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Analytic models in strategy, organizations, and management research: A guide for consumers

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  • Douglas P. Hannah
  • Ron Tidhar
  • Kathleen M. Eisenhardt

Abstract

Research summary Analytic models are a powerful approach for developing theory, yet are often poorly understood in the strategy and organizations community. Our goal is to enhance the influence of the method by clarifying for consumers of modeling research how to understand and appreciate analytic modeling and use modeling results to enhance their own research. Our primary contribution is a guide for reading analytic models. Using comparisons with other methods and exemplar analytic models, we explore key features as well as counterintuitive aspects and common misconceptions. We also add by illuminating strengths and weaknesses of analytic modeling relative to other theory‐building methods. Finally, we identify under‐exploited opportunities for pairing analytic models with complementary methods. Overall, our aim is enhancing the influence of analytic modeling by better‐informing consumers. Managerial summary In this paper, we explore the use of analytic (mathematical) models for developing strategy and organizations theory. Analytic modeling is common in related fields like economics but is often poorly understood among the broader of strategy and organizations community. Whereas existing resources on analytic modeling are geared towards modelers, our aim is to enhance understanding and appreciation of the method among potential consumers of modeling research. We offer three specific contributions in this regard. The first is a guide for reading analytic models, including key features, counterintuitive aspects, and common misconceptions. Second, we clarify the strengths and weaknesses of analytic modeling relative to other theory‐building methods. Finally, we discuss promising opportunities for pairing methods.

