Details about Guido Imbens
Access statistics for papers by Guido Imbens.
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Short-id: pim4
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Working Papers
2023
- A Design-Based Perspective on Synthetic Control Methods
Papers, arXiv.org View citations (4)
- Design-Robust Two-Way-Fixed-Effects Regression For Panel Data
Papers, arXiv.org View citations (3)
- Fixed Effects and the Generalized Mundlak Estimator
Papers, arXiv.org View citations (2)
- Optimal Experimental Design for Staggered Rollouts
Papers, arXiv.org 
Also in Research Papers, Stanford University, Graduate School of Business (2019) View citations (11)
- Semiparametric Estimation of Treatment Effects in Randomized Experiments
Papers, arXiv.org View citations (1)
Also in Research Papers, Stanford University, Graduate School of Business (2021) View citations (1) NBER Working Papers, National Bureau of Economic Research, Inc (2021) View citations (1)
2022
- Doubly Robust Identification for Causal Panel Data Models
Papers, arXiv.org View citations (7)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2021) View citations (5)
- Efficient Treatment Effect Estimation in Observational Studies under Heterogeneous Partial Interference
Papers, arXiv.org View citations (2)
- Matrix Completion Methods for Causal Panel Data Models
Papers, arXiv.org View citations (25)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (38)
See also Journal Article in Journal of the American Statistical Association (2021)
- When Should You Adjust Standard Errors for Clustering?
Papers, arXiv.org View citations (536)
Also in Research Papers, Stanford University, Graduate School of Business (2017) View citations (690) NBER Working Papers, National Bureau of Economic Research, Inc (2017) View citations (690)
2021
- Causality in econometrics: methods in conversation with practice
Nobel Prize in Economics documents, Nobel Prize Committee
- Controlling for Unmeasured Confounding in Panel Data Using Minimal Bridge Functions: From Two-Way Fixed Effects to Factor Models
Papers, arXiv.org View citations (7)
- Covariate Balancing Sensitivity Analysis for Extrapolating Randomized Trials across Locations
Papers, arXiv.org View citations (6)
- Multiple Randomization Designs
Papers, arXiv.org View citations (5)
2020
- Combining Experimental and Observational Data to Estimate Treatment Effects on Long Term Outcomes
Papers, arXiv.org View citations (12)
- Estimating Treatment Effects using Multiple Surrogates: The Role of the Surrogate Score and the Surrogate Index
Papers, arXiv.org View citations (7)
- Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
Papers, arXiv.org 
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2019) View citations (14)
2019
- Ensemble Methods for Causal Effects in Panel Data Settings
NBER Working Papers, National Bureau of Economic Research, Inc View citations (26)
Also in Papers, arXiv.org (2019) View citations (25)
See also Journal Article in AEA Papers and Proceedings (2019)
- Machine Learning Methods Economists Should Know About
Papers, arXiv.org View citations (280)
Also in Research Papers, Stanford University, Graduate School of Business (2019) View citations (282)
- Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
NBER Working Papers, National Bureau of Economic Research, Inc View citations (11)
See also Journal Article in Journal of Economic Literature (2020)
- Sampling-based vs. Design-based Uncertainty in Regression Analysis
Papers, arXiv.org View citations (6)
Also in Research Papers, Stanford University, Graduate School of Business (2017) View citations (14)
- Synthetic Difference In Differences
NBER Working Papers, National Bureau of Economic Research, Inc View citations (42)
Also in Working Papers, CEMFI (2019) View citations (35)
See also Journal Article in American Economic Review (2021)
- The Role of the Propensity Score in Fixed Effect Models
Working Papers, CEMFI View citations (10)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (5)
- The Surrogate Index: Combining Short-Term Proxies to Estimate Long-Term Treatment Effects More Rapidly and Precisely
NBER Working Papers, National Bureau of Economic Research, Inc View citations (27)
2018
- A Causal Bootstrap
NBER Working Papers, National Bureau of Economic Research, Inc View citations (2)
- Approximate Residual Balancing: De-Biased Inference of Average Treatment Effects in High Dimensions
Papers, arXiv.org View citations (71)
See also Journal Article in Journal of the Royal Statistical Society Series B (2018)
