IDEAS home Printed from https://ideas.repec.org/a/inm/ororsc/v25y2014i2p356-376.html
   My bibliography  Save this article

A Dynamic Model of Individual and Collective Learning Amid Disruption

Author

Listed:
  • Edward G. Anderson

    (McCombs School of Business, University of Texas at Austin, Austin, Texas 78712)

  • Kyle Lewis

    (McCombs School of Business, University of Texas at Austin, Austin, Texas 78712)

Abstract

Using the methodology of system dynamics, we model the effects of disruptive events on learning and productivity in organizations. We leverage the learning-by-doing and transactive memory system theories to model the underpinnings of learning processes at the collective and individual levels. We simulate the impact of disruptive events on organizational productivity and performance, such as employee turnover, technological innovation, reorganization, and extreme events (such as natural disasters), which disrupt individual knowledge, collective knowledge, or both. Finally, we discuss implications of our findings for future research on organizational learning and productivity. One implication is that representing organizational learning by a single power-law learning curve or even by multiple noninteracting learning curves may be in many cases inadequate. Another is that disruptions to individual learning can be beneficial to organizations in the long run, whereas disruptions to collective learning are detrimental in the short and long run. We discuss the factors that might help organizations mitigate the negative effects of disruption so that learning can occur amid even the most disruptive events.

Suggested Citation

  • Edward G. Anderson & Kyle Lewis, 2014. "A Dynamic Model of Individual and Collective Learning Amid Disruption," Organization Science, INFORMS, vol. 25(2), pages 356-376, April.
  • Handle: RePEc:inm:ororsc:v:25:y:2014:i:2:p:356-376
    DOI: 10.1287/orsc.2013.0854
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/orsc.2013.0854
    Download Restriction: no

