Does Matching Overcome Lalonde's Critique of Nonexperimental Estimators?

The central role of the propensity score in observational studies for causal effects

Paul R. Rosenbaum, Donald B. Rubin · Biometrika · 1983 · 31K citations · Full text

Public Health, Biostatistics, Causal Inference +16

Sample Selection Bias as a Specification Error

James J. Heckman · Econometrica · 1979 · 28.9K citations

Social Sciences, Economics, Behavioral Economics +16

Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme

James J. Heckman, Hidehiko Ichimura, Petra Todd · The Review of Economic Studies · 1997 · 5.5K citations

Social Sciences, Economics, Econometrics +15

Propensity Score-Matching Methods for Nonexperimental Causal Studies

Rajeev Dehejia, Sadek Wahba · The Review of Economics and Statistics · 2002 · 4.9K citations

Public Health, Biostatistics, Causal Inference +16

Constructing a Control Group Using Multivariate Matched Sampling Methods That Incorporate the Propensity Score

Paul R. Rosenbaum, Donald B. Rubin · The American Statistician · 1985 · 4.8K citations

Public Health, Biostatistics, Psychology +14