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Details about Guido Imbens

E-mail:
Homepage:http://elsa.berkeley.edu/~imbens/
Phone:650-642-5843
Postal address:department of economics 661 Evans Hall #3880 UC Berkeley Berkeley, CA 94720-3880 USA
Workplace:Graduate School of Business, Stanford University, (more information at EDIRC)
National Bureau of Economic Research (NBER), (more information at EDIRC)

Access statistics for papers by Guido Imbens.

Last updated 2022-01-09. Update your information in the RePEc Author Service.

Short-id: pim4


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Working Papers

2023

  1. A Design-Based Perspective on Synthetic Control Methods
    Papers, arXiv.org Downloads View citations (4)
  2. Design-Robust Two-Way-Fixed-Effects Regression For Panel Data
    Papers, arXiv.org Downloads View citations (3)
  3. Fixed Effects and the Generalized Mundlak Estimator
    Papers, arXiv.org Downloads View citations (2)
  4. Optimal Experimental Design for Staggered Rollouts
    Papers, arXiv.org Downloads
    Also in Research Papers, Stanford University, Graduate School of Business (2019) View citations (11)
  5. Semiparametric Estimation of Treatment Effects in Randomized Experiments
    Papers, arXiv.org Downloads View citations (1)
    Also in Research Papers, Stanford University, Graduate School of Business (2021) Downloads View citations (1)
    NBER Working Papers, National Bureau of Economic Research, Inc (2021) Downloads View citations (1)

2022

  1. Doubly Robust Identification for Causal Panel Data Models
    Papers, arXiv.org Downloads View citations (7)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2021) Downloads View citations (5)
  2. Efficient Treatment Effect Estimation in Observational Studies under Heterogeneous Partial Interference
    Papers, arXiv.org Downloads View citations (2)
  3. Matrix Completion Methods for Causal Panel Data Models
    Papers, arXiv.org Downloads View citations (25)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) Downloads View citations (38)

    See also Journal Article in Journal of the American Statistical Association (2021)
  4. When Should You Adjust Standard Errors for Clustering?
    Papers, arXiv.org Downloads View citations (536)
    Also in Research Papers, Stanford University, Graduate School of Business (2017) Downloads View citations (690)
    NBER Working Papers, National Bureau of Economic Research, Inc (2017) Downloads View citations (690)

2021

  1. Causality in econometrics: methods in conversation with practice
    Nobel Prize in Economics documents, Nobel Prize Committee Downloads
  2. Controlling for Unmeasured Confounding in Panel Data Using Minimal Bridge Functions: From Two-Way Fixed Effects to Factor Models
    Papers, arXiv.org Downloads View citations (7)
  3. Covariate Balancing Sensitivity Analysis for Extrapolating Randomized Trials across Locations
    Papers, arXiv.org Downloads View citations (6)
  4. Multiple Randomization Designs
    Papers, arXiv.org Downloads View citations (5)

2020

  1. Combining Experimental and Observational Data to Estimate Treatment Effects on Long Term Outcomes
    Papers, arXiv.org Downloads View citations (12)
  2. Estimating Treatment Effects using Multiple Surrogates: The Role of the Surrogate Score and the Surrogate Index
    Papers, arXiv.org Downloads View citations (7)
  3. Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
    Papers, arXiv.org Downloads
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2019) Downloads View citations (14)

2019

  1. Ensemble Methods for Causal Effects in Panel Data Settings
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (26)
    Also in Papers, arXiv.org (2019) Downloads View citations (25)

    See also Journal Article in AEA Papers and Proceedings (2019)
  2. Machine Learning Methods Economists Should Know About
    Papers, arXiv.org Downloads View citations (280)
    Also in Research Papers, Stanford University, Graduate School of Business (2019) Downloads View citations (282)
  3. Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (11)
    See also Journal Article in Journal of Economic Literature (2020)
  4. Sampling-based vs. Design-based Uncertainty in Regression Analysis
    Papers, arXiv.org Downloads View citations (6)
    Also in Research Papers, Stanford University, Graduate School of Business (2017) Downloads View citations (14)
  5. Synthetic Difference In Differences
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (42)
    Also in Working Papers, CEMFI (2019) Downloads View citations (35)

    See also Journal Article in American Economic Review (2021)
  6. The Role of the Propensity Score in Fixed Effect Models
    Working Papers, CEMFI Downloads View citations (10)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) Downloads View citations (5)
  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 Downloads View citations (27)