Suggested Citation

  • Douglas P. Hannah & Ron Tidhar & Kathleen M. Eisenhardt, 2021. "Analytic models in strategy, organizations, and management research: A guide for consumers," Strategic Management Journal, Wiley Blackwell, vol. 42(2), pages 329-360, February.
  • Handle: RePEc:bla:stratm:v:42:y:2021:i:2:p:329-360
    DOI: 10.1002/smj.3223
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    as
    1. Glenn MacDonald & Michael D. Ryall, 2004. "How Do Value Creation and Competition Determine Whether a Firm Appropriates Value?," Management Science, INFORMS, vol. 50(10), pages 1319-1333, October.
    2. Arkadiy V. Sakhartov & Timothy B. Folta, 2014. "Resource relatedness, redeployability, and firm value," Strategic Management Journal, Wiley Blackwell, vol. 35(12), pages 1781-1797, December.
    3. Marvin B. Lieberman & Gwendolyn K. Lee & Timothy B. Folta, 2017. "Entry, exit, and the potential for resource redeployment," Strategic Management Journal, Wiley Blackwell, vol. 38(3), pages 526-544, March.
    4. David Gaddis Ross, 2012. "On Evaluation Costs in Strategic Factor Markets: The Implications for Competition and Organizational Design," Management Science, INFORMS, vol. 58(4), pages 791-804, April.
    5. Gary Dushnitsky, 2010. "Entrepreneurial Optimism in the Market for Technological Inventions," Organization Science, INFORMS, vol. 21(1), pages 150-167, February.
    6. Richard Makadok & David Gaddis Ross, 2018. "Losing by winning: The danger zone of adverse competitor replacement," Strategic Management Journal, Wiley Blackwell, vol. 39(7), pages 1990-2013, July.
    7. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    8. Debreu, Gerard, 1991. "The Mathematization of Economic Theory," American Economic Review, American Economic Association, vol. 81(1), pages 1-7, March.
    9. Baldwin, Carliss & Hienerth, Christoph & von Hippel, Eric, 2006. "How user innovations become commercial products: A theoretical investigation and case study," Research Policy, Elsevier, vol. 35(9), pages 1291-1313, November.
    10. Constance E. Helfat & Kathleen M. Eisenhardt, 2004. "Inter‐temporal economies of scope, organizational modularity, and the dynamics of diversification," Strategic Management Journal, Wiley Blackwell, vol. 25(13), pages 1217-1232, December.
    11. Alfonso Gambardella & Claudio Panico & Giovanni Valentini, 2015. "Strategic incentives to human capital," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 37-52, January.
    12. Pankaj Ghemawat & Bruno Cassiman, 2007. "Introduction to the Special Issue on Strategic Dynamics," Management Science, INFORMS, vol. 53(4), pages 529-536, April.
    13. Giovanni Gavetti & Anoop Menon, 2016. "Evolution Cum Agency: Toward a Model of Strategic Foresight," Strategy Science, INFORMS, vol. 1(3), pages 207-233, September.
    14. Arkadiy V. Sakhartov, 2018. "Stock market undervaluation of resource redeployability," Strategic Management Journal, Wiley Blackwell, vol. 39(4), pages 1059-1082, April.
    15. Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
    16. Jens Schmidt & Richard Makadok & Thomas Keil, 2016. "Customer-specific synergies and market convergence," Strategic Management Journal, Wiley Blackwell, vol. 37(9), pages 2003-2007, September.
    17. Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, December.
    18. Daniel A. Levinthal & Brian Wu, 2010. "Opportunity costs and non‐scale free capabilities: profit maximization, corporate scope, and profit margins," Strategic Management Journal, Wiley Blackwell, vol. 31(7), pages 780-801, July.
    19. Gonçalo Pacheco‐de‐Almeida & Peter B. Zemsky, 2012. "Some like it free: Innovators' Strategic use of Disclosure to slow down Competition," Strategic Management Journal, Wiley Blackwell, vol. 33(7), pages 773-793, July.
    20. Stokes, Susan C., 2005. "Perverse Accountability: A Formal Model of Machine Politics with Evidence from Argentina," American Political Science Review, Cambridge University Press, vol. 99(3), pages 315-325, August.
    21. Gonçalo Pacheco de Almeida & Peter Zemsky, 2012. "Some Like It Free: Innovators Strategic Use of Disclosure to Slow Down Competition," Post-Print hal-00854004, HAL.
    22. David Gaddis Ross, 2014. "An Agency Theory of the Division of Managerial Labor," Organization Science, INFORMS, vol. 25(2), pages 494-508, April.
    23. Sendil K. Ethiraj, 2007. "Allocation of inventive effort in complex product systems," Strategic Management Journal, Wiley Blackwell, vol. 28(6), pages 563-584, June.
    24. Thorbjørn Knudsen & Daniel A. Levinthal & Phanish Puranam, 2019. "Editorial: A Model Is a Model," Strategy Science, INFORMS, vol. 4(1), pages 1-3, March.
    25. Cynthia A. Montgomery & Birger Wernerfelt & Srinivasan Balakrishnan, 1989. "Strategy content and the research process: A critique and commentary," Strategic Management Journal, Wiley Blackwell, vol. 10(2), pages 189-197, March.
    26. Giovanni. Gavetti & Daniel A. Levinthal, 2004. "50th Anniversay Article: The Strategy Field from the Perspective of Management Science: Divergent Strands and Possible Integration," Management Science, INFORMS, vol. 50(10), pages 1309-1318, October.
    27. Heather Berry & Aseem Kaul, 2015. "Global Sourcing and Foreign Knowledge Seeking," Management Science, INFORMS, vol. 61(5), pages 1052-1071, May.
    28. Aseem Kaul & Jiao Luo, 2018. "An economic case for CSR: The comparative efficiency of for‐profit firms in meeting consumer demand for social goods," Strategic Management Journal, Wiley Blackwell, vol. 39(6), pages 1650-1677, June.
    29. Olivier Chatain, 2014. "How do strategic factor markets respond to rivalry in the product market?," Strategic Management Journal, Wiley Blackwell, vol. 35(13), pages 1952-1971, December.
    30. Andrei Hagiu & Julian Wright, 2015. "Marketplace or Reseller?," Management Science, INFORMS, vol. 61(1), pages 184-203, January.
    31. Jerker Denrell & Chengwei Liu & Gaël Mens, 2017. "When More Selection Is Worse," Strategy Science, INFORMS, vol. 2(1), pages 39-63, March.
