Jinyong Hahn, John Ham, Geert Ridder, Shuyang Sheng
arXiv 6 Apr 2024 · Econometrics · publishedEconomics Letters (2025)
arXiv:2404.04700 · PDF · DOI · OpenAlex · Extracted main text
We study the estimation of treatment effects using samples stratified by treatment status. Standard estimators of the average treatment effect and the local average treatment effect are inconsistent in this setting. We propose consistent estimators and characterize their asymptotic distributions.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Heckman \ Todd (2009) `A note on adapting propensity score matching and selection models to choice based samples', Econometrics Journal 12, S230–S234 | 0.811 | 4 | 2 | 100% |
| 2 | Hausman \ Wise (1981) Stratification on endogenous variables and estimation: The gary income maintenance experiment, in C. Manski \ D. McFadden, eds,… | 0.644 | 2 | 2 | 100% |
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| 4 | Newey (1994) `The asymptotic variance of semiparametric estimators', Econometrica 62(6), 1349–1382 | 0.437 | 8 | 2 | 12% |
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| 6 | Azoulay, Zivin \ Wang (2010) `Superstar extinction', Quarterly Journal of Economics 125(2), 549–589 | 0.405 | 1 | 1 | 100% |
| 7 | Correa, Tian \ Bareinboim (2019) `Identification of causal effects in the presence of selection bias', Proceedings of the AAAI Conference on Artificial Intellige… | 0.405 | 1 | 1 | 100% |
| 8 | Domencich \ McFadden (1975) Urban Travel Demand: A Behavioral Analysis, North-Holland Publishing | 0.405 | 1 | 1 | 100% |
| 9 | Frölich (2007) `Nonparametric iv estimation of local average treatment effects with covariates', Journal of Econometrics 139(1), 35–75 | 0.405 | 1 | 1 | 100% |
| 10 | Hahn (1998) `On the role of the propensity score in efficient semiparametric estimation of average treatment effects', Econometrica 66(2), 315 self | 0.405 | 1 | 1 | 100% |
Showing the top 10 of 19 scored citations.