The findings demonstrate that tacit knowledge is strongly and positively correlated to sales team performance. According to the Resource Based View of the firm, knowledge should be treated as an asset, just as you would treat a tangible asset. Therefore, since tacit knowledge is an asset and correlated with sales team performance, managers need to use knowledge of this correlation to more effectively manage their sales teams.
Knowing this, sales managers could use the TKI as a tool to allocate talent, build stronger sales teams, assign accounts, and evaluate performance. At the sales team level, a sales manager could use the TKI to better quantify the sales team‘s endowment of tacit knowledge. With a better understanding of a sales team‘s tacit knowledge a sales manager could identify problems
with a sales team‘s performance earlier in the sales cycle. A sales manager could use the TKI to build a sales team that specializes in a certain function, account, or vertical market. A sales manager could facilitate collaboration between sales team‘s more effectively using the TKI.
At the individual account manager level, the TKI could complement commonly used personality assessments to create a more in depth capabilities assessment of an account manager. Understanding the composition of an account manager‘s knowledge will allow a sales manager
to better relate to an account manager and provide more effective feedback. A sales manager could also use the TKI to identify deficiencies earlier in an account manager‘s career which could aid in increasing tenure and augmenting career development of newly hired account managers. A sales manager might create a mentor/mentee relationship between Account Manager ―A‖ and Account Manager ―B‖ if ―A‖ had a high level of product knowledge but
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Without a tool to identify ―A‘s‖ tacit product and customer relationship knowledge levels the
sales manager is relying on intuition.
Correlational research is inherently limited since it cannot prove causation. Kachigan (1986) argued that, when there is correlation between two constructs, it provides three pieces of information. First, correlation exhibits a descriptive function, describing the construct in reality. Second, correlation exhibits a predictive function, by allowing the indirect measurement of construct by proxy to predict the behaviour of a second correlated construct. Third, assists in the examination of the relationship of the variance of one variable to the variance of a second correlated variable.Kachigan further cautions, that correlation, ―…does not imply causality‖ (Kachigan, 1986: 213). However, there appears to be a correlation between tacit knowledge owned by sales teams and sales team performance. Whether tacit knowledge is causal with regard to sales performance to the exclusion of all other factors is difficult, if not impossible, to discern. It is possible that a third determinant or confluence of many determinants is causal to sales team performance.
A research model demonstrating the subtle interactions and abstractions of psychological, interpersonal, and cultural factors would most likely yield more predictive results. Also,
performing objective testing, rather than relying on self-reported values, for actual explicit product knowledge would be helpful in fine tuning the TKI. In this study, product knowledge was self-reported and was not significantly correlated to selling level. However, high product knowledge would more likely be relevant when used with relationship knowledge. Refining the survey to objectively represent an individual‘s product knowledge could improve the precision of the TKI.
62 Limitations
The scope of the data spans a period of one year. Analyzing only one year‘s data makes it difficult to determine the long term performance of sales teams. A longer period of study is needed to rule out abnormal fluctuations in performance due to unusually large one-time orders, structural changes in territory, and changes in the number or composition of accounts managed by a team.
Another limitation is the sample size surveyed. The population of the sample group is small, only eighteen salespeople. Therefore, to better represent aspects of the larger organization the survey should involve a greater number of participants. While the sample statistically
represents the majority of salespeople within the organization, a larger sample size would yield more reliable and valid results.
Finally, the problem of measuring knowledge assets through a self-reported survey instrument is inherent in the research performed. Since the survey instrument measures the salesperson‘s perception of their stock of tacit knowledge, it is vulnerable to self-serving bias.
Self-serving bias is the tendency of a person to accept responsibility for desirable outcomes and externalize undesirable outcomes (Shepperd, Malone & Sweeny, 2008). According to Stephan & Rosenfield (1976), one of the motivations of self-serving bias is known as self-enhancement which is defined as a person‘s motivation to sustain or enhance one‘s sense of self-worth (Cited
by: Shepperd, Malone & Sweeny, 2008). Participants in our survey could have altered their responses either intentionally or otherwise to defend or enhance their perception of themselves and their own self-worth.
