, G. and Brache, A. (1995). How to Manage the White Space on the Organization Chart (2nd ED.), New York: Jossey Bass, Inc. Sena, James A., Shani, A. B. (Rami) (1999). Intellectual Capital and Knowledge Creation: Towards an Alternative Framework, in Knowledge Management Handbook, Jay Liebowitz, ed., Boca Raton, FL: CRC Press. Spender, J.-C. (1996). Making Knowledge the Basis of a Dynamic Theory of the Firm, Strategic Management Journal, 7, Winter Special Issue, 45-62. Winter, S. G. (1995). Four Rs of profitability: rents, resources, routines, and replications, in Resource-based and evolutionary theories of the firm: towards a synthesis, C. A. Montgomery ed. Norwell, MA: Kluwer, pp. 147 -178. 4!