    32. Tomasz Obloj & Peter Zemsky, 2015. "Value creation and value capture under moral hazard: Exploring the micro-foundations of buyer– supplier relationships," Strategic Management Journal, Wiley Blackwell, vol. 36(8), pages 1146-1163, August.
    33. Richard Makadok & Richard Burton & Jay Barney, 2018. "A practical guide for making theory contributions in strategic management," Strategic Management Journal, Wiley Blackwell, vol. 39(6), pages 1530-1545, June.
    34. Ron Tidhar & Kathleen M. Eisenhardt, 2020. "Get rich or die trying… finding revenue model fit using machine learning and multiple cases," Strategic Management Journal, Wiley Blackwell, vol. 41(7), pages 1245-1273, July.
    35. Ramon Casadesus-Masanell & David B. Yoffie, 2007. "Wintel: Cooperation and Conflict," Management Science, INFORMS, vol. 53(4), pages 584-598, April.
    36. Juan Alcácer & Cristian Dezső & Minyuan Zhao, 2015. "Location choices under strategic interactions," Strategic Management Journal, Wiley Blackwell, vol. 36(2), pages 197-215, February.
    37. Constance E. Helfat & Margaret A. Peteraf, 2015. "Managerial cognitive capabilities and the microfoundations of dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 36(6), pages 831-850, June.
    38. Claudio Panico, 2017. "Strategic interaction in alliances," Strategic Management Journal, Wiley Blackwell, vol. 38(8), pages 1646-1667, August.
    39. Steven Postrel, 1991. "Burning your britches behind you: Can policy scholars bank on game theory?," Strategic Management Journal, Wiley Blackwell, vol. 12(S2), pages 153-155, December.
    40. Thomas Hellmann, 2007. "When Do Employees Become Entrepreneurs?," Management Science, INFORMS, vol. 53(6), pages 919-933, June.
    41. Phanish Puranam & Murali Swamy, 2016. "How Initial Representations Shape Coupled Learning Processes," Organization Science, INFORMS, vol. 27(2), pages 323-335, April.
    42. David P. Baron, 2018. "Disruptive Entrepreneurship and Dual Purpose Strategies: The Case of Uber," Strategy Science, INFORMS, vol. 3(2), pages 439-462, June.
    43. Rodolphe Durand & Robert M. Grant & Tammy L. Madsen & Joshua Gans & Michael D. Ryall, 2017. "Value capture theory: A strategic management review," Strategic Management Journal, Wiley Blackwell, vol. 38(1), pages 17-41, January.
    44. Victor M. Bennett & Daniel A. Levinthal, 2017. "Firm Lifecycles: Linking Employee Incentives and Firm Growth Dynamics," Strategic Management Journal, Wiley Blackwell, vol. 38(10), pages 2005-2018, October.
    45. Jens Schmidt & Richard Makadok & Thomas Keil, 2016. "Customer-specific synergies and market convergence," Strategic Management Journal, Wiley Blackwell, vol. 37(5), pages 870-895, May.
    46. Tat Chan & Jack A. Nickerson & Hideo Owan, 2007. "Strategic Management of R& D Pipelines with Cospecialized Investments and Technology Markets," Management Science, INFORMS, vol. 53(4), pages 667-682, April.
    47. Christian Geisler Asmussen & Andrea Fosfuri, 2019. "Orchestrating corporate social responsibility in the multinational enterprise," Strategic Management Journal, Wiley Blackwell, vol. 40(6), pages 894-916, June.
    48. Heston, Steven L, 1993. "A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options," Review of Financial Studies, Society for Financial Studies, vol. 6(2), pages 327-343.
    49. S. G. Kou & Hui Wang, 2004. "Option Pricing Under a Double Exponential Jump Diffusion Model," Management Science, INFORMS, vol. 50(9), pages 1178-1192, September.
    50. Douglas P. Hannah & Kathleen M. Eisenhardt, 2018. "How firms navigate cooperation and competition in nascent ecosystems," Strategic Management Journal, Wiley Blackwell, vol. 39(12), pages 3163-3192, December.
    51. Richard Makadok, 2003. "Doing the right thing and knowing the right thing to do: why the whole is greater than the sum of the parts," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 1043-1055, October.
    52. David Gaddis Ross, 2018. "Using cooperative game theory to contribute to strategy research," Strategic Management Journal, Wiley Blackwell, vol. 39(11), pages 2859-2876, November.
    53. Glenn MacDonald & Michael Ryall, 2018. "Do new entrants sustain, destroy, or create guaranteed profitability?," Strategic Management Journal, Wiley Blackwell, vol. 39(6), pages 1630-1649, June.
    54. Anoop Menon, 2018. "Bringing cognition into strategic interactions: Strategic mental models and open questions," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 168-192, January.
    55. Brian Wu & Zhixi Wan & Daniel A. Levinthal, 2014. "Complementary assets as pipes and prisms: Innovation incentives and trajectory choices," Strategic Management Journal, Wiley Blackwell, vol. 35(9), pages 1257-1278, September.
    56. Gonçalo Pacheco-De-Almeida & Peter B. Zemsky, 2012. "Some like it free: Innovators' Strategic use of Disclosure to slow down Competition," Post-Print hal-00696877, HAL.
    57. Olivier Chatain & Peter Zemsky, 2007. "The Horizontal Scope of the Firm: Organizational Tradeoffs vs. Buyer-Supplier Relationships," Management Science, INFORMS, vol. 53(4), pages 550-565, April.
    58. Colin F. Camerer, 1991. "Does strategy research need game theory?," Strategic Management Journal, Wiley Blackwell, vol. 12(S2), pages 137-152, December.
    59. Steven A. Lippman & Richard P. Rumelt, 2003. "A bargaining perspective on resource advantage," Strategic Management Journal, Wiley Blackwell, vol. 24(11), pages 1069-1086, November.
    60. Jiao Luo & Aseem Kaul & Haram Seo, 2018. "Winning us with trifles: Adverse selection in the use of philanthropy as insurance," Strategic Management Journal, Wiley Blackwell, vol. 39(10), pages 2591-2617, October.
    61. Anatol Rapoport, 1998. "Decision Theory and Decision Behaviour," Palgrave Macmillan Books, Palgrave Macmillan, edition 0, number 978-0-230-37776-9.
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