Details about Guido Imbens
Access statistics for papers by Guido Imbens.
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Short-id: pim4
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Working Papers
2024
- Design-Robust Two-Way-Fixed-Effects Regression For Panel Data
Papers, arXiv.org View citations (3)
- Estimating Treatment Effects using Multiple Surrogates: The Role of the Surrogate Score and the Surrogate Index
Papers, arXiv.org View citations (9)
- Semiparametric Estimation of Treatment Effects in Observational Studies with Heterogeneous Partial Interference
Papers, arXiv.org View citations (2)
2023
- A Design-Based Perspective on Synthetic Control Methods
Papers, arXiv.org View citations (6)
- Causal Models for Longitudinal and Panel Data: A Survey
NBER Working Papers, National Bureau of Economic Research, Inc View citations (3)
- Double and Single Descent in Causal Inference with an Application to High-Dimensional Synthetic Control
NBER Working Papers, National Bureau of Economic Research, Inc
- Fixed Effects and the Generalized Mundlak Estimator
Papers, arXiv.org View citations (2)
- Optimal Experimental Design for Staggered Rollouts
Papers, arXiv.org View citations (3)
Also in Research Papers, Stanford University, Graduate School of Business (2019) View citations (12)
- Semiparametric Estimation of Treatment Effects in Randomized Experiments
Papers, arXiv.org View citations (3)
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 (10)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2021) View citations (5)
- 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 (40)
See also Journal Article Matrix Completion Methods for Causal Panel Data Models, Journal of the American Statistical Association, Taylor & Francis Journals (2021) View citations (83) (2021)
- When Should You Adjust Standard Errors for Clustering?
Papers, arXiv.org View citations (573)
Also in Research Papers, Stanford University, Graduate School of Business (2017) View citations (735) NBER Working Papers, National Bureau of Economic Research, Inc (2017) View citations (735)
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 (9)
- Covariate Balancing Sensitivity Analysis for Extrapolating Randomized Trials across Locations
Papers, arXiv.org View citations (6)
- Multiple Randomization Designs
Papers, arXiv.org View citations (6)
2020
- Combining Experimental and Observational Data to Estimate Treatment Effects on Long Term Outcomes
Papers, arXiv.org View citations (16)
- Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
Papers, arXiv.org View citations (1)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2019) View citations (15)
2019
- Ensemble Methods for Causal Effects in Panel Data Settings
NBER Working Papers, National Bureau of Economic Research, Inc View citations (28)
Also in Papers, arXiv.org (2019) View citations (27)
See also Journal Article Ensemble Methods for Causal Effects in Panel Data Settings, AEA Papers and Proceedings, American Economic Association (2019) View citations (27) (2019)
- Machine Learning Methods Economists Should Know About
Research Papers, Stanford University, Graduate School of Business View citations (303)
Also in Papers, arXiv.org (2019) View citations (301)
- 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 Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics, Journal of Economic Literature, American Economic Association (2020) View citations (37) (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 Synthetic Difference-in-Differences, American Economic Review, American Economic Association (2021) View citations (163) (2021)
- The Role of the Propensity Score in Fixed Effect Models
Working Papers, CEMFI View citations (11)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (7)
- 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 (37)
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 (73)
See also Journal Article Approximate residual balancing: debiased inference of average treatment effects in high dimensions, Journal of the Royal Statistical Society Series B, Royal Statistical Society (2018) View citations (86) (2018)
- Comments On: Understanding and Misunderstanding Randomized Controlled Trails by Cartwright and Deaton
Research Papers, Stanford University, Graduate School of Business View citations (4)
- Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption
Research Papers, Stanford University, Graduate School of Business View citations (143)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (127) Papers, arXiv.org (2018) View citations (135)
See also Journal Article Design-based analysis in Difference-In-Differences settings with staggered adoption, Journal of Econometrics, Elsevier (2022) View citations (119) (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 (35)
See also Journal Article Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges, American Economic Review, American Economic Association (2017) View citations (35) (2017)
- Redefine Statistical Significance
Artefactual Field Experiments, The Field Experiments Website View citations (12)
See also Journal Article Redefine statistical significance, Nature Human Behaviour, Nature (2018) View citations (75) (2018)