2018

  1. A Causal Bootstrap
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (2)
  2. Approximate Residual Balancing: De-Biased Inference of Average Treatment Effects in High Dimensions
    Papers, arXiv.org Downloads View citations (71)
    See also Journal Article in Journal of the Royal Statistical Society Series B (2018)
  3. Comments On: Understanding and Misunderstanding Randomized Controlled Trails by Cartwright and Deaton
    Research Papers, Stanford University, Graduate School of Business Downloads View citations (3)
  4. Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (121)
    Also in Papers, arXiv.org (2018) Downloads View citations (129)
    Research Papers, Stanford University, Graduate School of Business (2018) Downloads View citations (137)

    See also Journal Article in Journal of Econometrics (2022)
  5. Estimation Considerations in Contextual Bandits
    Papers, arXiv.org Downloads View citations (2)

2017

  1. Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
    Papers, arXiv.org Downloads View citations (28)
    See also Journal Article in American Economic Review (2017)
  2. Redefine Statistical Significance
    Artefactual Field Experiments, The Field Experiments Website Downloads View citations (12)
    See also Journal Article in Nature Human Behaviour (2018)

2016

  1. Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (162)
  2. Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing
    Research Papers, Stanford University, Graduate School of Business Downloads View citations (10)
  3. External Validity in Fuzzy Regression Discontinuity Designs
    LIDAM Discussion Papers CORE, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE) Downloads View citations (5)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) Downloads View citations (54)

    See also Journal Article in Journal of Business & Economic Statistics (2020)
  4. Identification and Efficiency Bounds for the Average Match Function under Conditionally Exogenous Matching
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads
    Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2016) Downloads

    See also Journal Article in Journal of Business & Economic Statistics (2020)
  5. The Econometrics of Randomized Experiments
    Papers, arXiv.org Downloads View citations (32)
  6. The State of Applied Econometrics - Causality and Policy Evaluation
    Papers, arXiv.org Downloads View citations (27)
    See also Journal Article in Journal of Economic Perspectives (2017)

2015

  1. Exact P-Values for Network Interference
    Research Papers, Stanford University, Graduate School of Business Downloads View citations (3)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2015) Downloads View citations (20)
    Research Papers, Stanford University, Graduate School of Business (2015) Downloads View citations (24)

    See also Journal Article in Journal of the American Statistical Association (2018)
  2. Identification and Inference With Many Invalid Instruments
    Scholarly Articles, Harvard University Department of Economics Downloads View citations (44)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2011) Downloads View citations (10)

    See also Journal Article in Journal of Business & Economic Statistics (2015)
  3. Machine Learning for Estimating Heterogeneous Causal Effects
    Research Papers, Stanford University, Graduate School of Business Downloads View citations (46)
  4. Propensity Score Matching and Subclassification in Observational Studies with Multi-level Treatments
    Research Papers, Stanford University, Graduate School of Business Downloads
    See also Journal Article in Biometrics (2016)
  5. Recursive Partitioning for Heterogeneous Causal Effects
    Papers, arXiv.org Downloads View citations (6)

2014

  1. Finite Population Causal Standard Errors
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (30)
  2. Instrumental Variables: An Econometrician's Perspective
    IZA Discussion Papers, Institute of Labor Economics (IZA) Downloads View citations (65)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) Downloads View citations (65)
  3. Matching Methods in Practice: Three Examples
    IZA Discussion Papers, Institute of Labor Economics (IZA) Downloads View citations (62)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) Downloads View citations (62)

    See also Journal Article in Journal of Human Resources (2015)
  4. Why High-order Polynomials Should not be Used in Regression Discontinuity Designs
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (220)
    See also Journal Article in Journal of Business & Economic Statistics (2019)

2013

  1. Why ask Why? Forward Causal Inference and Reverse Causal Questions
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (33)

2012

  1. Robust Standard Errors in Small Samples: Some Practical Advice
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (32)
    See also Journal Article in The Review of Economics and Statistics (2016)

2011

  1. Robust Inference for Misspecified Models Conditional on Covariates
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (3)

2010

  1. An Empirical Model for Strategic Network Formation
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (83)
    Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2010) Downloads View citations (82)
  2. Clustering, Spatial Correlations and Randomization Inference
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (4)
    See also Journal Article in Journal of the American Statistical Association (2012)
  3. Measuring the Effects of Segregation in the Presence of Social Spillovers: A Nonparametric Approach
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (38)
  4. Optimal bandwidth choice for the regression discontinuity estimator
    CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies Downloads View citations (27)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2009) Downloads View citations (164)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2009) Downloads View citations (120)