63 Future research
Although preliminary in nature, and exhibiting the expressed limitations, this research indicates areas for further research.Having established a positively correlated relationship between tacit knowledge and sales team performance this research lays the groundwork for academics interested in the interaction between tacit knowledge, knowledge management, sales management, organizational culture, and other variables. Most importantly, this research opens the door to future research with regard to our ability to support managerial decisions and techniques with academic knowledge management concepts and empirical rigor. Further, this research provides an interesting view of sales team management from the perspective of the sales team as a collective knowledge asset. In addition, future research could create a new vein of analysis with regard to the cultural/KM aspects of sales team dynamics and develop methods to assign an empirical measure to the competitive advantage relationships offer.
While the use of a proxy as a research tool is well documented, the main contribution of this research is the development of a Tacit Knowledge Index to indirectly measure a sales
organization‘s tacit knowledge assets. Examples of empirical research of tacit knowledge are few since the idea of measuring tacit knowledge is a relatively new concept. Rigorous investigation into the validity of the construct itself is warranted. Refinement of the TKI using more
sophisticated elicitation techniques; such as, interviews, knowledge audits, concept mapping, cognitive modelling, data analysis and work patterns analysis among others would be interesting future study.
Other questions for future study are: Whether a unified theory of knowledge management is attainable? Whether tacit knowledge can be broken down to codifiable and non-codifiable
64
components? Whether the codification argument could lead to the ―synthesis‖ Nonaka and
Takeuchi allude to when they describe the disparity between Western Cartesian Duality and Eastern Oneness? What is the relationship between individual psychological and personality traits, organizational culture, and team performance? For example, how do individual‘s
perceived power, trustworthiness, humility, confidence, pride, and arrogance relate to team performance?
Creating new, more practical, techniques to better manage and apply tacit knowledge among teams is of particular and immediate value. This work can be used as a template to survey a larger sample and populate a repository of tacit knowledge data to aid researchers in the
65
References
Abecker, A., Bernardi, A., Hinkelmann, K., Kuhn, O., & Sintek, M. 1999. Toward a
technology for organizational memories. In J. W. Cortada & J. A. Woods (Eds.), The
knowledge management yearbook, 1999-2000: 185-199. Boston: Butterworth-
Heinemann.
Ackerman, M., Pipek, V. and Wulf, V. 2003, Sharing Expertise: Beyond Knowledge
Management, MIT Press, Cambridge, Mass.
Ackoff, R. L. 1989. From Data to Wisdom, Journal of Applied Systems Analysis, 16: 3-9. Akdere, M. 2005. Social capital theory and implications for human resource development.
Singapore, Management Review, 27(2): 1-24.
Alfirevic, N., & Racic, D. 2004. Knowledge integration as a source of competitive advantage in large Croatian enterprises. Journal of Universal Computer Science, 10(6): 712-722. Alvesson, M., & Karreman, D. 2001. Odd Couple: Making Sense of the Curious Concept of
Knowledge Management, Journal of Management Studies, 38(7): 995-1018. Arrow, K. J. 1974. The Limits of Organization. Norton, New York.
Argote, L. & Ingram, P. 2000. Knowledge transfer: A basis for competitive advantage in firms. Organizational Behavior Human Decision Process. 82: 150-169.
Argote, L., McEvily B., & Reagans, R. 2003. Managing knowledge in organizations: an integrative framework and review of emerging themes. Management Science. 49(4) 571-582.
Argyris, C., & Schön, D. A. 1978. Organizational learning: A theory of action perspective, Addison Wesley.
Atwater, L. 1988. The relative importance of situational and individual variables in predicting leader behavior. Group & Organization Studies, 13, 290-310.
Baker, W.E. 2000. Achieving Success through Social Capital, San Francisco, CA: Jossey Bass.
Barney, J.B. 1986. Organizational Culture: Can It be a Source of Sustained Competitive Advantage? Academy of Management Review, 11(3): 656–665.
66
Barney, J.B. 1991. Firm Resources and Sustained Competitive Advantage. Journal of
Management, 17(1): 99–120.
Baskerville, R., & Dulipovici, A. 2006. The Theoretical Foundations of Knowledge Management, Knowledge Management Research & Practice 4 (2): 83-105. Bellaver, R.F., & Lusa, J.M. 2001. Knowledge Management Strategy and
Technology, Artech House.