2016
- Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis
NBER Working Papers, National Bureau of Economic Research, Inc View citations (174)
- Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing
Research Papers, Stanford University, Graduate School of Business View citations (11)
- 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 External Validity in Fuzzy Regression Discontinuity Designs, Journal of Business & Economic Statistics, Taylor & Francis Journals (2020) View citations (21) (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 Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching, Journal of Business & Economic Statistics, Taylor & Francis Journals (2020) View citations (2) (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 (29)
See also Journal Article The State of Applied Econometrics: Causality and Policy Evaluation, Journal of Economic Perspectives, American Economic Association (2017) View citations (453) (2017)
2015
- Exact P-Values for Network Interference
Research Papers, Stanford University, Graduate School of Business View citations (24)
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 (3)
See also Journal Article Exact p-Values for Network Interference, Journal of the American Statistical Association, Taylor & Francis Journals (2018) View citations (56) (2018)
- Identification and Inference With Many Invalid Instruments
Scholarly Articles, Harvard University Department of Economics View citations (46)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2011) View citations (10)
See also Journal Article Identification and Inference With Many Invalid Instruments, Journal of Business & Economic Statistics, Taylor & Francis Journals (2015) View citations (46) (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 Propensity score matching and subclassification in observational studies with multi‐level treatments, Biometrics, The International Biometric Society (2016) View citations (24) (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 (34)
- Instrumental Variables: An Econometrician's Perspective
NBER Working Papers, National Bureau of Economic Research, Inc View citations (70)
Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2014) View citations (70)
- Matching Methods in Practice: Three Examples
NBER Working Papers, National Bureau of Economic Research, Inc View citations (62)
Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2014) View citations (62)
See also Journal Article Matching Methods in Practice: Three Examples, Journal of Human Resources, University of Wisconsin Press (2015) View citations (239) (2015)
- Why High-order Polynomials Should not be Used in Regression Discontinuity Designs
NBER Working Papers, National Bureau of Economic Research, Inc View citations (221)
See also Journal Article Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs, Journal of Business & Economic Statistics, Taylor & Francis Journals (2019) View citations (377) (2019)
2013
- Why ask Why? Forward Causal Inference and Reverse Causal Questions
NBER Working Papers, National Bureau of Economic Research, Inc View citations (34)
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 Robust Standard Errors in Small Samples: Some Practical Advice, The Review of Economics and Statistics, MIT Press (2016) View citations (98) (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 (85)
Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2010) View citations (84)
- Clustering, Spatial Correlations and Randomization Inference
NBER Working Papers, National Bureau of Economic Research, Inc View citations (4)
See also Journal Article Clustering, Spatial Correlations, and Randomization Inference, Journal of the American Statistical Association, Taylor & Francis Journals (2012) View citations (84) (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 (166) IZA Discussion Papers, Institute of Labor Economics (IZA) (2009) View citations (122)
See also Journal Article Optimal Bandwidth Choice for the Regression Discontinuity Estimator, The Review of Economic Studies, Review of Economic Studies Ltd (2012) View citations (1006) (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 A Martingale Representation for Matching Estimators, Journal of the American Statistical Association, Taylor & Francis Journals (2012) View citations (29) (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 (225)
See also Journal Article Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009), Journal of Economic Literature, American Economic Association (2010) View citations (189) (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 Complementarity and aggregate implications of assortative matching: A nonparametric analysis, Quantitative Economics, Econometric Society (2014) View citations (29) (2014)
- Dealing with Limited Overlap in Estimation of Average Treatment Effects
Scholarly Articles, Harvard University Department of Economics View citations (365)
Also in Working Papers, University of Miami, Department of Economics (2007) View citations (18)
See also Journal Article Dealing with limited overlap in estimation of average treatment effects, Biometrika, Biometrika Trust (2009) View citations (386) (2009)