    See also Journal Article in Review of Economic Studies (2012)

2009

  1. A Martingale Representation for Matching Estimators
    IZA Discussion Papers, Institute of Labor Economics (IZA) Downloads View citations (1)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2009) Downloads View citations (1)

    See also Journal Article in Journal of the American Statistical Association (2012)
  2. Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (224)
    See also Journal Article in Journal of Economic Literature (2010)
  3. Complementarity and Aggregate Implications of Assortative Matching: A Nonparametric Analysis
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (12)
    See also Journal Article in Quantitative Economics (2014)
  4. Dealing with Limited Overlap in Estimation of Average Treatment Effects
    Scholarly Articles, Harvard University Department of Economics Downloads View citations (343)
    Also in Working Papers, University of Miami, Department of Economics (2007) Downloads View citations (18)

    See also Journal Article in Biometrika (2009)
  5. Matching on the Estimated Propensity Score
    NBER Working Papers, National Bureau of Economic Research, Inc Downloads View citations (28)
    See also Journal Article in Econometrica (2016)
  6. Recent Developments in the Econometrics of Program Evaluation
    Scholarly Articles, Harvard University Department of Economics Downloads View citations (2365)
    Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2008) Downloads View citations (160)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2008) Downloads View citations (160)
    NBER Working Papers, National Bureau of Economic Research, Inc (2008) Downloads View citations (166)

    See also Journal Article in Journal of Economic Literature (2009)

2008

  1. Nonparametric Tests for Treatment Effect Heterogeneity
    Scholarly Articles, Harvard University Department of Economics Downloads View citations (69)
    Also in Working Papers, University of Miami, Department of Economics (2006) Downloads View citations (2)
    NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) Downloads View citations (2)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) Downloads View citations (18)

    See also Journal Article in The Review of Economics and Statistics (2008)
  2. On the Failure of the Bootstrap for Matching Estimators
    Scholarly Articles, Harvard University Department of Economics Downloads View citations (376)
    Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) Downloads View citations (99)

    See also Journal Article in Econometrica (2008)
  3. The Regression Discontinuity Design — Theory and Applications
    Scholarly Articles, Harvard University Department of Economics Downloads View citations (11)

2007

  1. Estimating average treatment effects in Stata
    West Coast Stata Users' Group Meetings 2007, Stata Users Group Downloads View citations (7)
  2. Regression Discontinuity Designs: A Guide to Practice
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (121)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2007) Downloads View citations (117)

    See also Journal Article in Journal of Econometrics (2008)

2006

  1. Discrete Choice Models with Multiple Unobserved Choice Characteristics
    Levine's Bibliography, UCLA Department of Economics Downloads
    See also Journal Article in International Economic Review (2007)
  2. 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 Downloads View citations (94)
    See also Journal Article in Journal of Labor Economics (2006)
  3. Matching methods for estimating treatment effects using Stata
    North American Stata Users' Group Meetings 2006, Stata Users Group Downloads View citations (1)
  4. 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)
  5. Moving the Goalposts: Addressing Limited Overlap in Estimation of Average Treatment Effects by Changing the Estimand
    Working Papers, University of Miami, Department of Economics Downloads View citations (71)
    Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) Downloads View citations (71)
    NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) Downloads View citations (71)
  6. Re-Employment Probabilities over the Business Cycle
    IZA Discussion Papers, Institute of Labor Economics (IZA) Downloads View citations (37)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (1993) Downloads View citations (11)

    See also Journal Article in Portuguese Economic Journal (2006)

2004

  1. Identification and Estimation of Triangular Simultaneous Equations Models without Additivity
    Econometric Society 2004 North American Summer Meetings, Econometric Society Downloads View citations (8)
    Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2002) Downloads View citations (29)

    See also Journal Article in Econometrica (2009)

2003

  1. Confidence intervals for partially identified parameters
    CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies Downloads View citations (7)
    See also Journal Article in Econometrica (2004)
  2. Identification and Inference in Nonlinear Difference-in-Differences Models
    Levine's Working Paper Archive, David K. Levine Downloads View citations (2)
    Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2002) Downloads View citations (24)

    See also Journal Article in Econometrica (2006)
  3. Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (71)
    See also Journal Article in The Review of Economics and Statistics (2004)