- Comments On: Understanding and Misunderstanding Randomized Controlled Trails by Cartwright and Deaton
Research Papers, Stanford University, Graduate School of Business View citations (3)
- Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption
NBER Working Papers, National Bureau of Economic Research, Inc View citations (121)
Also in Papers, arXiv.org (2018) View citations (129) Research Papers, Stanford University, Graduate School of Business (2018) View citations (137)
See also Journal Article in Journal of Econometrics (2022)
- Estimation Considerations in Contextual Bandits
Papers, arXiv.org View citations (2)
2017
- Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
Papers, arXiv.org View citations (28)
See also Journal Article in American Economic Review (2017)
- Redefine Statistical Significance
Artefactual Field Experiments, The Field Experiments Website View citations (12)
See also Journal Article in Nature Human Behaviour (2018)
2016
- Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis
NBER Working Papers, National Bureau of Economic Research, Inc View citations (162)
- Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing
Research Papers, Stanford University, Graduate School of Business View citations (10)
- External Validity in Fuzzy Regression Discontinuity Designs
LIDAM Discussion Papers CORE, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE) View citations (5)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) View citations (54)
See also Journal Article in Journal of Business & Economic Statistics (2020)
- Identification and Efficiency Bounds for the Average Match Function under Conditionally Exogenous Matching
NBER Working Papers, National Bureau of Economic Research, Inc 
Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2016) 
See also Journal Article in Journal of Business & Economic Statistics (2020)
- The Econometrics of Randomized Experiments
Papers, arXiv.org View citations (32)
- The State of Applied Econometrics - Causality and Policy Evaluation
Papers, arXiv.org View citations (27)
See also Journal Article in Journal of Economic Perspectives (2017)
2015
- Exact P-Values for Network Interference
Research Papers, Stanford University, Graduate School of Business View citations (3)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2015) View citations (20) Research Papers, Stanford University, Graduate School of Business (2015) View citations (24)
See also Journal Article in Journal of the American Statistical Association (2018)
- Identification and Inference With Many Invalid Instruments
Scholarly Articles, Harvard University Department of Economics View citations (44)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2011) View citations (10)
See also Journal Article in Journal of Business & Economic Statistics (2015)
- Machine Learning for Estimating Heterogeneous Causal Effects
Research Papers, Stanford University, Graduate School of Business View citations (46)
- Propensity Score Matching and Subclassification in Observational Studies with Multi-level Treatments
Research Papers, Stanford University, Graduate School of Business 
See also Journal Article in Biometrics (2016)
- Recursive Partitioning for Heterogeneous Causal Effects
Papers, arXiv.org View citations (6)
2014
- Finite Population Causal Standard Errors
NBER Working Papers, National Bureau of Economic Research, Inc View citations (30)
- Instrumental Variables: An Econometrician's Perspective
IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (65)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) View citations (65)
- Matching Methods in Practice: Three Examples
IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (62)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) View citations (62)
See also Journal Article in Journal of Human Resources (2015)
- Why High-order Polynomials Should not be Used in Regression Discontinuity Designs
NBER Working Papers, National Bureau of Economic Research, Inc View citations (220)
See also Journal Article in Journal of Business & Economic Statistics (2019)
2013
- Why ask Why? Forward Causal Inference and Reverse Causal Questions
NBER Working Papers, National Bureau of Economic Research, Inc View citations (33)
2012
- Robust Standard Errors in Small Samples: Some Practical Advice
NBER Working Papers, National Bureau of Economic Research, Inc View citations (32)
See also Journal Article in The Review of Economics and Statistics (2016)
2011
- Robust Inference for Misspecified Models Conditional on Covariates
NBER Working Papers, National Bureau of Economic Research, Inc View citations (3)