Berman, S.L., Down, J., & Hill, C.W.H., 2002. Tacit Knowledge as a Source of Competitive Advantage in the National Basketball Association. The Academy of Management
Journal, 45: 13-31.
Beswick, C. & Cravens D. 1977. A multistage decision model for salesforce management,
Journal of Marketing Research. May 14(2): 135-145.
Bhagat, Rabi S, Ben L Kedia, Paula D Harveston, & Harry C Triandis. 2002. "Cultural Variations in the Cross-Border Transfer of Organizational Knowledge: An Integrative Framework." Academy of Management Review, 27 (2): 204-21.
Brooking, A. 1999, Corporate Memories, Strategies for Knowledge Management, Thompson Business Press, London.
Bonner, D. 2000. The knowledge management challenge: new roles and responsibilities for chief knowledge officers and chief learning officers. In Phillips, J.J. and Bonner, D. (Eds.), Leading Knowledge Management and Learning, American Society for Training
& Development, Alexandria, VA: 3-19.
Boudreau, J. W. 2002. Strategic knowledge measurement and management (CAHRS Working Paper #02-17). Ithaca, NY: Cornell University, School of Industrial and Labor
Relations, Center for Advanced Human Resource Studies.
Bourdreau, A. & Couillard, G. 1999. Systems Integration and Knowledge Management.
Information Systems Management, Fall: 24-32.
Bradford, K., Brown, S., Ganesan, S., Hunter, G., Onyemah, V., Palmatier, R., Rouziès, D., Spiro, R., Sujan, H., Weitz, B. 2010. The embedded sales force: Connecting buying and selling organizations, Marketing Letter,Springer Netherlands, 21(3): 239-253.
Busch. P., et al. 2003. The graphical interpretation of plausible tacit knowledge flows,
Australasian Symposium on Information Visualization, Adelaide
Carneiro, A. 2000. How does knowledge management influence innovation and competitiveness, Journal of Knowledge Management, 4(2): 87-98.
67
Choo, C. W 1998, The Knowing Organization: How Organizations Use Information to
Construct Meaning, Create Knowledge, and Make Decisions, Oxford University Press,
New York.
Collis, D. 1994. How Valuable Are Organizational Capabilities? Strategic Management
Journal, 15: 143-152.
Collison, C. & Parcell, G. 2001. Learning to Fly: Practical Lessons from One of the World's
Leading Knowledge Companies, Capstone, Oxford.
Conner, K.R. 1991. A Historical Comparison of Resource-Based View and Five Schools of Thought within Industrial Organization Economics: Do We Have a New Theory of the Firm? Journal of Management, 17(1): 121–154.
Daft, R.L. & Lengel, R.H. 1986. Organizational information requirements, media richness and structural design.Management Science 32(5): 554-571.
Davenport, Thomas H., Robert G. Eccles, & Laurence Prusak. 1992. Information Politics.
Sloan Management Review 34 (1): 53-63.
Davenport, Thomas H., & Lawrence Prusak. 1998. Working Knowledge: How Organizations
Manage What They Know. Cambridge, MA: Harvard Business School Press.
Deeter-Schmelz, D.R.,& Ramsey, R.P. 1995. A Conceptualization of the Functions and Roles of Formalized Selling and Buying Teams, Journal of Personal Selling and Sales
Management, 15: 47-60.
De Long, D. & Fahey, L. 2000. Diagnosing Cultural Barriers to Knowledge Management,
Academy of Management Executive 14 (4): 113-127.
Demsetz, H. 1995. Agency and nonagency explanations of the firm‘s organization. The
Economics of the Business Firm: Seven Critical Commentaries, Cambridge University
Press, Cambridge, U.K.
Denison, D.R., Hart, S.L. & Kahn, J.A. 1996. From Chimneys to Cross-Functional Teams: Developing and Validating a Diagnostic Model. Academy of Management Journal, 39 (4): 1005-1023.
Dess, G., Lumpkin, G., & Eisner, A. 2008. Strategic management: Text and cases. New York, NY: McGraw-Hill/Irwin.
De Souza, KC. 2003. Knowledge management barriers – why the technology imperative seldom works. Business Horizons, 46(1): 25-29.
68
Despres, C. & Chauvel, D. 2000. Knowledge Horizons: The Present and the Promise of
Knowledge Management. Butterworth-Heinemann.
