causal inference 1consumer welfare 1elasticity estimation 1nonseparable models 1panel data 1structural estimation 1
From the 1 of 12 linked papers with an AI index.
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stat.ML2025
Welfare Analysis in Dynamic Models
Victor Chernozhukov, Whitney Newey, Vira Semenova
This paper introduces metrics for welfare analysis in dynamic models. We develop estimation and inference for these parameters even in the presence of a high-dimensional state spac…
stat.ML2024
Double/Debiased Machine Learning for Treatment and Causal Parameters
Victor Chernozhukov, Denis Chetverikov, Mert Demirer +4
Most modern supervised statistical/machine learning (ML) methods are explicitly designed to solve prediction problems very well. Achieving this goal does not imply that these metho…