2010
- An Empirical Model for Strategic Network Formation
NBER Working Papers, National Bureau of Economic Research, Inc View citations (83)
Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2010) View citations (82)
- Clustering, Spatial Correlations and Randomization Inference
NBER Working Papers, National Bureau of Economic Research, Inc View citations (4)
See also Journal Article in Journal of the American Statistical Association (2012)
- Measuring the Effects of Segregation in the Presence of Social Spillovers: A Nonparametric Approach
NBER Working Papers, National Bureau of Economic Research, Inc View citations (38)
- Optimal bandwidth choice for the regression discontinuity estimator
CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies View citations (27)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2009) View citations (164) IZA Discussion Papers, Institute of Labor Economics (IZA) (2009) View citations (120)
See also Journal Article in Review of Economic Studies (2012)
2009
- A Martingale Representation for Matching Estimators
IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (1)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2009) View citations (1)
See also Journal Article in Journal of the American Statistical Association (2012)
- Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)
NBER Working Papers, National Bureau of Economic Research, Inc View citations (224)
See also Journal Article in Journal of Economic Literature (2010)
- Complementarity and Aggregate Implications of Assortative Matching: A Nonparametric Analysis
NBER Working Papers, National Bureau of Economic Research, Inc View citations (12)
See also Journal Article in Quantitative Economics (2014)
- Dealing with Limited Overlap in Estimation of Average Treatment Effects
Scholarly Articles, Harvard University Department of Economics View citations (343)
Also in Working Papers, University of Miami, Department of Economics (2007) View citations (18)
See also Journal Article in Biometrika (2009)
- Matching on the Estimated Propensity Score
NBER Working Papers, National Bureau of Economic Research, Inc View citations (28)
See also Journal Article in Econometrica (2016)
- Recent Developments in the Econometrics of Program Evaluation
Scholarly Articles, Harvard University Department of Economics View citations (2365)
Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2008) View citations (160) IZA Discussion Papers, Institute of Labor Economics (IZA) (2008) View citations (160) NBER Working Papers, National Bureau of Economic Research, Inc (2008) View citations (166)
See also Journal Article in Journal of Economic Literature (2009)
2008
- Nonparametric Tests for Treatment Effect Heterogeneity
Scholarly Articles, Harvard University Department of Economics View citations (69)
Also in Working Papers, University of Miami, Department of Economics (2006) View citations (2) NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (2) IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) View citations (18)
See also Journal Article in The Review of Economics and Statistics (2008)
- On the Failure of the Bootstrap for Matching Estimators
Scholarly Articles, Harvard University Department of Economics View citations (376)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (99)
See also Journal Article in Econometrica (2008)
- The Regression Discontinuity Design — Theory and Applications
Scholarly Articles, Harvard University Department of Economics View citations (11)
2007
- Estimating average treatment effects in Stata
West Coast Stata Users' Group Meetings 2007, Stata Users Group View citations (7)
- Regression Discontinuity Designs: A Guide to Practice
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (121)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2007) View citations (117)
See also Journal Article in Journal of Econometrics (2008)
2006
- Discrete Choice Models with Multiple Unobserved Choice Characteristics
Levine's Bibliography, UCLA Department of Economics 
See also Journal Article in International Economic Review (2007)
- Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Re-Analysis of the California GAIN Program
NBER Working Papers, National Bureau of Economic Research, Inc View citations (94)
See also Journal Article in Journal of Labor Economics (2006)
- Matching methods for estimating treatment effects using Stata
North American Stata Users' Group Meetings 2006, Stata Users Group View citations (1)
- Mean-squared-error Calculations for Average Treatment Effects