Dhanaraj, C., Lyles, M.A., Steensma, H.K., & Tihanyi, L. 2004. Managing tacit and explicit knowledge transfer in IJVs: the role of relational embeddedness and the impact on performance, Journal of International Business Studies, 35: 428-44.
Dierkes, M., Berthoin Antal, A., Child, J. & Nonaka, I. (eds.) 2001. Handbook of Organizational
Learning and Knowledge, Oxford University Press, Oxford.
Dixon, A. L., Gassenheimer, J., & Barr, T. F. 2003. Identifying the lone-wolf: a team perspective. Journal of Personal Selling and Sales Management, 23: 205–219.
Drucker, P.F. 1967. The Effective Executive, William Heinemann, London. Drucker, P.F. 1991. The New Productivity Challenge, Harvard Business Review,
Nov-Dec: 69-79.
Drucker, P.F. 1993. Post Capitalist Society, Harper Row, New York, NY. Dutton, G. 1999. Building a global brain, Management Review, May: 34-8.
Easterby-Smith, M. & Lyles, M.A. (eds.) 2003. The Blackwell Handbook of Organizational
Learning and Knowledge Management, Malden, MA; Oxford: Blackwell Publishing
Ltd.
Echeverri-Carroll, E. L. 1999. Knowledge flows in innovation networks: A comparative analysis of Japanese and U.S. high-technology firms. Journal of Knowledge
Management, 3(4): 296-303.
Edmondson, A. C., Winslow, A.B., Bohmer, R., Pisano, G. 2003. Learning How and Learning What: Effects of Tacit and Codified Knowledge on Performance Improvement
Following Technology Adoption. Decision Sciences, 34(2): 197-22.
Friedman, M. 1953. Essays in Positive Economics, University of Chicago Press, Chicago, IL Garcia-Perez, A. & Mitra, A. 2007. Tacit knowledge elicitation and measurement in research
organisations: a methodological approach, The Electronic Journal of Knowledge
Management, 5 (4): 373-386.
Godfrey, P. and Hill, C. W. L. 1995. The problem of unobservables in strategic management research. Strategic Management Journal, 16: 519-533.
69
Grant, R. M. 1991. The Resource-Based Theory of Competitive Advantage: Implications for Strategy Formulation, California Management Review, 33(3): 114-135.
Grant, R. M. 1996. Toward a knowledge-based theory of the firm, Strategic Management
Journal 17: 109-122.
Gruenfeld, D. H., E. A. Mannix, K. Y. Williams & M. A. Neale. 1996. Group composition and decision making : How member familiarity and information distribution affect process and performance. Organizational Behavior and Human Decision Processes, 67(1) 1-15.
Hacking, I. 1983. Representing and Intervening. Cambridge University Press, Cambridge, U Harlow H. 2008. The effect of tacit knowledge on firm performance. Journal of Knowledge
Management. 12(1) 148-163.
Herbert, I. 2000. Knowledge is a Noun, Learning is a Verb. Management Accounting (78) 2: 68-7.
Hitt, M.A., Keats, B.W., & DeMarie, S.M. (1998). Navigating in the new competitive
landscape: Building strategic flexibility and competitive advantage in the 21st century.
The Academy of Management Executive, 12(4), 22-42.
Hitt, M.A., Clifford, P. & Coyne, K. (Eds.) 1999. Dynamic Strategic Resources-Development,
Diffusion, and Integration-The Strategic Management Series, Wiley & Sons.
Hofstede, Geert. 2001. Culture's Consequences : Comparing Values, Behaviors, Institutions,
and Organizations across Nations. 2nd ed. Thousand Oaks, CA: Sage Publications.
Hofstede, Geert. 1997. Cultures and Organizations: Software of the Mind. New York: McGraw-Hill.
Hofstede, Geert, & Michael H. Bond. 1988. "The Confucius Connection: From Cultural Roots to Economic Growth." Organizational Dynamics, 16 (4): 4-21.
Iivonen, M. & Huotari, M. L. 2000. The Impact of Trust on the Practise of Knowledge Management. In: Proceedings of the 63rd ASIS Annual Meeting, Chicago, IL. November 12-16: 421-29.
