Standout Papers

Matching as an econometric estimator 1997 2026 2006 2016 3.6k
  1. Matching as an econometric estimator (1998)
    James J. Heckman, Hidehiko Ichimura et al. The Review of Economic Studies
  2. Matching As An Econometric Evaluation Estimator (1998)
    James J. Heckman, Hidehiko Ichimura et al. The Review of Economic Studies
  3. Matching as an econometric evaluation estimator: Evidence from evaluating a job training (1997)
    James J. Heckman, Hidehiko Ichimura The Review of Economic Studies
  4. Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme (1997)
    James J. Heckman, Hidehiko Ichimura et al. The Review of Economic Studies

Citation Impact

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The effect of COVID certificates on vaccine uptake, health outcomes, and the economy
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John Snow's legacy: epidemiology without borders
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Matching Methods for Causal Inference: A Review and a Look Forward
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Using full matching to estimate causal effects in nonexperimental studies: Examining the relationship between adolescent marijuana use and adult outcomes.
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The performance and potential of protected areas
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Matching With Doses in an Observational Study of a Media Campaign Against Drug Abuse
2001
Reassessing the forest impacts of protection
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Too Much Ado about Propensity Score Models? Comparing Methods of Propensity Score Matching
2006
Semiparametric Latent Variable Model Estimation with Endogenous or Mismeasured Regressors
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Causal Effects of Monetary Shocks: Semiparametric Conditional Independence Tests with a Multinomial Propensity Score
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Social Protection in a Crisis: Argentina’s Plan Jefes y Jefas
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The Pre‐programme Earnings Dip and the Determinants of Participation in a Social Programme. Implications for Simple Programme Evaluation Strategies
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Mean-square-error Calculations for Average Treatment Effects
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Nonparametric Estimation of Nonadditive Random Functions
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What Mean Impacts Miss: Distributional Effects of Welfare Reform Experiments
2006
Propensity Score Matching Methods for Non-experimental Causal Studies
1999
Identification and Inference in Nonlinear Difference-in-Differences Models
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Semiparametric Difference-in-Differences Estimators
2004
Semiparametric estimation and consumer demand
1998
Finite-Sample Properties of Propensity-Score Matching and Weighting Estimators
2004
An evaluation of public employment programmes in the East German State of Sachsen-Anhalt
2002
Recent Developments in the Econometrics of Program Evaluation
2009 StandoutNobel
Treatment Effect and Sensitivity Analysis for Self-Selected Treatment and Selectively Observed Response
2005
Wanna Get Away? Regression Discontinuity Estimation of Exam School Effects Away From the Cutoff
2015 StandoutNobel
Matching for Causal Inference Without Balance Checking
2008
Using Matching to Estimate Treatment Effects: Data Requirements, Matching Metrics, and Monte Carlo Evidence
2004
Evaluating the Employment Impact of a Mandatory Job Search Program
2004
Costs and benefits of Danish active labour market programmes
2007
Causal Inference With General Treatment Regimes
2004
Farmer Bargaining Power and Market Information Services
2014
Research Design Meets Market Design: Using Centralized Assignment for Impact Evaluation
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Implementing Matching Estimators for Average Treatment Effects in Stata
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Sensitivity to Exogeneity Assumptions in Program Evaluation
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How much should we trust staggered difference-in-differences estimates?
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Nonparametric Tests for Treatment Effect Heterogeneity
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Evaluation Methods for Non‐Experimental Data
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The Impact and Targeting of Social Infrastructure Investments: Lessons from the Nicaraguan Social Fund
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Match Bias in Wage Gap Estimates Due to Earnings Imputation
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The central role of the propensity score in observational studies for causal effects
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The microeconometric estimation of treatment effects—An overview
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A New Non-Parametric Matching Method for Bias Adjustment with Applications to Economic Evaluations
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Causal Inference without Balance Checking: Coarsened Exact Matching
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Evaluating Preschool Programs When Length of Exposure to the Program Varies: A Nonparametric Approach
2004
Estimating Models with Sample Selection Bias: A Survey
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Recursive partitioning for heterogeneous causal effects
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Large Sample Properties of Matching Estimators for Average Treatment Effects
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The WTO trade effect
2011
How robust is the evidence on the effects of college quality? Evidence from matching
2004