IEPR Working Papers, Institute of Economic Policy Research (IEPR) View citations (12)
Also in IEPR Working Papers, Institute of Economic Policy Research (IEPR) (2005) View citations (21)
- Moving the Goalposts: Addressing Limited Overlap in Estimation of Average Treatment Effects by Changing the Estimand
Working Papers, University of Miami, Department of Economics View citations (71)
Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) View citations (71) NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (71)
- Re-Employment Probabilities over the Business Cycle
IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (37)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (1993) View citations (11)
See also Journal Article in Portuguese Economic Journal (2006)
2004
- Identification and Estimation of Triangular Simultaneous Equations Models without Additivity
Econometric Society 2004 North American Summer Meetings, Econometric Society View citations (8)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2002) View citations (29)
See also Journal Article in Econometrica (2009)
2003
- Confidence intervals for partially identified parameters
CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies View citations (7)
See also Journal Article in Econometrica (2004)
- Identification and Inference in Nonlinear Difference-in-Differences Models
Levine's Working Paper Archive, David K. Levine View citations (2)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2002) View citations (24)
See also Journal Article in Econometrica (2006)
- Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (71)
See also Journal Article in The Review of Economics and Statistics (2004)
2002
- Simple and Bias-Corrected Matching Estimators for Average Treatment Effects
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (285)
2001
- The Long-Term Gains from GAIN A Re-Analysis of the Impacts of the California GAIN Program
Working Papers, RAND Corporation View citations (3)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2000) View citations (44)
2000
- Bias from Classical and Other Forms of Measurement Error
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (18)
See also Journal Article in Journal of Business & Economic Statistics (2001)
- Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (54)
Also in Econometric Society World Congress 2000 Contributed Papers, Econometric Society (2000) View citations (36)
See also Journal Article in Econometrica (2003)
- The Analysis of Randomized Experiments with Missing Data
Discussion Papers, Resources for the Future 
Also in RFF Working Paper Series, Resources for the Future (2000) View citations (1)
1999
- Estimating the Effect of Unearned Income on Labor Supply, Earnings, Savings, and Consumption: Evidence from a Survey of Lottery Players
NBER Working Papers, National Bureau of Economic Research, Inc View citations (27)
Also in Discussion Paper, Tilburg University, Center for Economic Research (1999) View citations (25) Other publications TiSEM, Tilburg University, School of Economics and Management (1999) View citations (23)
- Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings
Working papers, Massachusetts Institute of Technology (MIT), Department of Economics View citations (5)
See also Journal Article in Econometrica (2002)
- Predicting the Efficacy of Future Training Programs Using Past Experiences
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (37)
- The Role of the Propensity Score in Estimating Dose-Response Functions
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (76)
1998
- Combining Panel Data Sets with Attrition and Refreshment Samples
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (7)
Also in Tinbergen Institute Discussion Papers, Tinbergen Institute (1998) View citations (7)
See also Journal Article in Econometrica (2001)
- Instrumental Variables Estimation of Quantile Treatment Effects
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (21)
1996
- Hierarchical Bayes Models with Many Instrumental Variables
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (15)
Also in Scholarly Articles, Harvard University Department of Economics (1996) View citations (15) Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1996) View citations (14)
- Imposing Moment Restrictions from Auxiliary Data by Weighting
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (6)
See also Journal Article in The Review of Economics and Statistics (1999)
- Nonparametric Applications of Bayesian Inference
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
