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Causal Interpretation of Structural IV Estimands

Author

Listed:
  • Isaiah Andrews
  • Nano Barahona
  • Matthew Gentzkow
  • Ashesh Rambachan
  • Jesse M. Shapiro

Abstract

We study the causal interpretation of instrumental variables (IV) estimands of nonlinear, multivariate structural models with respect to rich forms of model misspecification. We focus on guaranteeing that the researcher's estimator is sharp zero consistent, meaning that the researcher concludes that the endogenous variable has no causal effect on the outcome whenever this is actually the case. Sharp zero consistency generally requires the researcher's estimator to satisfy a condition that we call strong exclusion. When a researcher has access to excluded, exogenous variables, strong exclusion can often be achieved by appropriate choice of estimator and instruments. Failure of strong exclusion can lead to large bias in estimates of causal effects in realistic situations. Our results cover many settings of interest including models of differentiated goods demand with endogenous prices and models of production with endogenous inputs.

Suggested Citation

  • Isaiah Andrews & Nano Barahona & Matthew Gentzkow & Ashesh Rambachan & Jesse M. Shapiro, 2023. "Causal Interpretation of Structural IV Estimands," NBER Working Papers 31799, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:31799
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    Cited by:

    1. Cody Cook & Pearl Z. Li & Ariel J. Binder, 2023. "Where to Build Affordable Housing? Evaluating the Tradeoffs of Location," Working Papers 23-62, Center for Economic Studies, U.S. Census Bureau.

    More about this item

    JEL classification:

    • C36 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Instrumental Variables (IV) Estimation
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets

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