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The Learning Curve of IT Knowledge Workers in a Computing Call Center

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  • Youngsoo Kim

    (School of Information Systems, Singapore Management University, Singapore, 178902)

  • Ramayya Krishnan

    (H. J. Heinz III College, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213)

  • Linda Argote

    (Tepper School of Business, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213)

Abstract

We analyze learning and knowledge transfer in a computing call center. The information technology (IT) technical services provided by call centers are characterized by constant changes in relevant knowledge and a wide variety of support requests. Under this IT problem-solving context, we analyze the learning curve relationship between problem-solving experience and performance enhancement. Based on data collected from a university computing call center consisting of different types of consultants, our empirical findings indicate that (a) the learning effect---as measured by the reduction of average resolution time---occurs with experience, (b) knowledge transfer within a group occurs among lower-level consultants utilizing application-level knowledge (as opposed to technical-level knowledge), and (c) knowledge transfers across IT problem types. These estimates of learning and knowledge transfer contribute to the development of an empirically grounded understanding of IT knowledge workers' learning behavior. The results also have implications for operational decisions about the staffing and problem-solving strategy of call centers.

Suggested Citation

  • Youngsoo Kim & Ramayya Krishnan & Linda Argote, 2012. "The Learning Curve of IT Knowledge Workers in a Computing Call Center," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 887-902, September.
  • Handle: RePEc:inm:orisre:v:23:y:2012:i:3-part-2:p:887-902
    DOI: 10.1287/isre.1110.0401
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    References listed on IDEAS

    as
    1. Amit Das, 2003. "Knowledge and Productivity in Technical Support Work," Management Science, INFORMS, vol. 49(4), pages 416-431, April.
    2. Bruce Kogut & Udo Zander, 1992. "Knowledge of the Firm, Combinative Capabilities, and the Replication of Technology," Organization Science, INFORMS, vol. 3(3), pages 383-397, August.
    3. Janice E. Carrillo & Cheryl Gaimon, 2000. "Improving Manufacturing Performance Through Process Change and Knowledge Creation," Management Science, INFORMS, vol. 46(2), pages 265-288, February.
    4. Darr, Eric D. & Kurtzberg, Terri R., 2000. "An Investigation of Partner Similarity Dimensions on Knowledge Transfer," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 28-44, May.
    5. Kenneth L. Kraemer & Jason Dedrick, 1998. "Globalization and Increasing Returns: Implications for the U.S. Computer Industry," Information Systems Research, INFORMS, vol. 9(4), pages 303-322, December.
    6. Ikujiro Nonaka, 1994. "A Dynamic Theory of Organizational Knowledge Creation," Organization Science, INFORMS, vol. 5(1), pages 14-37, February.
    7. Marshall L. Fisher & Christopher D. Ittner, 1999. "The Impact of Product Variety on Automobile Assembly Operations: Empirical Evidence and Simulation Analysis," Management Science, INFORMS, vol. 45(6), pages 771-786, June.
    8. Argote, Linda & Ingram, Paul, 2000. "Knowledge Transfer: A Basis for Competitive Advantage in Firms," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 150-169, May.
    9. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    10. Eric D. Darr & Linda Argote & Dennis Epple, 1995. "The Acquisition, Transfer, and Depreciation of Knowledge in Service Organizations: Productivity in Franchises," Management Science, INFORMS, vol. 41(11), pages 1750-1762, November.
    11. Szulanski, Gabriel, 2000. "The Process of Knowledge Transfer: A Diachronic Analysis of Stickiness," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 9-27, May.
    12. Diane L. Rulke & Joseph Galaskiewicz, 2000. "Distribution of Knowledge, Group Network Structure, and Group Performance," Management Science, INFORMS, vol. 46(5), pages 612-625, May.
    13. Ray Reagans & Linda Argote & Daria Brooks, 2005. "Individual Experience and Experience Working Together: Predicting Learning Rates from Knowing Who Knows What and Knowing How to Work Together," Management Science, INFORMS, vol. 51(6), pages 869-881, June.
    14. Dennis Epple & Linda Argote & Rukmini Devadas, 1991. "Organizational Learning Curves: A Method for Investigating Intra-Plant Transfer of Knowledge Acquired Through Learning by Doing," Organization Science, INFORMS, vol. 2(1), pages 58-70, February.
    15. Flueckiger, Gerald E, 1976. "Specialization, Learning by Doing and the Optimal Amount of Learning," Economic Inquiry, Western Economic Association International, vol. 14(3), pages 389-409, September.
    16. George P. Huber, 1991. "Organizational Learning: The Contributing Processes and the Literatures," Organization Science, INFORMS, vol. 2(1), pages 88-115, February.
    17. Eric von Hippel, 1998. "Economics of Product Development by Users: The Impact of "Sticky" Local Information," Management Science, INFORMS, vol. 44(5), pages 629-644, May.
    18. Kyle Lewis & Donald Lange & Lynette Gillis, 2005. "Transactive Memory Systems, Learning, and Learning Transfer," Organization Science, INFORMS, vol. 16(6), pages 581-598, December.
    19. Haim Mendelson & Ravindran R. Pillai, 1998. "Clockspeed and Informational Response: Evidence from the Information Technology Industry," Information Systems Research, INFORMS, vol. 9(4), pages 415-433, December.
    20. Noah Gans & Yong-Pin Zhou, 2002. "Managing Learning and Turnover in Employee Staffing," Operations Research, INFORMS, vol. 50(6), pages 991-1006, December.
    21. Edieal J. Pinker & Robert A. Shumsky, 2000. "The Efficiency-Quality Trade-Off of Cross-Trained Workers," Manufacturing & Service Operations Management, INFORMS, vol. 2(1), pages 32-48, July.
    22. Gary P. Pisano, 1994. "Knowledge, Integration, and the Locus of Learning: An Empirical Analysis of Process Development," Strategic Management Journal, Wiley Blackwell, vol. 15(S1), pages 85-100, December.
    23. Michael A. Lapré & Amit Shankar Mukherjee & Luk N. Van Wassenhove, 2000. "Behind the Learning Curve: Linking Learning Activities to Waste Reduction," Management Science, INFORMS, vol. 46(5), pages 597-611, May.
    24. Zeynep Ton & Robert S. Huckman, 2008. "Managing the Impact of Employee Turnover on Performance: The Role of Process Conformance," Organization Science, INFORMS, vol. 19(1), pages 56-68, February.
    25. Itay Gurvich & Mor Armony & Avishai Mandelbaum, 2008. "Service-Level Differentiation in Call Centers with Fully Flexible Servers," Management Science, INFORMS, vol. 54(2), pages 279-294, February.
    26. Udo Zander & Bruce Kogut, 1995. "Knowledge and the Speed of the Transfer and Imitation of Organizational Capabilities: An Empirical Test," Organization Science, INFORMS, vol. 6(1), pages 76-92, February.
    27. Gandal, Neil, 1995. "Competing Compatibility Standards and Network Externalities in the PC Software Market," The Review of Economics and Statistics, MIT Press, vol. 77(4), pages 599-608, November.
    28. Melissa A. Schilling & Patricia Vidal & Robert E. Ployhart & Alexandre Marangoni, 2003. "Learning by Doing Something Else: Variation, Relatedness, and the Learning Curve," Management Science, INFORMS, vol. 49(1), pages 39-56, January.
    29. Zohar Feldman & Avishai Mandelbaum & William A. Massey & Ward Whitt, 2008. "Staffing of Time-Varying Queues to Achieve Time-Stable Performance," Management Science, INFORMS, vol. 54(2), pages 324-338, February.
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