2002

  1. Simple and Bias-Corrected Matching Estimators for Average Treatment Effects
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (285)

2001

  1. The Long-Term Gains from GAIN A Re-Analysis of the Impacts of the California GAIN Program
    Working Papers, RAND Corporation Downloads View citations (3)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2000) Downloads View citations (44)

2000

  1. Bias from Classical and Other Forms of Measurement Error
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (18)
    See also Journal Article in Journal of Business & Economic Statistics (2001)
  2. Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (54)
    Also in Econometric Society World Congress 2000 Contributed Papers, Econometric Society (2000) Downloads View citations (36)

    See also Journal Article in Econometrica (2003)
  3. The Analysis of Randomized Experiments with Missing Data
    Discussion Papers, Resources for the Future Downloads
    Also in RFF Working Paper Series, Resources for the Future (2000) Downloads View citations (1)

1999

  1. 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 Downloads View citations (27)
    Also in Discussion Paper, Tilburg University, Center for Economic Research (1999) Downloads View citations (25)
    Other publications TiSEM, Tilburg University, School of Economics and Management (1999) Downloads View citations (23)
  2. 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)
  3. Predicting the Efficacy of Future Training Programs Using Past Experiences
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (37)
  4. The Role of the Propensity Score in Estimating Dose-Response Functions
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (76)

1998

  1. Combining Panel Data Sets with Attrition and Refreshment Samples
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (7)
    Also in Tinbergen Institute Discussion Papers, Tinbergen Institute (1998) Downloads View citations (7)

    See also Journal Article in Econometrica (2001)
  2. Instrumental Variables Estimation of Quantile Treatment Effects
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (21)

1996

  1. Hierarchical Bayes Models with Many Instrumental Variables
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (15)
    Also in Scholarly Articles, Harvard University Department of Economics (1996) Downloads View citations (15)
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1996) View citations (14)
  2. Imposing Moment Restrictions from Auxiliary Data by Weighting
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (6)
    See also Journal Article in The Review of Economics and Statistics (1999)
  3. 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) Downloads
    NBER Technical Working Papers, National Bureau of Economic Research, Inc (1996) Downloads

    See also Journal Article in Journal of Business & Economic Statistics (2003)

1995

  1. Average Causal Response with Variable Treatment Intensity
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (25)
    Also in Discussion Paper, Tilburg University, Center for Economic Research (1992) Downloads 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)
  2. Identification and Estimation of Local Average Treatment Effects
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (62)
    See also Journal Article in Econometrica (1994)
  3. Information Theoretic Approaches to Inference in Moment Condition Models
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads 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 Downloads 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)
  4. Jackknife Instrumental Variables Estimation
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (9)
    See also Journal Article in Journal of Applied Econometrics (1999)
  5. Non-Parametric Demand Analysis with an Application to the Demand for Fish
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (9)
  6. Semiparametric Applications of Bayesian Influence
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)

1993

  1. A New Approach to Generalized Method on Moments Estimation
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)
  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) Downloads
    Discussion Paper, Tilburg University, Center for Economic Research (1993) Downloads

    See also Journal Article in Journal of Econometrics (1996)
  3. 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)
  4. Identification of Causal Effects Using Instrumental Variables
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads View citations (134)
  5. Raking and Regression
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)

1992

  1. 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

  1. 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) Downloads
    Other publications TiSEM, Tilburg University, School of Economics and Management (1990) Downloads

    See also Journal Article in Econometrica (1992)
  2. 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)
  3. 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) Downloads View citations (1)
    Working Papers, Tilburg - Center for Economic Research (1991) View citations (8)

    See also Journal Article in Journal of Econometrics (1996)
  4. Sources of Identifying Information in Evaluation Models
    NBER Technical Working Papers, National Bureau of Economic Research, Inc Downloads 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) Downloads View citations (26)
    Working Papers, Tilburg - Center for Economic Research (1991) View citations (32)
    Discussion Paper, Tilburg University, Center for Economic Research (1991) Downloads View citations (31)

1989

  1. Duration models with time-varying coefficients
    Other publications TiSEM, Tilburg University, School of Economics and Management Downloads
    Also in Research Memorandum, Tilburg University, School of Economics and Management (1989) Downloads
  2. Efficient estimation of choice-based sample methods with the method of moments
    Other publications TiSEM, Tilburg University, School of Economics and Management Downloads
    Also in Research Memorandum, Tilburg University, School of Economics and Management (1989) Downloads