- Matching on the Estimated Propensity Score
NBER Working Papers, National Bureau of Economic Research, Inc View citations (28)
See also Journal Article Matching on the Estimated Propensity Score, Econometrica, Econometric Society (2016) View citations (230) (2016)
- Recent Developments in the Econometrics of Program Evaluation
Scholarly Articles, Harvard University Department of Economics View citations (2495)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2008) View citations (171) IZA Discussion Papers, Institute of Labor Economics (IZA) (2008) View citations (164) CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2008) View citations (164)
See also Journal Article Recent Developments in the Econometrics of Program Evaluation, Journal of Economic Literature, American Economic Association (2009) View citations (2511) (2009)
2008
- Nonparametric Tests for Treatment Effect Heterogeneity
Scholarly Articles, Harvard University Department of Economics View citations (73)
Also in Working Papers, University of Miami, Department of Economics (2006) View citations (2) IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) View citations (18) NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (2)
See also Journal Article Nonparametric Tests for Treatment Effect Heterogeneity, The Review of Economics and Statistics, MIT Press (2008) View citations (70) (2008)
- On the Failure of the Bootstrap for Matching Estimators
Scholarly Articles, Harvard University Department of Economics View citations (385)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (100)
See also Journal Article On the Failure of the Bootstrap for Matching Estimators, Econometrica, Econometric Society (2008) View citations (394) (2008)
- The Regression Discontinuity Design — Theory and Applications
Scholarly Articles, Harvard University Department of Economics View citations (12)
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 Working Papers, National Bureau of Economic Research, Inc View citations (118)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2007) View citations (122)
See also Journal Article Regression discontinuity designs: A guide to practice, Journal of Econometrics, Elsevier (2008) View citations (1773) (2008)
2006
- Discrete Choice Models with Multiple Unobserved Choice Characteristics
Levine's Bibliography, UCLA Department of Economics
See also Journal Article DISCRETE CHOICE MODELS WITH MULTIPLE UNOBSERVED CHOICE CHARACTERISTICS, International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association (2007) View citations (22) (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 Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Reanalysis of the California GAIN Program, Journal of Labor Economics, University of Chicago Press (2006) View citations (94) (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 (22)
- 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 (74)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (74) IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) View citations (74)
- Re-Employment Probabilities over the Business Cycle
IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (38)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (1993) View citations (11)
See also Journal Article Re-employment probabilities over the business cycle, Portuguese Economic Journal, Springer (2006) View citations (39) (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 Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity, Econometrica, Econometric Society (2009) View citations (431) (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 Confidence Intervals for Partially Identified Parameters, Econometrica, Econometric Society (2004) View citations (386) (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 Identification and Inference in Nonlinear Difference-in-Differences Models, Econometrica, Econometric Society (2006) View citations (513) (2006)
- Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (78)
See also Journal Article Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review, The Review of Economics and Statistics, MIT Press (2004) View citations (1520) (2004)
2002
- Simple and Bias-Corrected Matching Estimators for Average Treatment Effects
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (288)
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 Bias from Classical and Other Forms of Measurement Error, Journal of Business & Economic Statistics, American Statistical Association (2001) View citations (114) (2001)
- Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
Econometric Society World Congress 2000 Contributed Papers, Econometric Society View citations (36)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2000) View citations (54)
See also Journal Article Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score, Econometrica, Econometric Society (2003) View citations (1156) (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)
- 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 Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings, Econometrica, Econometric Society (2002) View citations (445) (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 (77)