Also in Scholarly Articles, Harvard University Department of Economics (1996)  NBER Technical Working Papers, National Bureau of Economic Research, Inc (1996) 
See also Journal Article in Journal of Business & Economic Statistics (2003)
1995
- Average Causal Response with Variable Treatment Intensity
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (25)
Also in Discussion Paper, Tilburg University, Center for Economic Research (1992) View citations (1) Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1992) View citations (1) Working Papers, Tilburg - Center for Economic Research (1992) View citations (29)
- Identification and Estimation of Local Average Treatment Effects
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (62)
See also Journal Article in Econometrica (1994)
- Information Theoretic Approaches to Inference in Moment Condition Models
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (3)
Also in Economics Papers, Economics Group, Nuffield College, University of Oxford (1995) View citations (2) Economics Papers, Economics Group, Nuffield College, University of Oxford View citations (3) Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1995) View citations (2)
See also Journal Article in Econometrica (1998)
- Jackknife Instrumental Variables Estimation
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (9)
See also Journal Article in Journal of Applied Econometrics (1999)
- Non-Parametric Demand Analysis with an Application to the Demand for Fish
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (9)
- Semiparametric Applications of Bayesian Influence
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
1993
- A New Approach to Generalized Method on Moments Estimation
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)
- Case-Control Studies with Contaminated Controls
Working Papers, Tilburg - Center for Economic Research
Also in Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1992) Other publications TiSEM, Tilburg University, School of Economics and Management (1993)  Discussion Paper, Tilburg University, Center for Economic Research (1993) 
See also Journal Article in Journal of Econometrics (1996)
- Evaluating the Cost of Conscription in the Netherlands
Working Papers, C.V. Starr Center for Applied Economics, New York University View citations (1)
Also in Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1993) View citations (1)
See also Journal Article in Journal of Business & Economic Statistics (1995)
- Identification of Causal Effects Using Instrumental Variables
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (134)
- Raking and Regression
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)
1992
- Evolution and Rationality Some Recent Game-Theoretic Results. Identification and Estimation of Local Average Treatment Effects
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research
1991
- AN EFFICIENT METHOD OF MOMENTS ESTIMATOR FOR DISCRETE CHOICE MODELS WITH CHOICE-BASED SAMPLING
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (3)
Also in Working Papers, Tilburg - Center for Economic Research (1990) Discussion Paper, Tilburg University, Center for Economic Research (1990)  Other publications TiSEM, Tilburg University, School of Economics and Management (1990) 
See also Journal Article in Econometrica (1992)
- Combining Micro and Macro Data in Microeconometric Models
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (7)
See also Journal Article in Review of Economic Studies (1994)
- EFFICIENT ESTIMATION AND STRATIFIED SAMPLING
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
Also in Discussion Paper, Tilburg University, Center for Economic Research (1991) View citations (1) Working Papers, Tilburg - Center for Economic Research (1991) View citations (8)
See also Journal Article in Journal of Econometrics (1996)
- Sources of Identifying Information in Evaluation Models
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (32)
Also in Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1991) View citations (26) Other publications TiSEM, Tilburg University, School of Economics and Management (1991) View citations (26) Working Papers, Tilburg - Center for Economic Research (1991) View citations (32) Discussion Paper, Tilburg University, Center for Economic Research (1991) View citations (31)
1989
- Duration models with time-varying coefficients
Other publications TiSEM, Tilburg University, School of Economics and Management 
Also in Research Memorandum, Tilburg University, School of Economics and Management (1989)
- Efficient estimation of choice-based sample methods with the method of moments
