Radius matching on the propensity score with bias adjustment: finite sample behaviour, tuning parameters and software implementation

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

1983 • 26,882 citations

Bootstrap Methods: Another Look at the Jackknife

1979 • 16,552 citations

Density Estimation for Statistics and Data Analysis

2018 • 15,477 citations

Estimating causal effects of treatments in randomized and nonrandomized studies.

1974 • 8,622 citations

Propensity Score-Matching Methods for Nonexperimental Causal Studies

2002 • 4,655 citations

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

1985 • 4,508 citations

Recent Developments in the Econometrics of Program Evaluation

2009 • 4,189 citations

Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference

2007 • 3,864 citations

Matching As An Econometric Evaluation Estimator

1998 • 3,714 citations

The Economics and Econometrics of Active Labor Market Programs

1999 • 3,182 citations

A Generalization of Sampling Without Replacement From a Finite Universe

1952 • 2,954 citations

Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review

2004 • 2,933 citations

Large Sample Properties of Matching Estimators for Average Treatment Effects

2005 • 2,744 citations

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

1999 • 2,378 citations

Characterizing Selection Bias Using Experimental Data

1998 • 2,356 citations

Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score

2003 • 2,234 citations

Genetic Matching for Estimating Causal Effects: A General Multivariate Matching Method for Achieving Balance in Observational Studies

2012 • 1,046 citations

Dealing with limited overlap in estimation of average treatment effects

2009 • 853 citations

On the Failure of the Bootstrap for Matching Estimators

2008 • 803 citations

Using Multivariate Matched Sampling and Regression Adjustment to Control Bias in Observational Studies

1979 • 722 citations

Finite-Sample Properties of Propensity-Score Matching and Weighting Estimators

2004 • 392 citations

Estimating Exposure Effects by Modelling the Expectation of Exposure Conditional on Confounders

1992 • 379 citations

LONG-RUN EFFECTS OF PUBLIC SECTOR SPONSORED TRAINING IN WEST GERMANY

2011 • 372 citations

Bootstrap Methods in Econometrics*

2006 • 297 citations

The performance of estimators based on the propensity score

2013 • 294 citations

Model Selection, Confounder Control, and Marginal Structural Models

2004 • 252 citations

Nonparametric IV estimation of local average treatment effects with covariates

2006 • 236 citations

Long-run labour market and health effects of individual sports activities

2009 • 228 citations

Inverse Probability Tilting for Moment Condition Models with Missing Data

2012 • 171 citations

What Did All the Money Do? On the General Ineffectiveness of Recent West German Labour Market Programmes

2008 • 134 citations

New Evidence on the Finite Sample Properties of Propensity Score Matching and Reweighting Estimators

2009 • 130 citations

Active labour market policy in East Germany

2009 • 94 citations

A Caseworker Like Me – Does The Similarity Between The Unemployed and Their Caseworkers Increase Job Placements?

2010 • 78 citations

Unemployed and Their Caseworkers: Should They be Friends or Foes?

2009 • 67 citations

Does leaving welfare improve health? Evidence for Germany

2010 • 50 citations

Matching estimators and optimal bandwidth choice

2005 • 42 citations

Are Training Programs More Effective When Unemployment is High?

2006 • 39 citations

Identification of Average Treatment Effects in Social Experiments Under Alternative Forms of Attrition

2011 • 35 citations

A comparison of treatment effects estimators using a structural model of AMI treatment choices and severity of illness information from hospital charts

2010 • 26 citations