An Instrumental Variable Approach to Dynamic Models

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Abstract/Contents

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.

Description

Type of resource text
Date created July 12, 2021

Creators/Contributors

Author Berry, Steven T.
Author Compiani, Giovanni
Organizer of meeting Santos, Andres
Organizer of meeting Shaikh, Azeem
Organizer of meeting Wolak, Frank

Subjects

Subject economics
Genre Text
Genre Working paper
Genre Grey literature

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Preferred citation

Preferred citation
Berry, S. and Compiani, G. (2021). An Instrumental Variable Approach to Dynamic Models. Stanford Digital Repository. Available at https://purl.stanford.edu/qc912jv1902

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