Other publications TiSEM, Tilburg University, School of Economics and Management 
Also in Research Memorandum, Tilburg University, School of Economics and Management (1989)
Undated
- Standards for Regression Discontinuity Designs
Mathematica Policy Research Reports, Mathematica Policy Research View citations (3)
Journal Articles
2022
- Design-based analysis in Difference-In-Differences settings with staggered adoption
Journal of Econometrics, 2022, 226, (1), 62-79 View citations (78)
See also Working Paper (2018)
2021
- Matrix Completion Methods for Causal Panel Data Models
Journal of the American Statistical Association, 2021, 116, (536), 1716-1730 View citations (54)
See also Working Paper (2022)
- Statistical Significance, p-Values, and the Reporting of Uncertainty
Journal of Economic Perspectives, 2021, 35, (3), 157-74 View citations (18)
- Synthetic Difference-in-Differences
American Economic Review, 2021, 111, (12), 4088-4118 View citations (77)
See also Working Paper (2019)
2020
- External Validity in Fuzzy Regression Discontinuity Designs
Journal of Business & Economic Statistics, 2020, 38, (3), 593-612 View citations (17)
See also Working Paper (2016)
- Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching
Journal of Business & Economic Statistics, 2020, 38, (2), 303-316 View citations (2)
See also Working Paper (2016)
- Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
Journal of Economic Literature, 2020, 58, (4), 1129-79 View citations (26)
See also Working Paper (2019)
- Sampling‐Based versus Design‐Based Uncertainty in Regression Analysis
Econometrica, 2020, 88, (1), 265-296 View citations (62)
2019
- Comment on: “The Blessings of Multiple Causes” by Yixin Wang and David M. Blei
Journal of the American Statistical Association, 2019, 114, (528), 1602-1604
- Ensemble Methods for Causal Effects in Panel Data Settings
AEA Papers and Proceedings, 2019, 109, 65-70 View citations (25)
See also Working Paper (2019)
- Machine Learning Methods That Economists Should Know About
Annual Review of Economics, 2019, 11, (1), 685-725 View citations (267)
- Optimized Regression Discontinuity Designs
The Review of Economics and Statistics, 2019, 101, (2), 264-278 View citations (30)
- Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs
Journal of Business & Economic Statistics, 2019, 37, (3), 447-456 View citations (317)
See also Working Paper (2014)
2018
- Approximate residual balancing: debiased inference of average treatment effects in high dimensions
Journal of the Royal Statistical Society Series B, 2018, 80, (4), 597-623 View citations (77)
See also Working Paper (2018)
- Exact p-Values for Network Interference
Journal of the American Statistical Association, 2018, 113, (521), 230-240 View citations (48)
See also Working Paper (2015)
- Redefine statistical significance
Nature Human Behaviour, 2018, 2, (1), 6-10 View citations (52)
See also Working Paper (2017)
2017
- Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
American Economic Review, 2017, 107, (5), 278-81 View citations (28)
See also Working Paper (2017)
- The State of Applied Econometrics: Causality and Policy Evaluation
Journal of Economic Perspectives, 2017, 31, (2), 3-32 View citations (393)
See also Working Paper (2016)
2016
- Matching on the Estimated Propensity Score
Econometrica, 2016, 84, 781-807 View citations (198)
See also Working Paper (2009)
- Propensity score matching and subclassification in observational studies with multi‐level treatments
Biometrics, 2016, 72, (4), 1055-1065 View citations (24)
See also Working Paper (2015)
- Robust Standard Errors in Small Samples: Some Practical Advice
The Review of Economics and Statistics, 2016, 98, (4), 701-712 View citations (85)
See also Working Paper (2012)
2015
- A Measure of Robustness to Misspecification
American Economic Review, 2015, 105, (5), 476-80 View citations (19)
- Identification and Inference With Many Invalid Instruments
Journal of Business & Economic Statistics, 2015, 33, (4), 474-484 View citations (45)
See also Working Paper (2015)
- Matching Methods in Practice: Three Examples
Journal of Human Resources, 2015, 50, (2), 373-419 View citations (222)
See also Working Paper (2014)
2014
- Complementarity and aggregate implications of assortative matching: A nonparametric analysis
Quantitative Economics, 2014, 5, 29-66 View citations (28)
See also Working Paper (2009)
- Inference for Misspecified Models With Fixed Regressors
Journal of the American Statistical Association, 2014, 109, (508), 1601-1614 View citations (19)
2013