1998
- Combining Panel Data Sets with Attrition and Refreshment Samples
Tinbergen Institute Discussion Papers, Tinbergen Institute View citations (7)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (1998) View citations (7)
See also Journal Article Combining Panel Data Sets with Attrition and Refreshment Samples, Econometrica, Econometric Society (2001) View citations (79) (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 Imposing Moment Restrictions From Auxiliary Data By Weighting, The Review of Economics and Statistics, MIT Press (1999) View citations (66) (1999)
- Nonparametric Applications of Bayesian Inference
Scholarly Articles, Harvard University Department of Economics
Also in Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1996) View citations (1) NBER Technical Working Papers, National Bureau of Economic Research, Inc (1996)
See also Journal Article Nonparametric Applications of Bayesian Inference, Journal of Business & Economic Statistics, American Statistical Association (2003) View citations (75) (2003)
1995
- Average Causal Response with Variable Treatment Intensity
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (25)
Also in Working Papers, Tilburg - Center for Economic Research (1992) View citations (29) Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1992) View citations (1) Discussion Paper, Tilburg University, Center for Economic Research (1992) View citations (1)
- Identification and Estimation of Local Average Treatment Effects
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (66)
See also Journal Article Identification and Estimation of Local Average Treatment Effects, Econometrica, Econometric Society (1994) View citations (2628) (1994)
- Information Theoretic Approaches to Inference in Moment Condition Models
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)
Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (1995) View citations (3) Economics Papers, Economics Group, Nuffield College, University of Oxford View citations (3) Economics Papers, Economics Group, Nuffield College, University of Oxford (1995) View citations (2)
See also Journal Article Information Theoretic Approaches to Inference in Moment Condition Models, Econometrica, Econometric Society (1998) View citations (237) (1998)
- Jackknife Instrumental Variables Estimation
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (9)
See also Journal Article Jackknife Instrumental Variables Estimation, Journal of Applied Econometrics, John Wiley & Sons, Ltd. (1999) View citations (185) (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) Discussion Paper, Tilburg University, Center for Economic Research (1993)
See also Journal Article Case-control studies with contaminated controls, Journal of Econometrics, Elsevier (1996) View citations (38) (1996)
- Evaluating the Cost of Conscription in the Netherlands
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
Also in Working Papers, C.V. Starr Center for Applied Economics, New York University (1993) View citations (1)
See also Journal Article Evaluating the Cost of Conscription in The Netherlands, Journal of Business & Economic Statistics, American Statistical Association (1995) View citations (112) (1995)
- Identification of Causal Effects Using Instrumental Variables
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (136)
- 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 Discussion Paper, Tilburg University, Center for Economic Research (1990) Working Papers, Tilburg - Center for Economic Research (1990)
See also Journal Article An Efficient Method of Moments Estimator for Discrete Choice Models with Choice-Based Sampling, Econometrica, Econometric Society (1992) View citations (88) (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 Combining Micro and Macro Data in Microeconometric Models, The Review of Economic Studies, Review of Economic Studies Ltd (1994) View citations (134) (1994)
- EFFICIENT ESTIMATION AND STRATIFIED SAMPLING
Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
Also in Working Papers, Tilburg - Center for Economic Research (1991) View citations (8) Discussion Paper, Tilburg University, Center for Economic Research (1991) View citations (1)
See also Journal Article Efficient estimation and stratified sampling, Journal of Econometrics, Elsevier (1996) View citations (45) (1996)
- Sources of Identifying Information in Evaluation Models
NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (33)
Also in Working Papers, Tilburg - Center for Economic Research (1991) View citations (32) Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1991) View citations (26) Discussion Paper, Tilburg University, Center for Economic Research (1991) View citations (32)
1989
- Duration models with time-varying coefficients
Research Memorandum, Tilburg University, School of Economics and Management
- Efficient estimation of choice-based sample methods with the method of moments
Research Memorandum, Tilburg University, School of Economics and Management
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 (119)