Insch, G.S., McIntyre, N., & Dawley, D. 2008. Tacit knowledge: a refinement and empirical test of the academic tacit knowledge scale, The Journal of Psychology, 142(6): 561- 579.
70
knowledge: the importance of tacit knowledge, the danger of information technology, and what to do about it. International Journal of Information
Management, 21: 3-20.
Jones, E., Dixon, A. L., Chonko, L. B. & and Cannon, J. P. 2005. Key accounts and team selling: a review, framework, and research agenda. Journal of Personal Selling & Sales
Management, 15 (2): 181–198.
Kachigan, S. 1986. Statistical Analysis. New York: Radius Press.
Kogut, B., & Zander, U. 1992. Knowledge of the Firm, combinative capabilities and the replication of technology. Organizational Science, 3: 383–39.
Kogut, B., & U. Zander. 1993. Knowledge of the Firm and the Evolutionary Theory of the Multinational Corporation. Journal of International Business Studies, 24: 625-646. Kogut, B. & Zander, U. 1996. What Firms Do? Coordination, Identity and Learning,
Organizational Science, 7(5); 502-518.
Kramer, R. M., T. R. Tyler (Eds.). 1996. Trust in organizations: Frontiers of theory and
research. Thousand Oaks, CA: Sage Publications.
Kumar, S., & Thondikulam, G. 2006. Knowledge Management in a Collaborative Business Framework. Information Knowledge Systems Management, 5(3): 171-187.
Leong, S. M., Busch, P. S., & John, D. R. 1989. Knowledge Bases and Salesperson Effectiveness: A Script-Theoretic Analysis, Journal of Marketing Research, 26 (2): 164-78.
Linde, C. 2001. Narrative and Social Tacit Knowledge. Journal of Knowledge Management. 5(2): 160-170.
Lippman, S.A., & R.P. Rumelt. 1982. Uncertain Inimitability: An Analysis of Interfirm differences in Efficiency Under Competition. Bell Journal of Economics, 13: 418-438. Lorenzoni, G. and Lipparini, A. 1999. The leveraging of interfirm relationships as a
distinctive organizational capacity: A longitudinal study. Strategic Management
Journal, 20: 317-328.
Mann, M.M., Rudman, R.M., Jenckes, T.A., & McNurlin, B.C. 1991. EPRINET: Leveraging knowledge in the electric utility industry in (Ed) Prusak, L. 1997, Knowledge in
organizations, Butterworth-Heinemann, London: 73-97.
71
Trust, Academy of Management Review, 20(3): 709-737.
McCampbell, A. T., Clare, L. M., & Glitters, S. H. 1999. Knowledge management: The new challenge for the 21st century. Journal of Knowledge Management, 3(3): 172-179. Mohamed, M., Stankosky, M., & Murray, A. 2004. Applying knowledge management
principles to enhance cross-functional team performance. Journal of Knowledge
Management, 8(3), 127-142.
Moon, Mark A., and Gary M. Armstrong. 1994. Selling Teams: A Conceptual Framework and Research Agenda, Journal of Personal Selling & Sales Management, 14(1) (Winter): 17–30.
Nelson R. R., & Winter, S. G. 1982. An Evolutionary Theory of Economic Change Bellknap, Cambridge, MA.
Newell, S., Huang, J.C., Galliers, R., Pan, S.L. 2002. Implementing enterprise resource planning and knowledge management systems in tandem: Fostering efficiency and innovation complementarity, Information and Organization, 13 (1): 25-52.
Nonaka, Ikujiro, Ryoko Toyama, & Philippe Boysiere. 2001. A Theory of Organizational Knowledge Creation: Understanding the Dynamic Process of Creating Knowledge. In
Handbook of Organizational Learning and Knowledge, edited by Meinolf Dierkes,
Ariane Berthoin Antal, John Child and Ikujiro Nonaka. Oxford, UK: Oxford University Press.
Nonaka, Ikujiro, & Hirotaka Takeuchi. 1995. The Knowledge-Creating Company: How
Japanese Companies Create the Dynamics of Innovation. New York, NY: Oxford
University Press.
Nonaka, Ikujiro. 1994. A Dynamic Theory of Organizational Knowledge Creation.
Organization Science 5, no. 1: 14-37.
Nonaka, I. 1998. The Knowledge-Creating Company. Harvard Business Review on