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Let the Data Speak? On the Importance of Theory-Based Instrumental Variable Estimations

Author

Listed:
  • Volker Grossmann
  • Aderonke Osikominu

Abstract

In absence of randomized controlled experiments, identification is often aimed via instrumental variable (IV) strategies, typically two-stage least squares estimations. According to Bayes’ rule, however, under a low ex ante probability that a hypothesis is true (e.g. that an excluded instrument is partially correlated with an endogenous regressor), the interpretation of the estimation results may be fundamentally flawed. This paper argues that rigorous theoretical reasoning is key to design credible identification strategies, aforemost finding candidates for valid instruments. We discuss prominent IV analyses from the macro-development literature to illustrate the potential benefit of structurally derived IV approaches.

Suggested Citation

  • Volker Grossmann & Aderonke Osikominu, 2019. "Let the Data Speak? On the Importance of Theory-Based Instrumental Variable Estimations," CESifo Working Paper Series 7469, CESifo.
  • Handle: RePEc:ces:ceswps:_7469
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    References listed on IDEAS

    as
    1. Ernst Fehr, 2009. "On The Economics and Biology of Trust," Journal of the European Economic Association, MIT Press, vol. 7(2-3), pages 235-266, 04-05.
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    More about this item

    Keywords

    Bayes’ rule; economic development; identification; instrumental variable estimation; macroeconomic theory;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • C36 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Instrumental Variables (IV) Estimation
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development

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