Undated

  1. Standards for Regression Discontinuity Designs
    Mathematica Policy Research Reports, Mathematica Policy Research Downloads View citations (3)

Journal Articles

2022

  1. Design-based analysis in Difference-In-Differences settings with staggered adoption
    Journal of Econometrics, 2022, 226, (1), 62-79 Downloads View citations (78)
    See also Working Paper (2018)

2021

  1. Matrix Completion Methods for Causal Panel Data Models
    Journal of the American Statistical Association, 2021, 116, (536), 1716-1730 Downloads View citations (54)
    See also Working Paper (2022)
  2. Statistical Significance, p-Values, and the Reporting of Uncertainty
    Journal of Economic Perspectives, 2021, 35, (3), 157-74 Downloads View citations (18)
  3. Synthetic Difference-in-Differences
    American Economic Review, 2021, 111, (12), 4088-4118 Downloads View citations (77)
    See also Working Paper (2019)

2020

  1. External Validity in Fuzzy Regression Discontinuity Designs
    Journal of Business & Economic Statistics, 2020, 38, (3), 593-612 Downloads View citations (17)
    See also Working Paper (2016)
  2. Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching
    Journal of Business & Economic Statistics, 2020, 38, (2), 303-316 Downloads View citations (2)
    See also Working Paper (2016)
  3. Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
    Journal of Economic Literature, 2020, 58, (4), 1129-79 Downloads View citations (26)
    See also Working Paper (2019)
  4. Sampling‐Based versus Design‐Based Uncertainty in Regression Analysis
    Econometrica, 2020, 88, (1), 265-296 Downloads View citations (62)

2019

  1. 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 Downloads
  2. Ensemble Methods for Causal Effects in Panel Data Settings
    AEA Papers and Proceedings, 2019, 109, 65-70 Downloads View citations (25)
    See also Working Paper (2019)
  3. Machine Learning Methods That Economists Should Know About
    Annual Review of Economics, 2019, 11, (1), 685-725 Downloads View citations (267)
  4. Optimized Regression Discontinuity Designs
    The Review of Economics and Statistics, 2019, 101, (2), 264-278 Downloads View citations (30)
  5. Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs
    Journal of Business & Economic Statistics, 2019, 37, (3), 447-456 Downloads View citations (317)
    See also Working Paper (2014)

2018

  1. 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 Downloads View citations (77)
    See also Working Paper (2018)
  2. Exact p-Values for Network Interference
    Journal of the American Statistical Association, 2018, 113, (521), 230-240 Downloads View citations (48)
    See also Working Paper (2015)
  3. Redefine statistical significance
    Nature Human Behaviour, 2018, 2, (1), 6-10 Downloads View citations (52)
    See also Working Paper (2017)

2017

  1. Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
    American Economic Review, 2017, 107, (5), 278-81 Downloads View citations (28)
    See also Working Paper (2017)
  2. The State of Applied Econometrics: Causality and Policy Evaluation
    Journal of Economic Perspectives, 2017, 31, (2), 3-32 Downloads View citations (393)
    See also Working Paper (2016)

2016

  1. Matching on the Estimated Propensity Score
    Econometrica, 2016, 84, 781-807 Downloads View citations (198)
    See also Working Paper (2009)
  2. Propensity score matching and subclassification in observational studies with multi‐level treatments
    Biometrics, 2016, 72, (4), 1055-1065 Downloads View citations (24)
    See also Working Paper (2015)
  3. Robust Standard Errors in Small Samples: Some Practical Advice
    The Review of Economics and Statistics, 2016, 98, (4), 701-712 Downloads View citations (85)
    See also Working Paper (2012)

2015

  1. A Measure of Robustness to Misspecification
    American Economic Review, 2015, 105, (5), 476-80 Downloads View citations (19)
  2. Identification and Inference With Many Invalid Instruments
    Journal of Business & Economic Statistics, 2015, 33, (4), 474-484 Downloads View citations (45)
    See also Working Paper (2015)
  3. Matching Methods in Practice: Three Examples
    Journal of Human Resources, 2015, 50, (2), 373-419 Downloads View citations (222)
    See also Working Paper (2014)