- Book Review Feature: Public Policy in an Uncertain World: By Charles F. Manski (Cambridge, MA: Harvard University Press. 2013, pp. 224, $39.95. ISBN: 978‐0674066892)
Economic Journal, 2013, F401-F411
- Rejoinder
Journal of Business & Economic Statistics, 2013, 31, (3), 279-281
- Social Networks and the Identification of Peer Effects
Journal of Business & Economic Statistics, 2013, 31, (3), 253-264 View citations (246)
2012
- A Martingale Representation for Matching Estimators
Journal of the American Statistical Association, 2012, 107, (498), 833-843 View citations (26)
See also Working Paper (2009)
- Clustering, Spatial Correlations, and Randomization Inference
Journal of the American Statistical Association, 2012, 107, (498), 578-591 View citations (81)
See also Working Paper (2010)
- Optimal Bandwidth Choice for the Regression Discontinuity Estimator
Review of Economic Studies, 2012, 79, (3), 933-959 View citations (967)
See also Working Paper (2010)
2011
- Bias-Corrected Matching Estimators for Average Treatment Effects
Journal of Business & Economic Statistics, 2011, 29, (1), 1-11 View citations (504)
Also in Journal of Business & Economic Statistics, 2011, 29, (1), 1-11 (2011) View citations (530)
2010
- Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)
Journal of Economic Literature, 2010, 48, (2), 399-423 View citations (183)
See also Working Paper (2009)
2009
- Choosing instrumental variables in conditional moment restriction models
Journal of Econometrics, 2009, 152, (1), 28-36 View citations (48)
- Dealing with limited overlap in estimation of average treatment effects
Biometrika, 2009, 96, (1), 187-199 View citations (364)
See also Working Paper (2009)
- Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity
Econometrica, 2009, 77, (5), 1481-1512 View citations (407)
See also Working Paper (2004)
- Recent Developments in the Econometrics of Program Evaluation
Journal of Economic Literature, 2009, 47, (1), 5-86 View citations (2379)
See also Working Paper (2009)
2008
- Estimation of the Conditional Variance in Paired Experiments
Annals of Economics and Statistics, 2008, (91-92), 175-187 View citations (12)
- Nonparametric Tests for Treatment Effect Heterogeneity
The Review of Economics and Statistics, 2008, 90, (3), 389-405 View citations (66)
See also Working Paper (2008)
- On the Failure of the Bootstrap for Matching Estimators
Econometrica, 2008, 76, (6), 1537-1557 View citations (385)
See also Working Paper (2008)
- Regression discontinuity designs: A guide to practice
Journal of Econometrics, 2008, 142, (2), 615-635 View citations (1693)
See also Working Paper (2007)
- Special issue editors' introduction: The regression discontinuity design--Theory and applications
Journal of Econometrics, 2008, 142, (2), 611-614 View citations (15)
2007
- DISCRETE CHOICE MODELS WITH MULTIPLE UNOBSERVED CHOICE CHARACTERISTICS
International Economic Review, 2007, 48, (4), 1159-1192 View citations (22)
See also Working Paper (2006)
- Instrumental variable estimation of nonseparable models
Journal of Econometrics, 2007, 139, (1), 4-14 View citations (131)
- Matched Sampling for Causal Effects by Donald B. Rubin
International Statistical Review, 2007, 75, (2), 257-258
2006
- Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Reanalysis of the California GAIN Program
Journal of Labor Economics, 2006, 24, (3), 521-566 View citations (94)
See also Working Paper (2006)
- Identification and Inference in Nonlinear Difference-in-Differences Models
Econometrica, 2006, 74, (2), 431-497 View citations (472)
See also Working Paper (2003)
- Large Sample Properties of Matching Estimators for Average Treatment Effects
Econometrica, 2006, 74, (1), 235-267 View citations (1195)
- Re-employment probabilities over the business cycle
Portuguese Economic Journal, 2006, 5, (2), 111-134 View citations (38)
See also Working Paper (2006)
2005
- Predicting the efficacy of future training programs using past experiences at other locations
Journal of Econometrics, 2005, 125, (1-2), 241-270 View citations (89)
- Robust, accurate confidence intervals with a weak instrument: quarter of birth and education
Journal of the Royal Statistical Society Series A, 2005, 168, (1), 109-126 View citations (50)
2004
- Confidence Intervals for Partially Identified Parameters
Econometrica, 2004, 72, (6), 1845-1857 View citations (372)
See also Working Paper (2003)
- Implementing matching estimators for average treatment effects in Stata
Stata Journal, 2004, 4, (3), 290-311 View citations (683)
- Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review
