The paper derives rate-sharp regret bounds showing how estimate precision affects policy performance with latent traits and provides a sufficient condition for minimax-optimal data collection plans balancing measurement accuracy and sample size.
How to run surveys: A guide to creating your own identifying variation and revealing the invisible.Annual Review of Economics, 15(Volume 15, 2023):205–234
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Better Measurement or Larger Samples? Data Collection for Policy Learning with Unobserved Heterogeneity
The paper derives rate-sharp regret bounds showing how estimate precision affects policy performance with latent traits and provides a sufficient condition for minimax-optimal data collection plans balancing measurement accuracy and sample size.