2014

  1. Complementarity and aggregate implications of assortative matching: A nonparametric analysis
    Quantitative Economics, 2014, 5, 29-66 Downloads View citations (28)
    See also Working Paper (2009)
  2. Inference for Misspecified Models With Fixed Regressors
    Journal of the American Statistical Association, 2014, 109, (508), 1601-1614 Downloads View citations (19)

2013

  1. 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 Downloads
  2. Rejoinder
    Journal of Business & Economic Statistics, 2013, 31, (3), 279-281 Downloads
  3. Social Networks and the Identification of Peer Effects
    Journal of Business & Economic Statistics, 2013, 31, (3), 253-264 Downloads View citations (246)

2012

  1. A Martingale Representation for Matching Estimators
    Journal of the American Statistical Association, 2012, 107, (498), 833-843 Downloads View citations (26)
    See also Working Paper (2009)
  2. Clustering, Spatial Correlations, and Randomization Inference
    Journal of the American Statistical Association, 2012, 107, (498), 578-591 Downloads View citations (81)
    See also Working Paper (2010)
  3. Optimal Bandwidth Choice for the Regression Discontinuity Estimator
    Review of Economic Studies, 2012, 79, (3), 933-959 Downloads View citations (967)
    See also Working Paper (2010)

2011

  1. Bias-Corrected Matching Estimators for Average Treatment Effects
    Journal of Business & Economic Statistics, 2011, 29, (1), 1-11 Downloads View citations (504)
    Also in Journal of Business & Economic Statistics, 2011, 29, (1), 1-11 (2011) Downloads View citations (530)

2010

  1. Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)
    Journal of Economic Literature, 2010, 48, (2), 399-423 Downloads View citations (183)
    See also Working Paper (2009)

2009

  1. Choosing instrumental variables in conditional moment restriction models
    Journal of Econometrics, 2009, 152, (1), 28-36 Downloads View citations (48)
  2. Dealing with limited overlap in estimation of average treatment effects
    Biometrika, 2009, 96, (1), 187-199 Downloads View citations (364)
    See also Working Paper (2009)
  3. Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity
    Econometrica, 2009, 77, (5), 1481-1512 Downloads View citations (407)
    See also Working Paper (2004)
  4. Recent Developments in the Econometrics of Program Evaluation
    Journal of Economic Literature, 2009, 47, (1), 5-86 Downloads View citations (2379)
    See also Working Paper (2009)

2008

  1. Estimation of the Conditional Variance in Paired Experiments
    Annals of Economics and Statistics, 2008, (91-92), 175-187 Downloads View citations (12)
  2. Nonparametric Tests for Treatment Effect Heterogeneity
    The Review of Economics and Statistics, 2008, 90, (3), 389-405 Downloads View citations (66)
    See also Working Paper (2008)
  3. On the Failure of the Bootstrap for Matching Estimators
    Econometrica, 2008, 76, (6), 1537-1557 Downloads View citations (385)
    See also Working Paper (2008)
  4. Regression discontinuity designs: A guide to practice
    Journal of Econometrics, 2008, 142, (2), 615-635 Downloads View citations (1693)
    See also Working Paper (2007)
  5. Special issue editors' introduction: The regression discontinuity design--Theory and applications
    Journal of Econometrics, 2008, 142, (2), 611-614 Downloads View citations (15)

2007

  1. DISCRETE CHOICE MODELS WITH MULTIPLE UNOBSERVED CHOICE CHARACTERISTICS
    International Economic Review, 2007, 48, (4), 1159-1192 View citations (22)
    See also Working Paper (2006)
  2. Instrumental variable estimation of nonseparable models
    Journal of Econometrics, 2007, 139, (1), 4-14 Downloads View citations (131)
  3. Matched Sampling for Causal Effects by Donald B. Rubin
    International Statistical Review, 2007, 75, (2), 257-258 Downloads

2006

  1. 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 Downloads View citations (94)
    See also Working Paper (2006)
  2. Identification and Inference in Nonlinear Difference-in-Differences Models
    Econometrica, 2006, 74, (2), 431-497 Downloads View citations (472)
    See also Working Paper (2003)
  3. Large Sample Properties of Matching Estimators for Average Treatment Effects
    Econometrica, 2006, 74, (1), 235-267 Downloads View citations (1195)
  4. Re-employment probabilities over the business cycle
    Portuguese Economic Journal, 2006, 5, (2), 111-134 Downloads View citations (38)
    See also Working Paper (2006)

