Comparative Effectiveness of Matching Methods for Causal Inference

Causality

2009 • 9,709 citations

Inference and missing data

1976 • 8,904 citations

SOME PRACTICAL GUIDANCE FOR THE IMPLEMENTATION OF PROPENSITY SCORE MATCHING

2008 • 5,414 citations

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

1985 • 4,508 citations

Matching Methods for Causal Inference: A Review and a Look Forward

2010 • 4,388 citations

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

2007 • 3,864 citations

Causal Inference without Balance Checking: Coarsened Exact Matching

2011 • 2,939 citations

Variable Selection for Propensity Score Models

2006 • 1,995 citations

Evaluating the Econometric Evaluations of Training Programs with Experimental Data

1986 • 1,814 citations

A critical appraisal of propensity‐score matching in the medical literature between 1996 and 2003

2007 • 1,169 citations

Misunderstandings Between Experimentalists and Observationalists about Causal Inference

2008 • 858 citations

Dealing with limited overlap in estimation of average treatment effects

2009 • 853 citations

Causal Inference

1988 • 703 citations

Some Methods of Propensity‐Score Matching had Superior Performance to Others: Results of an Empirical Investigation and Monte Carlo simulations

2009 • 698 citations

Comparison of Multivariate Matching Methods: Structures, Distances, and Algorithms

1993 • 609 citations

For objective causal inference, design trumps analysis

2008 • 581 citations

Best Practices in Quasi–Experimental Designs: Matching Methods for Causal Inference

2008 • 296 citations

Foreign Aid Shocks as a Cause of Violent Armed Conflict

2011 • 205 citations

Minimum Distance Matched Sampling With Fine Balance in an Observational Study of Treatment for Ovarian Cancer

2007 • 155 citations

Comment: The Design and Analysis of Gold Standard Randomized Experiments

2008 • 80 citations

Affinely invariant matching methods with discriminant mixtures of proportional ellipsoidally symmetric distributions

2006 • 67 citations