Identification of Counterfactuals and Payoffs in Dynamic Discrete Choice with an Application to Land Use

作者: Paul Scott , Edouardo Souza-Rodrigues , Myrtho Kalouptsidi

DOI:

关键词: Discrete choiceState variableEconomicsNonparametric statisticsStochastic gameLand useAgricultural landEconometricsFinancial economicsCounterfactual conditionalCounterfactual thinking

摘要: Dynamic discrete choice models are non-parametrically not identified without restrictions on payoff functions, yet counterfactuals may be even when payoffs not. We provide necessary and sufficient conditions for the identification of a wide range with nonparametric payoffs, as well commonly used parametric we obtain both positive negative results. show that access to extra data asset resale prices (when applicable) can solve non-identifiability counterfactuals. The theoretical findings illustrated empirically in context agricultural land use. First, results unobserved market-level state variables. Then, using unique spatial dataset use choices prices, estimate model investigate two policy counterfactuals: long run elasticity (identified) fertilizer tax (not identified, affected dramatically by restrictions).

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