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Structural Causal Modeling of Managerial Interventions: What If Managers Had Not Intervened by Doing This?

Author

Listed:
  • Gwendolyn K. Lee

    (Warrington College of Business, University of Florida, Gainesville, Florida 32611)

  • Rich Bettis

    (Kenan-Flagler Business School, University of North Carolina, Chapel Hill, North Carolina 27599)

Abstract

Establishing causality beyond association, influence, or correlation is key to informed managerial decisions and interventions. What-if questions such as “What will happen to firm performance if managers intervene by doing this?” and “What if managers had not done this?” can now be formulated and answered by using the tools of structural causal modeling (SCM). SCM tools contribute a systematic methodology for designing and evaluating managerial interventions. Powered by SCM, researchers can increase the precision in theorizing mechanisms and develop the research designs that facilitate causal identification. As a demonstration of how to apply SCM for advancing theory and research design in strategic management, we study why and how the effect of governance mode on firm performance is transmitted through a reduction in the deviation of managerial decision from theory-based prescription. For example, managers may switch to a governance mode that is consistent with the governance mode prescribed according to transaction cost economics (TCE). The insights arising from SCM inform whether switching governance mode for the purpose of aligning with TCE prescription will improve performance, and, if yes, by how much. Beyond TCE, we point to theory-based prescriptions in strategic management that could benefit from using SCM to probe what-if questions.

Suggested Citation

  • Gwendolyn K. Lee & Rich Bettis, 2023. "Structural Causal Modeling of Managerial Interventions: What If Managers Had Not Intervened by Doing This?," Strategy Science, INFORMS, vol. 8(1), pages 24-43, March.
    • Handle: RePEc:inm:orstsc:v:8:y:2023:i:1:p:24-43
    DOI: 10.1287/stsc.2022.0169
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    References listed on IDEAS

    as
    1. Rodolphe Durand & Eero Vaara, 2009. "Causation, counterfactuals, and competitive advantage," Strategic Management Journal, Wiley Blackwell, vol. 30(12), pages 1245-1264, December.
    2. Kyle J. Mayer & Jack A. Nickerson, 2005. "Antecedents and Performance Implications of Contracting for Knowledge Workers: Evidence from Information Technology Services," Organization Science, INFORMS, vol. 16(3), pages 225-242, June.
    3. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    4. Nicholas Argyres & Lyda Bigelow, 2007. "Does Transaction Misalignment Matter for Firm Survival at All Stages of the Industry Life Cycle?," Management Science, INFORMS, vol. 53(8), pages 1332-1344, August.
    5. Vikas A. Aggarwal & Brian Wu, 2015. "Organizational Constraints to Adaptation: Intrafirm Asymmetry in the Locus of Coordination," Organization Science, INFORMS, vol. 26(1), pages 218-238, February.
    6. Imai, Kosuke & Keele, Luke & Tingley, Dustin & Yamamoto, Teppei, 2011. "Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies," American Political Science Review, Cambridge University Press, vol. 105(4), pages 765-789, November.
    7. Florian Ellsaesser & Eric W. K. Tsang & Jochen Runde, 2014. "Models of causal inference: Imperfect but applicable is better than perfect but inapplicable," Strategic Management Journal, Wiley Blackwell, vol. 35(10), pages 1541-1551, October.
    8. Sharon Novak & Scott Stern, 2008. "How Does Outsourcing Affect Performance Dynamics? Evidence from the Automobile Industry," Management Science, INFORMS, vol. 54(12), pages 1963-1979, December.
    9. Rodolphe Durand & Eero Vaara, 2009. "Causation, counterfactuals, and competitive advantage," Post-Print hal-00457799, HAL.
    10. Nicholas S. Argyres & Todd R. Zenger, 2012. "Capabilities, Transaction Costs, and Firm Boundaries," Organization Science, INFORMS, vol. 23(6), pages 1643-1657, December.
    11. Masten, Scott E & Meehan, James W, Jr & Snyder, Edward A, 1991. "The Costs of Organization," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 7(1), pages 1-25, Spring.
    12. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    13. Sean M. Handley, 2017. "How Governance Misalignment and Outsourcing Capability Impact Performance," Production and Operations Management, Production and Operations Management Society, vol. 26(1), pages 134-155, January.
    14. J. Myles Shaver, 1998. "Accounting for Endogeneity When Assessing Strategy Performance: Does Entry Mode Choice Affect FDI Survival?," Management Science, INFORMS, vol. 44(4), pages 571-585, April.
    15. Richard A. Bettis & Constance E. Helfat & J. Myles Shaver & Sungyong Chang & Bruce Kogut & Jae-Suk Yang, 2016. "Global diversification discount and its discontents: A bit of self-selection makes a world of difference," Strategic Management Journal, Wiley Blackwell, vol. 37(11), pages 2254-2274, November.
    16. Renáta Kosová & Francine Lafontaine & Rozenn Perrigot, 2013. "Organizational Form and Performance: Evidence from the Hotel Industry," The Review of Economics and Statistics, MIT Press, vol. 95(4), pages 1303-1323, October.
    17. Rodolphe Durand & Eero Vaara, 2009. "Causation, counterfactuals and competitive advantage," Post-Print hal-02312531, HAL.
    18. Brian S. Silverman & Jack A. Nickerson & John Freeman, 1997. "Profitability, Transactional Alignment, And Organizational Mortality In The U.S. Trucking Industry," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 31-52, July.
    19. Dongil D. Keum & Kelly E. See, 2017. "The Influence of Hierarchy on Idea Generation and Selection in the Innovation Process," Organization Science, INFORMS, vol. 28(4), pages 653-669, August.
    20. Jeff Ackermann, 2019. "The Effect of Franchising on Store Performance: Evidence from an Ownership Change," Management Science, INFORMS, vol. 65(11), pages 5188-5196, November.
    21. Nicholas Argyres & Luis A. Rios & Brian S. Silverman, 2020. "Organizational change and the dynamics of innovation: Formal R&D structure and intrafirm inventor networks," Strategic Management Journal, Wiley Blackwell, vol. 41(11), pages 2015-2049, November.
    22. Sea‐Jin Chang & Jaiho Chung & Jon Jungbien Moon, 2013. "When do wholly owned subsidiaries perform better than joint ventures?," Strategic Management Journal, Wiley Blackwell, vol. 34(3), pages 317-337, March.
    23. Gabriel Natividad & Evan Rawley, 2016. "Interdependence and Performance: A Natural Experiment in Firm Scope," Strategy Science, INFORMS, vol. 1(1), pages 12-31, March.
    24. Frédéric Dalsace & Michael J. Leiblein & Jeffrey J. Reuer, 2002. "Do make or buy decisions matter? The influence of organizational governance on technological performance," Post-Print hal-00457649, HAL.
    25. Jackson Nickerson & Nicholas Argyres, 2018. "Strategizing Before Strategic Decision Making," Strategy Science, INFORMS, vol. 3(4), pages 592-605, December.
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