    File URL: https://libkey.io/10.1287/orsc.2013.0854?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Mary Tripsas & Giovanni Gavetti, 2000. "Capabilities, cognition, and inertia: evidence from digital imaging," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1147-1161, October.
    2. Raghu Garud & Michael A. Rappa, 1994. "A Socio-Cognitive Model of Technology Evolution: The Case of Cochlear Implants," Organization Science, INFORMS, vol. 5(3), pages 344-362, August.
    3. Wai Fong Boh & Sandra A. Slaughter & J. Alberto Espinosa, 2007. "Learning from Experience in Software Development: A Multilevel Analysis," Management Science, INFORMS, vol. 53(8), pages 1315-1331, August.
    4. Gersick, Connie J. G. & Hackman, J. Richard, 1990. "Habitual routines in task-performing groups," Organizational Behavior and Human Decision Processes, Elsevier, vol. 47(1), pages 65-97, October.
    5. 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.
    6. 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.
    7. 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.
    8. Robert M. Grant, 1996. "Prospering in Dynamically-Competitive Environments: Organizational Capability as Knowledge Integration," Organization Science, INFORMS, vol. 7(4), pages 375-387, August.
    9. 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.
    10. 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.
    11. Ann Majchrzak & Sirkka L. Jarvenpaa & Andrea B. Hollingshead, 2007. "Coordinating Expertise Among Emergent Groups Responding to Disasters," Organization Science, INFORMS, vol. 18(1), pages 147-161, February.
    12. Gary P. Pisano & Richard M.J. Bohmer & Amy C. Edmondson, 2001. "Organizational Differences in Rates of Learning: Evidence from the Adoption of Minimally Invasive Cardiac Surgery," Management Science, INFORMS, vol. 47(6), pages 752-768, June.
    13. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    14. Nelson P. Repenning, 2002. "A Simulation-Based Approach to Understanding the Dynamics of Innovation Implementation," Organization Science, INFORMS, vol. 13(2), pages 109-127, April.
    15. David P. Brandon & Andrea B. Hollingshead, 2004. "Transactive Memory Systems in Organizations: Matching Tasks, Expertise, and People," Organization Science, INFORMS, vol. 15(6), pages 633-644, December.
    16. C. Lanier Benkard, 2000. "Learning and Forgetting: The Dynamics of Aircraft Production," American Economic Review, American Economic Association, vol. 90(4), pages 1034-1054, September.
    17. Rogelio Oliva & John D. Sterman, 2001. "Cutting Corners and Working Overtime: Quality Erosion in the Service Industry," Management Science, INFORMS, vol. 47(7), pages 894-914, July.
    18. John D. Sterman & Nelson P. Repenning & Fred Kofman, 1997. "Unanticipated Side Effects of Successful Quality Programs: Exploring a Paradox of Organizational Improvement," Management Science, INFORMS, vol. 43(4), pages 503-521, April.
    19. Yuqing Ren & Kathleen M. Carley & Linda Argote, 2006. "The Contingent Effects of Transactive Memory: When Is It More Beneficial to Know What Others Know?," Management Science, INFORMS, vol. 52(5), pages 671-682, May.
    20. Linda Argote & Sara L. Beckman & Dennis Epple, 1990. "The Persistence and Transfer of Learning in Industrial Settings," Management Science, INFORMS, vol. 36(2), pages 140-154, February.
    21. Nile W. Hatch & Jeffrey H. Dyer, 2004. "Human capital and learning as a source of sustainable competitive advantage," Strategic Management Journal, Wiley Blackwell, vol. 25(12), pages 1155-1178, December.
    22. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    23. 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.
    24. Theresa K. Lant & Stephen J. Mezias, 1992. "An Organizational Learning Model of Convergence and Reorientation," Organization Science, INFORMS, vol. 3(1), pages 47-71, February.
    25. Paul S. Adler & Barbara Goldoftas & David I. Levine, 1999. "Flexibility Versus Efficiency? A Case Study of Model Changeovers in the Toyota Production System," Organization Science, INFORMS, vol. 10(1), pages 43-68, February.
    26. Linda Argote & Ella Miron-Spektor, 2011. "Organizational Learning: From Experience to Knowledge," Organization Science, INFORMS, vol. 22(5), pages 1123-1137, October.
    27. Kyle Lewis, 2004. "Knowledge and Performance in Knowledge-Worker Teams: A Longitudinal Study of Transactive Memory Systems," Management Science, INFORMS, vol. 50(11), pages 1519-1533, November.
    28. Kyle Lewis & Donald Lange & Lynette Gillis, 2005. "Transactive Memory Systems, Learning, and Learning Transfer," Organization Science, INFORMS, vol. 16(6), pages 581-598, December.
    29. Mary Tripsas, 1997. "Unraveling The Process Of Creative Destruction: Complementary Assets And Incumbent Survival In The Typesetter Industry," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 119-142, July.
