动态模型的工具变量方法

An Instrumental Variable Approach to Dynamic Models

Review of Economic Studies · 2022
被引 12
人大 A+FT50ABS 4*

中文导读

提出一类新方法,用于处理动态模型中序列相关不可观测变量导致的状态变量内生性问题,通过广义工具变量识别动态政策函数,进而估计结构参数,并应用于单主体和寡头市场分析。

Abstract

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.

动态模型工具变量广义矩估计市场结构