See also Working Paper Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption, Research Papers (2018) View citations (143) (2018)
2021
- Matrix Completion Methods for Causal Panel Data Models
Journal of the American Statistical Association, 2021, 116, (536), 1716-1730 View citations (83)
See also Working Paper Matrix Completion Methods for Causal Panel Data Models, Papers (2022) View citations (25) (2022)
- Statistical Significance, p-Values, and the Reporting of Uncertainty
Journal of Economic Perspectives, 2021, 35, (3), 157-74 View citations (23)
- Synthetic Difference-in-Differences
American Economic Review, 2021, 111, (12), 4088-4118 View citations (163)
See also Working Paper Synthetic Difference In Differences, NBER Working Papers (2019) View citations (42) (2019)
2020
- External Validity in Fuzzy Regression Discontinuity Designs
Journal of Business & Economic Statistics, 2020, 38, (3), 593-612 View citations (21)
See also Working Paper External Validity in Fuzzy Regression Discontinuity Designs, LIDAM Discussion Papers CORE (2016) View citations (5) (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 Identification and Efficiency Bounds for the Average Match Function under Conditionally Exogenous Matching, NBER Working Papers (2016) (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 (37)
See also Working Paper Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics, NBER Working Papers (2019) View citations (11) (2019)
- Sampling‐Based versus Design‐Based Uncertainty in Regression Analysis
Econometrica, 2020, 88, (1), 265-296 View citations (95)
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 (27)
See also Working Paper Ensemble Methods for Causal Effects in Panel Data Settings, NBER Working Papers (2019) View citations (28) (2019)
- Machine Learning Methods That Economists Should Know About
Annual Review of Economics, 2019, 11, (1), 685-725 View citations (329)
- Optimized Regression Discontinuity Designs
The Review of Economics and Statistics, 2019, 101, (2), 264-278 View citations (35)
- Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs
Journal of Business & Economic Statistics, 2019, 37, (3), 447-456 View citations (377)
See also Working Paper Why High-order Polynomials Should not be Used in Regression Discontinuity Designs, NBER Working Papers (2014) View citations (221) (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 (86)
See also Working Paper Approximate Residual Balancing: De-Biased Inference of Average Treatment Effects in High Dimensions, Papers (2018) View citations (73) (2018)
- Exact p-Values for Network Interference
Journal of the American Statistical Association, 2018, 113, (521), 230-240 View citations (56)
See also Working Paper Exact P-Values for Network Interference, Research Papers (2015) View citations (24) (2015)
- Redefine statistical significance
Nature Human Behaviour, 2018, 2, (1), 6-10 View citations (75)
See also Working Paper Redefine Statistical Significance, Artefactual Field Experiments (2017) View citations (12) (2017)
2017
- Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
American Economic Review, 2017, 107, (5), 278-81 View citations (35)
See also Working Paper Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges, Papers (2017) View citations (35) (2017)
- The State of Applied Econometrics: Causality and Policy Evaluation
Journal of Economic Perspectives, 2017, 31, (2), 3-32 View citations (453)
See also Working Paper The State of Applied Econometrics - Causality and Policy Evaluation, Papers (2016) View citations (29) (2016)
2016
- Matching on the Estimated Propensity Score
Econometrica, 2016, 84, 781-807 View citations (230)
See also Working Paper Matching on the Estimated Propensity Score, NBER Working Papers (2009) View citations (28) (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 Propensity Score Matching and Subclassification in Observational Studies with Multi-level Treatments, Research Papers (2015) (2015)
- Robust Standard Errors in Small Samples: Some Practical Advice
The Review of Economics and Statistics, 2016, 98, (4), 701-712 View citations (98)
See also Working Paper Robust Standard Errors in Small Samples: Some Practical Advice, NBER Working Papers (2012) View citations (32) (2012)
2015
- A Measure of Robustness to Misspecification
American Economic Review, 2015, 105, (5), 476-80 View citations (21)
- Identification and Inference With Many Invalid Instruments
Journal of Business & Economic Statistics, 2015, 33, (4), 474-484 View citations (46)
See also Working Paper Identification and Inference With Many Invalid Instruments, Scholarly Articles (2015) View citations (46) (2015)
- Matching Methods in Practice: Three Examples
Journal of Human Resources, 2015, 50, (2), 373-419 View citations (239)
See also Working Paper Matching Methods in Practice: Three Examples, NBER Working Papers (2014) View citations (62) (2014)
2014
- Complementarity and aggregate implications of assortative matching: A nonparametric analysis
Quantitative Economics, 2014, 5, 29-66 View citations (29)
See also Working Paper Complementarity and Aggregate Implications of Assortative Matching: A Nonparametric Analysis, NBER Working Papers (2009) View citations (12) (2009)