Realizing the potential of digital development: The case of agricultural advice
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The Employment Effects of Job Creation Schemes in Germany: A Microeconometric Evaluation
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Propensity Score-Matching Methods for Nonexperimental Causal Studies
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Evaluating the impact of R&D tax credits on innovation: A microeconometric study on Canadian firms
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Matching using semiparametric propensity scores
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Microeconometric Evaluation of the Active Labour Market Policy in Switzerland
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Innovation network
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The prognostic analogue of the propensity score
2008
Identification and Identification Failure for Treatment Effects Using Structural Systems
2012
A Couples‐Based Approach to the Problem of Workless Families*
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Efficient Estimation of Models with Conditional Moment Restrictions Containing Unknown Functions
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Semi-Nonparametric IV Estimation of Shape-Invariant Engel Curves
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Estimating dynamic treatment effects in event studies with heterogeneous treatment effects
2020 Standout
Evaluating active labour market programmes in New Zealand
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Identification and Inference in Nonlinear Difference-In-Differences Models
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THE IMPACT OF ACADEMIC PATENTING ON THE RATE, QUALITY AND DIRECTION OF (PUBLIC) RESEARCH OUTPUT*
2009
Regression and matching estimates of the effects of elite college attendance on educational and career achievement
2005
An Evaluation of the Swedish System of Active Labor Market Programs in the 1990s
2004
On the Failure of the Bootstrap for Matching Estimators
2008 StandoutNobel
Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference
2007 Standout
Endogenous product versus process innovation and a firm’s propensity to export
2009
Can Nonrandomized Experiments Yield Accurate Answers? A Randomized Experiment Comparing Random and Nonrandom Assignments
2008
THE EFFECTS OF EXPANDING THE GENEROSITY OF THE STATUTORY SICKNESS INSURANCE SYSTEM
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Misclassification of the dependent variable in a discrete-response setting
1998
Structural Equations, Treatment Effects, and Econometric Policy Evaluation1
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BNT162b2 mRNA Covid-19 Vaccine in a Nationwide Mass Vaccination Setting
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Did the Clean Air Act cause the remarkable decline in sulfur dioxide concentrations?
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Lending Relationships and Loan Contract Terms
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Semiparametric Estimates of Monetary Policy Effects: String Theory Revisited
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The economic impact of Special Economic Zones: Evidence from Chinese municipalities
2012 Standout
Using Randomization in Development Economics Research: A Toolkit
2006 StandoutNobel
The Dangers of Extreme Counterfactuals
2005
Evaluating the dynamic employment effects of training programs in East Germany using conditional difference‐in‐differences
2009
Which Program for Whom? Evidence on the Comparative Effectiveness of Public Sponsored Training Programs in Germany
2007
Beyond prediction: Using big data for policy problems
2017 StandoutScience
Dealing with limited overlap in estimation of average treatment effects
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Estimation of Limited Dependent Variable Models With Dummy Endogenous Regressors
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Doubly robust difference-in-differences estimators
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SOME PRACTICAL GUIDANCE FOR THE IMPLEMENTATION OF PROPENSITY SCORE MATCHING
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Local Polynomial Order in Regression Discontinuity Designs
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The Experimental Approach to Development Economics
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Inference on Treatment Effects after Selection among High-Dimensional Controls
2013
Assessing the employment effects of vocational training using a one-factor model
2006
The Labor Market Impacts of Youth Training in the Dominican Republic
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Difference‐in‐differences when the treatment status is observed in only one period
2017
A Note on the Common Support Problem in Applied Evaluation Studies
2001
Efficient Semiparametric Estimation of Quantile Treatment Effects
2007
Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
2003 StandoutNobel
Difference-in-Differences With Multiple Time Periods and an Application on the Minimum Wage and Employment
2018
Does Matching Overcome Lalonde's Critique of Nonexperimental Estimators?
2001
Assessing the performance of matching algorithms when selection into treatment is strong
2007
Mean-Squared-Error Calculations for Average Treatment Effects
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Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction
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Revisiting the German Wage Structure*
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Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects
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Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations
1997
Semiparametric instrumental variable estimation of treatment response models