2005

  1. Predicting the efficacy of future training programs using past experiences at other locations
    Journal of Econometrics, 2005, 125, (1-2), 241-270 Downloads View citations (89)
  2. 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 Downloads View citations (50)

2004

  1. Confidence Intervals for Partially Identified Parameters
    Econometrica, 2004, 72, (6), 1845-1857 Downloads View citations (372)
    See also Working Paper (2003)
  2. Implementing matching estimators for average treatment effects in Stata
    Stata Journal, 2004, 4, (3), 290-311 Downloads View citations (683)
  3. Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review
    The Review of Economics and Statistics, 2004, 86, (1), 4-29 Downloads View citations (1465)
    See also Working Paper (2003)
  4. Random Effects Estimators with many Instrumental Variables
    Econometrica, 2004, 72, (1), 295-306 Downloads View citations (38)

2003

  1. 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)
  2. Empirical likelihood estimation and consistent tests with conditional moment restrictions
    Journal of Econometrics, 2003, 117, (1), 55-93 Downloads View citations (115)
  3. Nonparametric Applications of Bayesian Inference
    Journal of Business & Economic Statistics, 2003, 21, (1), 12-18 View citations (73)
    See also Working Paper (1996)
  4. Sensitivity to Exogeneity Assumptions in Program Evaluation
    American Economic Review, 2003, 93, (2), 126-132 Downloads View citations (161)

2002

  1. Confidence intervals in generalized method of moments models
    Journal of Econometrics, 2002, 107, (1-2), 87-98 Downloads View citations (3)
  2. Generalized Method of Moments and Empirical Likelihood
    Journal of Business & Economic Statistics, 2002, 20, (4), 493-506 View citations (35)
  3. 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

  1. 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)
  2. Combining Panel Data Sets with Attrition and Refreshment Samples
    Econometrica, 2001, 69, (6), 1645-1659 View citations (78)
    See also Working Paper (1998)
  3. 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 Downloads View citations (338)
  4. 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

  1. 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 Downloads View citations (210)

1999

  1. 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 Downloads View citations (15)
  2. Imposing Moment Restrictions From Auxiliary Data By Weighting
    The Review of Economics and Statistics, 1999, 81, (1), 1-14 Downloads View citations (66)
    See also Working Paper (1996)
  3. Jackknife Instrumental Variables Estimation
    Journal of Applied Econometrics, 1999, 14, (1), 57-67 Downloads View citations (175)
    See also Working Paper (1995)

1998

  1. Information Theoretic Approaches to Inference in Moment Condition Models
    Econometrica, 1998, 66, (2), 333-358 View citations (235)
    See also Working Paper (1995)

1997

  1. Estimating Outcome Distributions for Compliers in Instrumental Variables Models
    Review of Economic Studies, 1997, 64, (4), 555-574 Downloads View citations (246)
  2. One-Step Estimators for Over-Identified Generalized Method of Moments Models
    Review of Economic Studies, 1997, 64, (3), 359-383 Downloads View citations (113)

1996

  1. Case-control studies with contaminated controls
    Journal of Econometrics, 1996, 71, (1-2), 145-160 Downloads View citations (38)
    See also Working Paper (1993)
  2. Efficient estimation and stratified sampling
    Journal of Econometrics, 1996, 74, (2), 289-318 Downloads View citations (44)
    See also Working Paper (1991)

1995

  1. 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)
  2. Optimal stock/flow panels
    Journal of Econometrics, 1995, 66, (1-2), 325-348 Downloads

1994

  1. Combining Micro and Macro Data in Microeconometric Models
    Review of Economic Studies, 1994, 61, (4), 655-680 Downloads View citations (131)
    See also Working Paper (1991)
  2. Identification and Estimation of Local Average Treatment Effects
    Econometrica, 1994, 62, (2), 467-75 Downloads View citations (2490)
    See also Working Paper (1995)
  3. Transition Models in a Non-stationary Environment
    The Review of Economics and Statistics, 1994, 76, (4), 703-20 Downloads View citations (21)

1992

  1. An Efficient Method of Moments Estimator for Discrete Choice Models with Choice-Based Sampling
    Econometrica, 1992, 60, (5), 1187-214 Downloads View citations (85)
    See also Working Paper (1991)

Software Items

2004

  1. NNMATCH: Stata module to compute nearest-neighbor bias-corrected estimators
    Statistical Software Components, Boston College Department of Economics Downloads View citations (3)

Editor

  1. Econometrica
    Econometric Society
 
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