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Sample selection bias and Heckman models in strategic management research

Author

Listed:
  • S. Trevis Certo
  • John R. Busenbark
  • Hyun‐soo Woo
  • Matthew Semadeni

Abstract

Research summary: The use of Heckman models by strategy scholars to resolve sample selection bias has increased by more than 700 percent over the last decade, yet significant inconsistencies exist in how they have applied and interpreted these models. In view of these differences, we explore the drivers of sample selection bias and review how Heckman models alleviate it. We demonstrate three important findings for scholars seeking to use Heckman models: First, the independent variable of interest must be a significant predictor in the first stage of a model for sample selection bias to exist. Second, the significance of lambda alone does not indicate sample selection bias. Finally, Heckman models account for sample‐induced endogeneity, but are not effective when other sources of endogeneity are present. Managerial summary: When nonrandom samples are used to test statistical relationships, sample selection bias can lead researchers to flawed conclusions that can, in turn, negatively impact managerial decision‐making. We examine the use of Heckman models, which were designed to resolve sample selection bias, in strategic management research and highlight conditions when sample selection bias is present as well as when it is not. We also distinguish sample selection bias, a form of omitted variable (OV) bias, from more traditional OV bias, emphasizing that it is possible for models to have sample selection bias, traditional OV bias, or both. Accurately identifying the type(s) of OV bias present is essential to effectively correcting it. We close with several recommendations to improve practice surrounding the use of Heckman models. Copyright © 2015 John Wiley & Sons, Ltd.

Suggested Citation

  • S. Trevis Certo & John R. Busenbark & Hyun‐soo Woo & Matthew Semadeni, 2016. "Sample selection bias and Heckman models in strategic management research," Strategic Management Journal, Wiley Blackwell, vol. 37(13), pages 2639-2657, December.
  • Handle: RePEc:bla:stratm:v:37:y:2016:i:13:p:2639-2657
    DOI: 10.1002/smj.2475
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    References listed on IDEAS

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    1. 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.
    2. Gaia Rubera & Gerard J. Tellis, 2014. "Spinoffs versus buyouts: Profitability of alternate routes for commercializing innovations," Strategic Management Journal, Wiley Blackwell, vol. 35(13), pages 2043-2052, December.
    3. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    4. Heechun Kim & Robert E. Hoskisson & Seung-Hyun Lee, 2015. "Why strategic factor markets matter: “New” multinationals' geographic diversification and firm profitability," Strategic Management Journal, Wiley Blackwell, vol. 36(4), pages 518-536, April.
    5. Sartori, Anne E., 2003. "An Estimator for Some Binary-Outcome Selection Models Without Exclusion Restrictions," Political Analysis, Cambridge University Press, vol. 11(2), pages 111-138, April.
    6. Christopher F Baum, 2006. "An Introduction to Modern Econometrics using Stata," Stata Press books, StataCorp LP, number imeus, March.
    7. Guilhem Bascle, 2008. "Controlling for endogeneity with instrumental variables in strategic management research," Post-Print hal-00576795, HAL.
    8. 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.
    9. J. Scott Long & Jeremy Freese, 2006. "Regression Models for Categorical Dependent Variables using Stata, 2nd Edition," Stata Press books, StataCorp LP, edition 2, number long2, March.
    10. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    11. Sydney Finkelstein & Jerayr Haleblian, 2002. "Understanding Acquisition Performance: The Role of Transfer Effects," Organization Science, INFORMS, vol. 13(1), pages 36-47, February.
    12. Leung, Siu Fai & Yu, Shihti, 1996. "On the choice between sample selection and two-part models," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 197-229.
    13. James J. Heckman, 1976. "Introduction to "Annals of Economic and Social Measurement, Volume 5, number 4"," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, National Bureau of Economic Research, Inc.
    14. Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
    15. Timothy J. Quigley & Donald C. Hambrick, 2012. "When the former ceo stays on as board chair: effects on successor discretion, strategic change, and performance," Strategic Management Journal, Wiley Blackwell, vol. 33(7), pages 834-859, July.
    16. Asli M. Arikan & Laurence Capron, 2010. "Do newly public acquirers benefit or suffer from their pre‐IPO affiliations with underwriters and VCs?," Strategic Management Journal, Wiley Blackwell, vol. 31(12), pages 1257-1289, December.
    17. Guoli Chen, 2015. "Initial compensation of new CEOs hired in turnaround situations," Strategic Management Journal, Wiley Blackwell, vol. 36(12), pages 1895-1917, December.
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