Distributionally robust policy learning with wasserstein distance
D Kido - arXiv preprint arXiv:2205.04637, 2022 - arxiv.org
The effects of treatments are often heterogeneous, depending on the observable
characteristics, and it is necessary to exploit such heterogeneity to devise individualized …
characteristics, and it is necessary to exploit such heterogeneity to devise individualized …
Robust Bayes Treatment Choice with Partial Identification
We study a class of binary treatment choice problems with partial identification, through the
lens of robust (multiple prior) Bayesian analysis. We use a convenient set of prior …
lens of robust (multiple prior) Bayesian analysis. We use a convenient set of prior …
Dynamic Targeting: Experimental Evidence from Energy Rebate Programs
Economic policies often involve dynamic interventions, where individuals receive repeated
interventions over multiple periods. This dynamics makes past responses informative to …
interventions over multiple periods. This dynamics makes past responses informative to …
Individualized Treatment Allocations with Distributional Welfare
Y Cui, S Han - arXiv preprint arXiv:2311.15878, 2023 - arxiv.org
In this paper, we explore optimal treatment allocation policies that target distributional
welfare. Most literature on treatment choice has considered utilitarian welfare based on the …
welfare. Most literature on treatment choice has considered utilitarian welfare based on the …
Improved bounds and inference on optimal regimes
Point identification of causal effects requires strong assumptions that are unreasonable in
many practical settings. However, informative bounds on these effects can often be derived …
many practical settings. However, informative bounds on these effects can often be derived …
Optimal multi‐action treatment allocation: A two‐phase field experiment to boost immigrant naturalization
A Ahrens, A Stampi‐Bombelli, S Kurer… - Journal of Applied …, 2024 - Wiley Online Library
Research underscores the role of naturalization in enhancing immigrants' socio‐economic
integration, yet application rates remain low. We estimate a policy rule for a letter‐based …
integration, yet application rates remain low. We estimate a policy rule for a letter‐based …
Decision Theory for Treatment Choice Problems with Partial Identification
We apply classical statistical decision theory to a large class of treatment choice problems
with partial identification, revealing important theoretical and practical challenges but also …
with partial identification, revealing important theoretical and practical challenges but also …
[PDF][PDF] Pollution Taxes as a Second-Best: Accounting for Multidimensional Firm Heterogeneity in Environmental Regulations
R Song, F Xia, B Zhang - 2022 - aeaweb.org
This paper documents the first-order welfare effects of firm heterogeneity under a
homogeneous emission tax regime. Local and firm-level variations in market power …
homogeneous emission tax regime. Local and firm-level variations in market power …
[PDF][PDF] Who Benefits from College Grant Aid and Why? Evidence from Texas
M Galperin - 2024 - michaelgalperin.github.io
I use rich administrative data and several quasi-experiments in Texas to study which
students benefit most from college grant aid and why. For “extensive-margin” students, grant …
students benefit most from college grant aid and why. For “extensive-margin” students, grant …
[PDF][PDF] From Value Added to Welfare Added: A Social Planner Approach to Education Policy and Statistics
Though ubiquitous in research and practice, mean-based “value-added” measures may not
fully inform policy or welfare considerations when policies have heterogeneous effects …
fully inform policy or welfare considerations when policies have heterogeneous effects …