    30. Michael D. Cohen & Paul Bacdayan, 1994. "Organizational Routines Are Stored as Procedural Memory: Evidence from a Laboratory Study," Organization Science, INFORMS, vol. 5(4), pages 554-568, November.
    31. Pablo Martin de Holan & Nelson Phillips, 2004. "Remembrance of Things Past? The Dynamics of Organizational Forgetting," Management Science, INFORMS, vol. 50(11), pages 1603-1613, November.
    32. Kyle Lewis & Benjamin Herndon, 2011. "Transactive Memory Systems: Current Issues and Future Research Directions," Organization Science, INFORMS, vol. 22(5), pages 1254-1265, October.
    33. Charles D. Bailey, 1989. "Forgetting and the Learning Curve: A Laboratory Study," Management Science, INFORMS, vol. 35(3), pages 340-352, March.
    34. Tonya Boone & Ram Ganeshan & Robert L. Hicks, 2008. "Learning and Knowledge Depreciation in Professional Services," Management Science, INFORMS, vol. 54(7), pages 1231-1236, July.
    35. Robert S. Huckman & Bradley R. Staats & David M. Upton, 2009. "Team Familiarity, Role Experience, and Performance: Evidence from Indian Software Services," Management Science, INFORMS, vol. 55(1), pages 85-100, January.
    36. Samer Faraj & Lee Sproull, 2000. "Coordinating Expertise in Software Development Teams," Management Science, INFORMS, vol. 46(12), pages 1554-1568, December.
    37. Richard M. Burton & Børge Obel, 2011. "Computational Modeling for What-Is, What-Might-Be, and What-Should-Be Studies---And Triangulation," Organization Science, INFORMS, vol. 22(5), pages 1195-1202, October.
    38. de Holan Pablo Martin & Nelson Phillips, 2004. "Remembrance of things past? : The Dynamics of Organizational Forgetting," Post-Print hal-02312935, HAL.
    39. Moreland, Richard L. & Myaskovsky, Larissa, 2000. "Exploring the Performance Benefits of Group Training: Transactive Memory or Improved Communication?," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 117-133, May.
    40. Fraidin, Samuel N., 2004. "When is one head better than two? Interdependent information in group decision making," Organizational Behavior and Human Decision Processes, Elsevier, vol. 93(2), pages 102-113, March.
    41. Lewis, Kyle & Belliveau, Maura & Herndon, Benjamin & Keller, Joshua, 2007. "Group cognition, membership change, and performance: Investigating the benefits and detriments of collective knowledge," Organizational Behavior and Human Decision Processes, Elsevier, vol. 103(2), pages 159-178, July.
    42. Kathleen Carley, 1992. "Organizational Learning and Personnel Turnover," Organization Science, INFORMS, vol. 3(1), pages 20-46, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bachrach, Daniel G. & Mullins, Ryan, 2019. "A dual-process contingency model of leadership, transactive memory systems and team performance," Journal of Business Research, Elsevier, vol. 96(C), pages 297-308.
    2. Hendrik Wilhelm & Andreas W. Richter & Thorsten Semrau, 2019. "Employee Learning from Failure: A Team-as-Resource Perspective," Organization Science, INFORMS, vol. 30(4), pages 694-714, July.
    3. Vuchkovski, Davor & Zalaznik, Maja & Mitręga, Maciej & Pfajfar, Gregor, 2023. "A look at the future of work: The digital transformation of teams from conventional to virtual," Journal of Business Research, Elsevier, vol. 163(C).
    4. Caputo, Francesco & Magni, Domitilla & Papa, Armando & Corsi, Christian, 2021. "Knowledge hiding in socioeconomic settings: Matching organizational and environmental antecedents," Journal of Business Research, Elsevier, vol. 135(C), pages 19-27.
    5. Newman - Wadesango & Gwangwadza D.C. & Charity Mhaka & Ongayi Wadesango, 2018. "Labour Force Reduction’s Influence on Financial Performance of Manufacturing Companies: A Case Study of Playtime Manufacturers (2011 – 2016)," Acta Universitatis Danubius. OEconomica, Danubius University of Galati, issue 14(5), pages 48-72, OCTOBER.
    6. Raafat Mahmoud Zaini & Oleg V. Pavlov & Khalid Saeed & Michael J. Radzicki & Allen H. Hoffman & Kristen R. Tichenor, 2017. "Let's Talk Change in a University: A Simple Model for Addressing a Complex Agenda," Systems Research and Behavioral Science, Wiley Blackwell, vol. 34(3), pages 250-266, May.
    7. Zorn, Michelle L. & Norman, Patricia M. & Butler, Frank C. & Bhussar, Manjot S., 2017. "Cure or curse: Does downsizing increase the likelihood of bankruptcy?," Journal of Business Research, Elsevier, vol. 76(C), pages 24-33.
    8. Konstantinos C. Kostopoulos & Yiannis Spanos & Klas Eric Soderquist & Gregory Prastacos & Nicholas S. Vonortas, 2019. "Market-, Firm-, and Project-Level Effects on the Innovation Impact of Collaborative R&D Projects," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 10(4), pages 1384-1403, December.
    9. Marlo Raveendran, 2020. "Seeds of change: How current structure shapes the type and timing of reorganizations," Strategic Management Journal, Wiley Blackwell, vol. 41(1), pages 27-54, January.