The Review of Economics and Statistics, 2004, 86, (1), 4-29 View citations (1465)
See also Working Paper (2003)
- Random Effects Estimators with many Instrumental Variables
Econometrica, 2004, 72, (1), 295-306 View citations (38)
2003
- Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
Econometrica, 2003, 71, (4), 1161-1189 View citations (1103)
See also Working Paper (2000)
- Empirical likelihood estimation and consistent tests with conditional moment restrictions
Journal of Econometrics, 2003, 117, (1), 55-93 View citations (115)
- Nonparametric Applications of Bayesian Inference
Journal of Business & Economic Statistics, 2003, 21, (1), 12-18 View citations (73)
See also Working Paper (1996)
- Sensitivity to Exogeneity Assumptions in Program Evaluation
American Economic Review, 2003, 93, (2), 126-132 View citations (161)
2002
- Confidence intervals in generalized method of moments models
Journal of Econometrics, 2002, 107, (1-2), 87-98 View citations (3)
- Generalized Method of Moments and Empirical Likelihood
Journal of Business & Economic Statistics, 2002, 20, (4), 493-506 View citations (35)
- Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings
Econometrica, 2002, 70, (1), 91-117 View citations (428)
See also Working Paper (1999)
2001
- Bias from Classical and Other Forms of Measurement Error
Journal of Business & Economic Statistics, 2001, 19, (4), 475-81 View citations (112)
See also Working Paper (2000)
- Combining Panel Data Sets with Attrition and Refreshment Samples
Econometrica, 2001, 69, (6), 1645-1659 View citations (78)
See also Working Paper (1998)
- Estimating the Effect of Unearned Income on Labor Earnings, Savings, and Consumption: Evidence from a Survey of Lottery Players
American Economic Review, 2001, 91, (4), 778-794 View citations (338)
- Estimations of Limited Dependent Variable Models with Dummy Endogenous Regressors: Simple Strategies for Empirical Practice: Comment
Journal of Business & Economic Statistics, 2001, 19, (1), 17-20 View citations (14)
2000
- The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish
Review of Economic Studies, 2000, 67, (3), 499-527 View citations (210)
1999
- Comment on James J. Heckman, "Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations"
Journal of Human Resources, 1999, 34, (4), 823-827 View citations (15)
- Imposing Moment Restrictions From Auxiliary Data By Weighting
The Review of Economics and Statistics, 1999, 81, (1), 1-14 View citations (66)
See also Working Paper (1996)
- Jackknife Instrumental Variables Estimation
Journal of Applied Econometrics, 1999, 14, (1), 57-67 View citations (175)
See also Working Paper (1995)
1998
- Information Theoretic Approaches to Inference in Moment Condition Models
Econometrica, 1998, 66, (2), 333-358 View citations (235)
See also Working Paper (1995)
1997
- Estimating Outcome Distributions for Compliers in Instrumental Variables Models
Review of Economic Studies, 1997, 64, (4), 555-574 View citations (246)
- One-Step Estimators for Over-Identified Generalized Method of Moments Models
Review of Economic Studies, 1997, 64, (3), 359-383 View citations (113)
1996
- Case-control studies with contaminated controls
Journal of Econometrics, 1996, 71, (1-2), 145-160 View citations (38)
See also Working Paper (1993)
- Efficient estimation and stratified sampling
Journal of Econometrics, 1996, 74, (2), 289-318 View citations (44)
See also Working Paper (1991)
1995
- Evaluating the Cost of Conscription in The Netherlands
Journal of Business & Economic Statistics, 1995, 13, (2), 207-15 View citations (109)
See also Working Paper (1993)
- Optimal stock/flow panels
Journal of Econometrics, 1995, 66, (1-2), 325-348
1994
- Combining Micro and Macro Data in Microeconometric Models
Review of Economic Studies, 1994, 61, (4), 655-680 View citations (131)
See also Working Paper (1991)
- Identification and Estimation of Local Average Treatment Effects
Econometrica, 1994, 62, (2), 467-75 View citations (2490)
See also Working Paper (1995)
- Transition Models in a Non-stationary Environment
The Review of Economics and Statistics, 1994, 76, (4), 703-20 View citations (21)
1992
- An Efficient Method of Moments Estimator for Discrete Choice Models with Choice-Based Sampling
Econometrica, 1992, 60, (5), 1187-214 View citations (85)
See also Working Paper (1991)
Software Items
2004
- NNMATCH: Stata module to compute nearest-neighbor bias-corrected estimators
Statistical Software Components, Boston College Department of Economics View citations (3)
Editor
- Econometrica
Econometric Society
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