- Inference for Misspecified Models With Fixed Regressors
Journal of the American Statistical Association, 2014, 109, (508), 1601-1614 View citations (21)
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 (261)
2012
- A Martingale Representation for Matching Estimators
Journal of the American Statistical Association, 2012, 107, (498), 833-843 View citations (29)
See also Working Paper A Martingale Representation for Matching Estimators, IZA Discussion Papers (2009) View citations (1) (2009)
- Clustering, Spatial Correlations, and Randomization Inference
Journal of the American Statistical Association, 2012, 107, (498), 578-591 View citations (84)
See also Working Paper Clustering, Spatial Correlations and Randomization Inference, NBER Working Papers (2010) View citations (4) (2010)
- Optimal Bandwidth Choice for the Regression Discontinuity Estimator
The Review of Economic Studies, 2012, 79, (3), 933-959 View citations (1006)
See also Working Paper Optimal bandwidth choice for the regression discontinuity estimator, CeMMAP working papers (2010) View citations (27) (2010)
2011
- Bias-Corrected Matching Estimators for Average Treatment Effects
Journal of Business & Economic Statistics, 2011, 29, (1), 1-11 View citations (561)
Also in Journal of Business & Economic Statistics, 2011, 29, (1), 1-11 (2011) View citations (535)
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 (189)
See also Working Paper Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009), NBER Working Papers (2009) View citations (225) (2009)
2009
- Choosing instrumental variables in conditional moment restriction models
Journal of Econometrics, 2009, 152, (1), 28-36 View citations (52)
- Dealing with limited overlap in estimation of average treatment effects
Biometrika, 2009, 96, (1), 187-199 View citations (386)
See also Working Paper Dealing with Limited Overlap in Estimation of Average Treatment Effects, Scholarly Articles (2009) View citations (365) (2009)
- Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity
Econometrica, 2009, 77, (5), 1481-1512 View citations (431)
See also Working Paper Identification and Estimation of Triangular Simultaneous Equations Models without Additivity, Econometric Society 2004 North American Summer Meetings (2004) View citations (8) (2004)
- Recent Developments in the Econometrics of Program Evaluation
Journal of Economic Literature, 2009, 47, (1), 5-86 View citations (2511)
See also Working Paper Recent Developments in the Econometrics of Program Evaluation, Scholarly Articles (2009) View citations (2495) (2009)
2008
- Estimation of the Conditional Variance in Paired Experiments
Annals of Economics and Statistics, 2008, (91-92), 175-187 View citations (15)
- Nonparametric Tests for Treatment Effect Heterogeneity
The Review of Economics and Statistics, 2008, 90, (3), 389-405 View citations (70)
See also Working Paper Nonparametric Tests for Treatment Effect Heterogeneity, Scholarly Articles (2008) View citations (73) (2008)
- On the Failure of the Bootstrap for Matching Estimators
Econometrica, 2008, 76, (6), 1537-1557 View citations (394)
See also Working Paper On the Failure of the Bootstrap for Matching Estimators, Scholarly Articles (2008) View citations (385) (2008)
- Regression discontinuity designs: A guide to practice
Journal of Econometrics, 2008, 142, (2), 615-635 View citations (1773)
See also Working Paper Regression Discontinuity Designs: A Guide to Practice, NBER Working Papers (2007) View citations (118) (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 Discrete Choice Models with Multiple Unobserved Choice Characteristics, Levine's Bibliography (2006) (2006)
- Instrumental variable estimation of nonseparable models
Journal of Econometrics, 2007, 139, (1), 4-14 View citations (135)
- 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 Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Re-Analysis of the California GAIN Program, NBER Working Papers (2006) View citations (94) (2006)
- Identification and Inference in Nonlinear Difference-in-Differences Models
Econometrica, 2006, 74, (2), 431-497 View citations (513)
See also Working Paper Identification and Inference in Nonlinear Difference-in-Differences Models, Levine's Working Paper Archive (2003) View citations (2) (2003)
- Large Sample Properties of Matching Estimators for Average Treatment Effects
Econometrica, 2006, 74, (1), 235-267 View citations (1251)
- Re-employment probabilities over the business cycle
Portuguese Economic Journal, 2006, 5, (2), 111-134 View citations (39)
See also Working Paper Re-Employment Probabilities over the Business Cycle, IZA Discussion Papers (2006) View citations (38) (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 (96)
- 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 (52)
2004
- Confidence Intervals for Partially Identified Parameters
Econometrica, 2004, 72, (6), 1845-1857 View citations (386)
See also Working Paper Confidence intervals for partially identified parameters, CeMMAP working papers (2003) View citations (7) (2003)
- Implementing matching estimators for average treatment effects in Stata
Stata Journal, 2004, 4, (3), 290-311 View citations (707)
- Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review
The Review of Economics and Statistics, 2004, 86, (1), 4-29 View citations (1520)
See also Working Paper Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review, NBER Technical Working Papers (2003) View citations (78) (2003)
- Random Effects Estimators with many Instrumental Variables
Econometrica, 2004, 72, (1), 295-306 View citations (41)
2003
- Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
Econometrica, 2003, 71, (4), 1161-1189 View citations (1156)
See also Working Paper Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score, Econometric Society World Congress 2000 Contributed Papers (2000) View citations (36) (2000)
- Empirical likelihood estimation and consistent tests with conditional moment restrictions
Journal of Econometrics, 2003, 117, (1), 55-93 View citations (118)
- Nonparametric Applications of Bayesian Inference
Journal of Business & Economic Statistics, 2003, 21, (1), 12-18 View citations (75)
See also Working Paper Nonparametric Applications of Bayesian Inference, Scholarly Articles (1996) (1996)
- Sensitivity to Exogeneity Assumptions in Program Evaluation
American Economic Review, 2003, 93, (2), 126-132 View citations (168)
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 (36)
- Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings
Econometrica, 2002, 70, (1), 91-117 View citations (445)
See also Working Paper Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings, Working papers (1999) View citations (5) (1999)
2001
- Bias from Classical and Other Forms of Measurement Error
Journal of Business & Economic Statistics, 2001, 19, (4), 475-81 View citations (114)
See also Working Paper Bias from Classical and Other Forms of Measurement Error, NBER Technical Working Papers (2000) View citations (18) (2000)
- Combining Panel Data Sets with Attrition and Refreshment Samples
Econometrica, 2001, 69, (6), 1645-1659 View citations (79)
See also Working Paper Combining Panel Data Sets with Attrition and Refreshment Samples, Tinbergen Institute Discussion Papers (1998) View citations (7) (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 (344)
- 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
The Review of Economic Studies, 2000, 67, (3), 499-527 View citations (217)
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 Imposing Moment Restrictions from Auxiliary Data by Weighting, NBER Technical Working Papers (1996) View citations (6) (1996)
- Jackknife Instrumental Variables Estimation
Journal of Applied Econometrics, 1999, 14, (1), 57-67 View citations (185)
See also Working Paper Jackknife Instrumental Variables Estimation, NBER Technical Working Papers (1995) View citations (9) (1995)
1998
- Information Theoretic Approaches to Inference in Moment Condition Models
Econometrica, 1998, 66, (2), 333-358 View citations (237)
See also Working Paper Information Theoretic Approaches to Inference in Moment Condition Models, Harvard Institute of Economic Research Working Papers (1995) View citations (2) (1995)
1997
- Estimating Outcome Distributions for Compliers in Instrumental Variables Models
The Review of Economic Studies, 1997, 64, (4), 555-574 View citations (253)
- One-Step Estimators for Over-Identified Generalized Method of Moments Models
The Review of Economic Studies, 1997, 64, (3), 359-383 View citations (114)
1996
- Case-control studies with contaminated controls
Journal of Econometrics, 1996, 71, (1-2), 145-160 View citations (38)
See also Working Paper Case-Control Studies with Contaminated Controls, Working Papers (1993) (1993)
- Efficient estimation and stratified sampling
Journal of Econometrics, 1996, 74, (2), 289-318 View citations (45)
See also Working Paper EFFICIENT ESTIMATION AND STRATIFIED SAMPLING, Harvard Institute of Economic Research Working Papers (1991) View citations (1) (1991)
1995
- Evaluating the Cost of Conscription in The Netherlands
Journal of Business & Economic Statistics, 1995, 13, (2), 207-15 View citations (112)
See also Working Paper Evaluating the Cost of Conscription in the Netherlands, Harvard Institute of Economic Research Working Papers (1993) View citations (1) (1993)
- Optimal stock/flow panels
Journal of Econometrics, 1995, 66, (1-2), 325-348
1994
- Combining Micro and Macro Data in Microeconometric Models
The Review of Economic Studies, 1994, 61, (4), 655-680 View citations (134)
See also Working Paper Combining Micro and Macro Data in Microeconometric Models, Harvard Institute of Economic Research Working Papers (1991) View citations (7) (1991)
- Identification and Estimation of Local Average Treatment Effects
Econometrica, 1994, 62, (2), 467-75 View citations (2628)
See also Working Paper Identification and Estimation of Local Average Treatment Effects, NBER Technical Working Papers (1995) View citations (66) (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 (88)
See also Working Paper AN EFFICIENT METHOD OF MOMENTS ESTIMATOR FOR DISCRETE CHOICE MODELS WITH CHOICE-BASED SAMPLING, Harvard Institute of Economic Research Working Papers (1991) View citations (3) (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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