2003
Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends
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Regression–Discontinuity Analysis: A Survey of Recent Developments in Economics
2008
Fine-Particulate Air Pollution and Life Expectancy in the United States
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Was There a Riverside Miracle? A Hierarchical Framework for Evaluating Programs With Grouped Data
2003
Flexible Simulated Moment Estimation of Nonlinear Errors-in-Variables Models
2001
Practical propensity score matching: a reply to Smith and Todd
2004
Time-series estimation of the effects of natural experiments
2005
Cross Section and Panel Data Estimators for Nonseparable Models with Endogenous Regressors
2005
Science and technology for water purification in the coming decades
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Is Agricultural Extension Helping the Poor? Evidence from Rural Mozambique
2011
Race, Ethnicity, and NIH Research Awards
2011 StandoutScience
Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
2002 StandoutNobel
Social Protection in a Crisis: Argentina's Plan Jefes y Jefas
2004
Can training and employment subsidies combat European unemployment?
2002
Matching Estimators of Causal Effects
2006
Covariance Adjustment in Randomized Experiments and Observational Studies
2002
Semiparametric Estimation of a Proportional Hazard Model with Unobserved Heterogeneity
1999
Confidence sets for partially identified parameters that satisfy a finite number of moment inequalities
2008
Mostly Harmless Econometrics
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A multifaceted program causes lasting progress for the very poor: Evidence from six countries
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How Much Should We Trust Differences-In-Differences Estimates?
2004 StandoutNobel
Estimation of Average Treatment Effects Based on Propensity Scores
2002 Standout
Some Practical Issues in the Evaluation of Heterogeneous Labour Market Programmes by Matching Methods
2002
Employment effects of the provision of specific professional skills and techniques in Germany
2006
Measuring Discrimination in Education: Are Methodologies from Labor and Markets Useful?
2003
Active Labour Market Policy Evaluations: A Meta‐Analysis
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Matched Sampling for Causal Effects
2006
From Temporary Help Jobs to Permanent Employment: What Can We Learn from Matching Estimators and Their Sensitivity?
2006
Understanding Instrumental Variables in Models with Essential Heterogeneity
2006
A Martingale Representation for Matching Estimators
2012 StandoutNobel
Advantage Through Training? A Microeconometric Evaluation of the Employment Effects of Active Labour Market Programmes in Poland
1999
Labour market training in Norway—effect on earnings
2002
Innovation and Institutional Ownership
2013 StandoutNobel
Using Matching, Instrumental Variables, and Control Functions to Estimate Economic Choice Models
2004
Assessing the Frontiers of Ultrapoverty Reduction: Evidence from Challenging the Frontiers of Poverty Reduction/Targeting the Ultra-poor, an Innovative Program in Bangladesh
2014
Endogeneity in Semiparametric Binary Response Models
2004
Earnings and Employment Effects of Continuous Gff-the-Job Training in East Germany After Unification
1999
When to Control for Covariates? Panel Asymptotics for Estimates of Treatment Effects
2004 StandoutNobel
Program Heterogeneity and Propensity Score Matching: An Application to the Evaluation of Active Labor Market Policies
2002
Instrumental Variable Estimation of Nonparametric Models
2003
Hunger and malnutrition
2009
VIOLATING IGNORABILITY OF TREATMENT BY CONTROLLING FOR TOO MANY FACTORS
2005
Estimation of Causal Effects using Propensity Score Weighting: An Application to Data on Right Heart Catheterization
2001 StandoutNobel
Evaluating the Differential Effects of Alternative Welfare‐to‐Work Training Components: A Reanalysis of the California GAIN Program
2006 StandoutNobel
Causal Effects in Nonexperimental Studies: Reevaluating the Evaluation of Training Programs
1999 Standout
ESTIMATION OF TREATMENT EFFECTS WITHOUT AN EXCLUSION RESTRICTION: WITH AN APPLICATION TO THE ANALYSIS OF THE SCHOOL BREAKFAST PROGRAM
2012
Confidence Intervals for Partially Identified Parameters
2004 StandoutNobel
The econometrics of higher education: editor's view
2003
1 IMPACTS OF COMMUNITY-DRIVEN DEVELOPMENT PROGRAMS ON INCOME AND ASSET ACQUISITION IN AFRICA: THE CASE OF NIGERIA
2012
Reconciling Conflicting Evidence on the Performance of Propensity-Score Matching Methods
2001
Evaluating the Effect of Education on Earnings: Models, Methods and Results from the National Child Development Survey
2005

Works of Hidehiko Ichimura being referenced

Estimation of polynomial errors-in-variables models
1991
Asymptotic Expansions for Some Semiparametric Program Evaluation Estimators
2001
Characterization of selection bias using experimental data
1998
Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using�Bounds
2007
Semiparametric least squares (SLS) and weighted SLS estimation of single-index models
1993
Simultaneous selection of optimal bandwidths for the sharp regression discontinuity estimator
2018
Estimating Derivatives in Nonseparable Models with Limited Dependent Variables
2011
Sources of selection bias in evaluating social programs: An interpretation of conventional measures and evidence on the effectiveness of matching as a program evaluation method
1996
Matching As An Econometric Evaluation Estimator
1998 Standout
Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme
1997 Standout
Identification and estimation of polynomial errors-in-variables models
1991
Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds
2004
Maximum likelihood estimation of a binary choice model with random coefficients of unknown distribution
1998
Rankless by CCL
2026