A new method for estimating teacher value-added

M Gilraine, J Gu, R McMillan - 2020 - nber.org
This paper proposes a new methodology for estimating teacher value-added. Rather than
imposing a normality assumption on unobserved teacher quality (as in the standard …

Instrumental variable estimation with first-stage heterogeneity

A Abadie, J Gu, S Shen - Journal of Econometrics, 2024 - Elsevier
We propose a simple data-driven procedure that exploits heterogeneity in the first-stage
correlation between an instrument and an endogenous variable to improve the asymptotic …

Empirical partially Bayes multiple testing and compound decisions

N Ignatiadis, B Sen - arXiv preprint arXiv:2303.02887, 2023 - arxiv.org
We study multiple testing in the normal means problem with estimated variances that are
shrunk through empirical Bayes methods. The situation is asymmetric in that a prior is …

Targeting Policies: Multiple Testing and Distributional Treatment Effects

SF Lehrer, RV Pohl, K Song - 2016 - nber.org
Economic theory often predicts that treatment responses may depend on individuals'
characteristics and location on the outcome distribution. Policymakers need to account for …

Interactive identification of individuals with positive treatment effect while controlling false discoveries

B Duan, L Wasserman, A Ramdas - Journal of Causal Inference, 2024 - degruyter.com
Out of the participants in a randomized experiment with anticipated heterogeneous
treatment effects, is it possible to identify which subjects have a positive treatment effect …

[图书][B] A nonparametric method for estimating teacher value-added

M Gilraine, J Gu, R McMillan - 2021 - economics.utoronto.ca
This paper proposes a computationally feasible nonparametric methodology for estimating
teacher value-added. Our estimator, drawing on Robbins (1956), permits the unobserved …

The human capital approach to inference

WB MacLeod - … Journal of Economics/Revue canadienne d' …, 2017 - Wiley Online Library
The purpose of this essay is to discuss two approaches to inference and how “human
capital” can provide a way to combine them. The first approach, ubiquitous in economics, is …

Multiple testing and the distributional effects of accountability incentives in education

SF Lehrer, RV Pohl, K Song - Journal of Business & Economic …, 2022 - Taylor & Francis
This article proposes bootstrap-based multiple testing procedures for quantile treatment
effect (QTE) heterogeneity under the assumption of selection on observables, and shows its …

Large-Scale Multiple Testing of Composite Null Hypotheses Under Heteroskedasticity

B Gang, T Banerjee - arXiv preprint arXiv:2306.07362, 2023 - arxiv.org
Heteroskedasticity poses several methodological challenges in designing valid and
powerful procedures for simultaneous testing of composite null hypotheses. In particular, the …

[PDF][PDF] Empirical Bayes

N Ignatiadis, B Sen - 2024 - nignatiadis.github.io
Empirical Bayes methods are a set of statistical techniques that borrow ideas from both
frequentist and Bayesian paradigms and typically involve estimation of the prior distribution …