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Two-Step Estimation of Endogenous and Exogenous Group Effects

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  • Qingyan Shang
  • Lung-fei Lee

Abstract

In this article, we propose a two-step method to identify and estimate endogenous and exogenous social interactions in the Manski (1993) and Brock and Durlauf's (2001a,b) discrete choice model with unobserved group variables. Taking advantage of social groups with large group sizes, we first estimate a probit model with group fixed-effects, and then use the instrumental variables method to estimate endogenous and exogenous group effects via the group fixed-effect estimates. Our method is computationally simple. The method is applicable not only to the case of single equilibrium but also the multiple equilibria case without the need to specify an (arbitrary) equilibrium selection mechanism. The article provides a Monte Carlo study on the finite sample performance of such estimators.

Suggested Citation

  • Qingyan Shang & Lung-fei Lee, 2011. "Two-Step Estimation of Endogenous and Exogenous Group Effects," Econometric Reviews, Taylor & Francis Journals, vol. 30(2), pages 173-207.
    • Handle: RePEc:taf:emetrv:v:30:y:2011:i:2:p:173-207
    DOI: 10.1080/07474938.2011.534039
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    References listed on IDEAS

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    Cited by:

    1. Qingyan Shang, 2014. "Endogenous neighborhood effects on welfare participation," Empirical Economics, Springer, vol. 47(2), pages 639-667, September.
    2. Michael P. Leung, 2019. "Inference in Models of Discrete Choice with Social Interactions Using Network Data," Papers 1911.07106, arXiv.org.
    3. Leung, Michael P., 2015. "Two-step estimation of network-formation models with incomplete information," Journal of Econometrics, Elsevier, vol. 188(1), pages 182-195.

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