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Economics

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Centre for Human Capital and Productivity. CHCP Working Papers

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2020

Nonseparable heterogeneity

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2020-2 Prices, Profits, Proxies, And Production, Victor H. Aguiar, Roy Allen, Nail Kashaev Jan 2020

2020-2 Prices, Profits, Proxies, And Production, Victor H. Aguiar, Roy Allen, Nail Kashaev

Centre for Human Capital and Productivity. CHCP Working Papers

Abstract This paper studies nonparametric identification and counterfactual bounds for heterogeneous firms that can be ranked in terms of productivity. Our approach works when quantities and prices are latent rendering standard approaches inapplicable. Instead, we require observation of profits or other optimizing-values such as costs or revenues, and either prices or price proxies of flexibly chosen variables. We extend classical duality results for price-taking firms to a setup with discrete heterogeneity, endogeneity, and limited variation in possibly latent prices. Finally, we show that convergence results for nonparametric estimators may be directly converted to convergence results for production sets.