Concept

Average treatment effect

OpenAlex ID: C89337504

Difference-in-Differences with multiple time periods

2020 · Brantly Callaway, Pedro H.C. Sant’Anna · Journal of Econometrics · 9,343

Some Practical Guidance for the Implementation of Propensity Score Matching

2008 · Marco Caliendo, Sabine Kopeinig · Journal of Economic Surveys · 6,186

Estimating dynamic treatment effects in event studies with heterogeneous treatment effects

2020 · Liyang Sun, Sarah Abraham · Journal of Econometrics · 5,756

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Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group

1998 · Ralph B. D’Agostino · Statistics in Medicine · 5,290

Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects

2020 · Clément de Chaisemartin, Xavier D’Haultfœuille · American Economic Review · 5,025

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Propensity Score-Matching Methods for Nonexperimental Causal Studies

2002 · Rajeev H. Dehejia, Sadek Wahba · The Review of Economics and Statistics · 4,778

Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies

2015 · Peter C. Austin, Elizabeth A. Stuart · Statistics in Medicine · 4,506

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Does matching overcome LaLonde's critique of nonexperimental estimators?

2004 · Jeffrey A. Smith, Petra E. Todd · Journal of Econometrics · 3,177

Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review

2004 · Guido W. Imbens · The Review of Economics and Statistics · 2,953

Identification and Estimation of Local Average Treatment Effects

1995 · Joshua Angrist, Guido Imbens · National Bureau of Economic Research · 2,898

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Large Sample Properties of Matching Estimators for Average Treatment Effects

2005 · Alberto Abadie, Guido W. Imbens · Econometrica · 2,776

Revisiting Event Study Designs

2016 · Kirill Borusyak, Xavier Jaravel, et al. · The Review of Economic Studies · 2,772

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Estimation of Average Treatment Effects Based on Propensity Scores

2002 · Sascha O. Becker, Andrea Ichino · The Stata Journal Promoting communications on statistics and Stata · 2,723

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Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score

2003 · Keisuke Hirano, Guido W. Imbens, et al. · Econometrica · 2,527

Causal Effects in Nonexperimental Studies: Reevaluating the Evaluation of Training Programs

1999 · Rajeev H. Dehejia, Sadek Wahba · Journal of the American Statistical Association · 2,523

Characterizing Selection Bias Using Experimental Data

1998 · James Heckman, Hidehiko Ichimura, et al. · Econometrica · 2,266

Semiparametric Difference-in-Differences Estimators

2004 · Alberto Abadie · The Review of Economic Studies · 2,259

The role of the propensity score in estimating dose-response functions

2000 · G. Imbens · Biometrika · 1,747

Randomized experiments from non-random selection in U.S. House elections

2007 · David S. Lee · Journal of Econometrics · 1,685

Why Propensity Scores Should Not Be Used for Matching

2019 · Gary King, Richard Nielsen · Political Analysis · 1,677

Stratification and weighting via the propensity score in estimation of causal treatment effects: a comparative study

2004 · Jared K. Lunceford, Marie Davidian · Statistics in Medicine · 1,652

Propensity Score Matching in Accounting Research

2016 · Jonathan E. Shipman, Quinn Thomas Swanquist, et al. · The Accounting Review · 1,628

A tutorial on propensity score estimation for multiple treatments using generalized boosted models

2013 · Daniel F. McCaffrey, Beth Ann Griffin, et al. · Statistics in Medicine · 1,443

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The use of propensity score methods with survival or time‐to‐event outcomes: reporting measures of effect similar to those used in randomized experiments

2013 · Peter C. Austin · Statistics in Medicine · 1,420

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Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects

2009 · DAVID S. LEE · The Review of Economic Studies · 1,408

Works count: 7,105

Citation count: 165,500