Models for Sample Selection Bias

Sample Selection Bias as a Specification Error

1979 • 27,564 citations

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

1983 • 26,882 citations

Statistical Analysis With Missing Data

1989 • 18,117 citations

Limited-dependent and qualitative variables in econometrics

1983 • 13,615 citations

The Statistical Analysis of Failure Time Data.

1981 • 10,224 citations

Estimation of Relationships for Limited Dependent Variables

1958 • 6,642 citations

Statistics and Causal Inference

1986 • 4,803 citations

Applied nonparametric regression

1991 • 2,751 citations

Bayesian Inference for Causal Effects: The Role of Randomization

1978 • 2,427 citations

Root-N-Consistent Semiparametric Regression

1988 • 2,390 citations

The Econometric Analysis of Transition Data

1990 • 2,210 citations

Shadow Prices, Market Wages, and Labor Supply

1974 • 1,862 citations

Evaluating the Econometric Evaluations of Training Programs with Experimental Data

1986 • 1,814 citations

Generalized Econometric Models with Selectivity

1983 • 1,473 citations

Estimating the Effect of Training Programs on Earnings

1978 • 1,462 citations

An Introduction to Sample Selection Bias in Sociological Data

1983 • 1,230 citations

Alternative methods for evaluating the impact of interventions

1985 • 1,184 citations

The Sensitivity of an Empirical Model of Married Women's Hours of Work to Economic and Statistical Assumptions

1987 • 1,045 citations

Semiparametric Estimation of Index Coefficients

1989 • 946 citations

Maximum score estimation of the stochastic utility model of choice

1975 • 901 citations

College choice in America

1983 • 828 citations

The Empirical Content of the Roy Model

1990 • 809 citations

Secondary School Tracking and Educational Inequality: Compensation, Reinforcement, or Neutrality?

1989 • 669 citations

Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-Selection in the Labor Market

1985 • 638 citations

Nonparametric Bounds on Treatment Effects

2016 • 595 citations

Semiparametric analysis of discrete response

1985 • 573 citations

Anatomy of the Selection Problem

1989 • 547 citations

Using Sample Survey Weights in Multiple Regression Analyses of Stratified Samples

1983 • 536 citations

Making It Count: The Improvement of Social Research and Theory

1988 • 522 citations

Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training

1989 • 517 citations

Some Approaches to the Correction of Selectivity Bias

1982 • 479 citations

Explaining Occupational Sex Segregation and Wages: Findings from a Model with Fixed Effects

1988 • 447 citations

Consistent Estimation of Scaled Coefficients

1986 • 390 citations

Nonparametric and Semiparametric Methods in Econometrics and Statistics

1991 • 377 citations

A Least Squares Correction for Selectivity Bias

1980 • 373 citations

Changing Conceptions of Race: Towards an Account of Anomalous Findings of Sentencing Research

1984 • 332 citations

Distribution-Free Maximum Likelihood Estimator of the Binary Choice Model

1983 • 311 citations

An Investigation of the Robustness of the Tobit Estimator to Non-Normality

1982 • 307 citations

Alternative Methods for Solving the Problem of Selection Bias in Evaluating the Impact of Treatments on Outcomes

1986 • 305 citations

Semiparametric Estimation Of Censored Selection Models With A Nonparametric Selection Mechanism

1990 • 289 citations

Alternative Estimates of the Effect of Family Structure during Adolescence on High School Graduation

1992 • 279 citations

ABNORMAL SELECTION BIAS

1983 • 275 citations

Kernel estimators of regression functions

2008 • 270 citations

Asymptotic efficiency in semi-parametric models with censoring

1986 • 267 citations

Social Experimentation, Truncated Distributions, and Efficient Estimation

1977 • 234 citations

Causality in the Social Sciences

1988 • 226 citations

Semiparametric Estimation of Selection Models: Some Empirical Results

1990 • 222 citations

Theory Testing in a World of Constrained Research Design

1990 • 192 citations

The selection problem

2008 • 191 citations

Comments on Selectivity Biases in Wage Comparisons

1974 • 176 citations

Making It Count: The Improvement of Social Research and Theory.

1988 • 172 citations

Linear regression after selection

1981 • 171 citations

Income and Marital Events: Evidence from an Income-Maintenance Experiment

1977 • 149 citations

Self-Selection and the Distribution of Hourly Wages

1990 • 142 citations

Selection biases in sociological data

1982 • 134 citations

Efficiency of the two-step estimator for models with endogenous sample selection

1984 • 122 citations

Drawing Inferences From Self-selected Samples

2013 • 118 citations

Acquiring Capital for College: The Constraints of Family Configuration

1989 • 116 citations

Selection Bias and Self-Selection

2010 • 110 citations

The Paradox of Lessening Racial Inequality and Joblessness among Black Youth: Enrollment, Enlistment, and Employment, 1964-1981

1984 • 106 citations

Consistent estimation of limited dependent variable models despite misspecification of distribution

1986 • 91 citations

Model choice and specification analysis

1983 • 89 citations

The Gender Stratification of Income Inequality Among Lawyers

1990 • 86 citations

Nonparametric and semiparametric methods in econometrics and statistics : proceedings of the Fifth International Symposium in Economic Theory and Econometrics

1991 • 79 citations

Income and Independence Effects on Marital Dissolution: Results from the Seattle and Denver Income-Maintenance Experiments

1978 • 70 citations

The Evaluation of Results from Truncated Samples: The New Jersey Income Maintenance Experiment

1976 • 58 citations

How Precise Are Evaluations of Employment and Training Programs

1987 • 57 citations

The Transition from Youth to Adult: Understanding the Age Pattern of Employment

1984 • 57 citations

Crime, time, and punishment: An exploration of selection bias in sentencing research

1985 • 56 citations

Legal Custody Arrangements and Children's Economic Welfare

1991 • 56 citations

Causal inference for sociological data.

1988 • 43 citations

Endogenous Switching Regression Models for the Causes and Effects of Discrete Variables

1988 • 43 citations

Sex similarities in occupational status attainment: Are the results due to the restriction of the sample to employed women?

1978 • 38 citations

Inequality in divorce settlements: An investigation of property settlements and child support awards

1990 • 29 citations

Small networks and selectivity bias in the analysis of survey network data

1987 • 15 citations

Estimating Selection Effects in Occupational Mobility in a 19th-Century City

1989 • 8 citations

Wills and Statistics: Tobit Analysis and the Counter Reformation in Lyon

1984 • 3 citations