    10. Wadesango N & Gwangwadza D C & Mhaka C & Wadesango V O, 2018. "The Impact of Labour Force Reduction on the Financial Performance of Manufacturing Companies," Journal of Economics and Behavioral Studies, AMH International, vol. 10(2), pages 20-32.
    11. Vincent de Gooyert, 2019. "Developing dynamic organizational theories; three system dynamics based research strategies," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(2), pages 653-666, March.
    12. Mihaela Stan & Phanish Puranam, 2017. "Organizational adaptation to interdependence shifts: The role of integrator structures," Strategic Management Journal, Wiley Blackwell, vol. 38(5), pages 1041-1061, May.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Linda Argote & Ella Miron-Spektor, 2011. "Organizational Learning: From Experience to Knowledge," Organization Science, INFORMS, vol. 22(5), pages 1123-1137, October.
    2. Linda Argote & Sunkee Lee & Jisoo Park, 2021. "Organizational Learning Processes and Outcomes: Major Findings and Future Research Directions," Management Science, INFORMS, vol. 67(9), pages 5399-5429, September.
    3. Megan Lawrence, 2018. "Taking Stock of the Ability to Change: The Effect of Prior Experience," Organization Science, INFORMS, vol. 29(3), pages 489-506, June.
    4. Linda Argote & Henrich R. Greve, 2007. "A Behavioral Theory of the Firm ---40 Years and Counting: Introduction and Impact," Organization Science, INFORMS, vol. 18(3), pages 337-349, June.
    5. Sheen S. Levine & Michael J. Prietula, 2012. "How Knowledge Transfer Impacts Performance: A Multilevel Model of Benefits and Liabilities," Organization Science, INFORMS, vol. 23(6), pages 1748-1766, December.
    6. Gopesh Anand & John Gray & Enno Siemsen, 2012. "Decay, Shock, and Renewal: Operational Routines and Process Entropy in the Pharmaceutical Industry," Organization Science, INFORMS, vol. 23(6), pages 1700-1716, December.
    7. Robert S. Huckman & Bradley R. Staats, 2008. "Variation in Experience and Team Familiarity: Addressing the Knowledge Acquisition-Application Problem," Harvard Business School Working Papers 09-035, Harvard Business School.
    8. Jonathan R. Clark & Robert S. Huckman & Bradley R. Staats, 2013. "Learning from Customers: Individual and Organizational Effects in Outsourced Radiological Services," Organization Science, INFORMS, vol. 24(5), pages 1539-1557, October.
    9. Anupam Agrawal & Suresh Muthulingam, 2015. "Does Organizational Forgetting Affect Vendor Quality Performance? An Empirical Investigation," Manufacturing & Service Operations Management, INFORMS, vol. 17(3), pages 350-367, July.
    10. Scott F. Rockart & Nilanjana Dutt, 2015. "The rate and potential of capability development trajectories," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 53-75, January.
    11. Jain, Amit, 2023. "How knowledge loss and network-structure jointly determine R&D productivity in the biotechnology industry," Technovation, Elsevier, vol. 119(C).
    12. Linda Argote & Manpreet Hora, 2017. "Organizational Learning and Management of Technology," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 579-590, April.
    13. Robert S. Huckman & Bradley R. Staats, 2011. "Fluid Tasks and Fluid Teams: The Impact of Diversity in Experience and Team Familiarity on Team Performance," Manufacturing & Service Operations Management, INFORMS, vol. 13(3), pages 310-328, July.
    14. Toft-Kehler, Rasmus & Wennberg, Karl & Kim, Phillip H., 2014. "Practice makes perfect: Entrepreneurial-experience curves and venture performance," Journal of Business Venturing, Elsevier, vol. 29(4), pages 453-470.
    15. Fan, Terence & Schwab, Andreas & Geng, Xuesong, 2021. "Habitual entrepreneurship in digital platform ecosystems: A time-contingent model of learning from prior software project experiences," Journal of Business Venturing, Elsevier, vol. 36(5).
    16. Amit Jain & Will Mitchell, 2022. "Specialization as a double‐edged sword: The relationship of scientist specialization with R&D productivity and impact following collaborator change," Strategic Management Journal, Wiley Blackwell, vol. 43(5), pages 986-1024, May.
    17. Kamalini Ramdas & Khaled Saleh & Steven Stern & Haiyan Liu, 2018. "Variety and Experience: Learning and Forgetting in the Use of Surgical Devices," Management Science, INFORMS, vol. 64(6), pages 2590-2608, June.
    18. Kyle Lewis & Benjamin Herndon, 2011. "Transactive Memory Systems: Current Issues and Future Research Directions," Organization Science, INFORMS, vol. 22(5), pages 1254-1265, October.
    19. 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.
    20. Argote, Linda & Fahrenkopf, Erin, 2016. "Knowledge transfer in organizations: The roles of members, tasks, tools, and networks," Organizational Behavior and Human Decision Processes, Elsevier, vol. 136(C), pages 146-159.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:inm:ororsc:v:25:y:2014:i:2:p:356-376. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.