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Review of Economic Studies Vol. 90 No. 4 2023

An Instrumental Variable Approach to Dynamic Models

Steven T. Berry1; Giovanni Compiani2

1 Yale University , Cowles Foundation and NBER · 2 University of Chicago Booth School of Business

Abstract

We present a new class of methods for identification and inference in dynamic models with serially correlated unobservables, which typically imply that state variables are econometrically endogenous. In the context of Industrial Organization, these state variables often reflect econometrically endogenous market structure. We propose the use of Generalized Instrument Variables methods to identify those dynamic policy functions that are consistent with instrumental variable (IV) restrictions. Extending popular “two-step” methods, these policy functions then identify a set of structural parameters that are consistent with the dynamic model, the IV restrictions and the data. We provide computed illustrations to both single-agent and oligopoly examples. We also present a simple empirical analysis that, among other things, supports the counterfactual study of an environmental policy entailing an increase in sunk costs.

DOI
10.1093/restud/rdac061
Volume
90
Issue
4
Pages
1724-1758
Language
en
Sources
bibtex:phds-export.bib openalex crossref

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