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.

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Working Papers

2023

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

2022

6. Doubly Robust Identification for Causal Panel Data Models
   Papers, arXiv.org View citations (7)
   Also in NBER Working Papers, National Bureau of Economic Research, Inc (2021) View citations (5)
7. Efficient Treatment Effect Estimation in Observational Studies under Heterogeneous Partial Interference
   Papers, arXiv.org View citations (2)
8. Matrix Completion Methods for Causal Panel Data Models
   Papers, arXiv.org View citations (25)
   Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (38)
   See also Journal Article in Journal of the American Statistical Association (2021)
9. When Should You Adjust Standard Errors for Clustering?
   Papers, arXiv.org View citations (536)
   Also in Research Papers, Stanford University, Graduate School of Business (2017) View citations (690)
   NBER Working Papers, National Bureau of Economic Research, Inc (2017) View citations (690)

2021

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

2020

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

2019

17. Ensemble Methods for Causal Effects in Panel Data Settings
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (26)
    Also in Papers, arXiv.org (2019) View citations (25)
    See also Journal Article in AEA Papers and Proceedings (2019)
18. Machine Learning Methods Economists Should Know About
    Papers, arXiv.org View citations (280)
    Also in Research Papers, Stanford University, Graduate School of Business (2019) View citations (282)
19. Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (11)
    See also Journal Article in Journal of Economic Literature (2020)
20. 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)
21. Synthetic Difference In Differences
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (42)
    Also in Working Papers, CEMFI (2019) View citations (35)
    See also Journal Article in American Economic Review (2021)
22. The Role of the Propensity Score in Fixed Effect Models
    Working Papers, CEMFI View citations (10)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (5)
23. The Surrogate Index: Combining Short-Term Proxies to Estimate Long-Term Treatment Effects More Rapidly and Precisely
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (27)

2018

24. A Causal Bootstrap
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (2)
25. Approximate Residual Balancing: De-Biased Inference of Average Treatment Effects in High Dimensions
    Papers, arXiv.org View citations (71)
    See also Journal Article in Journal of the Royal Statistical Society Series B (2018)
26. Comments On: Understanding and Misunderstanding Randomized Controlled Trails by Cartwright and Deaton
    Research Papers, Stanford University, Graduate School of Business View citations (3)
27. Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (121)
    Also in Papers, arXiv.org (2018) View citations (129)
    Research Papers, Stanford University, Graduate School of Business (2018) View citations (137)
    See also Journal Article in Journal of Econometrics (2022)
28. Estimation Considerations in Contextual Bandits
    Papers, arXiv.org View citations (2)

2017

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

2016

31. Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (162)
32. Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing
    Research Papers, Stanford University, Graduate School of Business View citations (10)
33. External Validity in Fuzzy Regression Discontinuity Designs
    LIDAM Discussion Papers CORE, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE) View citations (5)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) View citations (54)
    See also Journal Article in Journal of Business & Economic Statistics (2020)
34. Identification and Efficiency Bounds for the Average Match Function under Conditionally Exogenous Matching
    NBER Working Papers, National Bureau of Economic Research, Inc
    Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2016)
    See also Journal Article in Journal of Business & Economic Statistics (2020)
35. The Econometrics of Randomized Experiments
    Papers, arXiv.org View citations (32)
36. The State of Applied Econometrics - Causality and Policy Evaluation
    Papers, arXiv.org View citations (27)
    See also Journal Article in Journal of Economic Perspectives (2017)

2015

37. Exact P-Values for Network Interference
    Research Papers, Stanford University, Graduate School of Business View citations (3)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2015) View citations (20)
    Research Papers, Stanford University, Graduate School of Business (2015) View citations (24)
    See also Journal Article in Journal of the American Statistical Association (2018)
38. Identification and Inference With Many Invalid Instruments
    Scholarly Articles, Harvard University Department of Economics View citations (44)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2011) View citations (10)
    See also Journal Article in Journal of Business & Economic Statistics (2015)
39. Machine Learning for Estimating Heterogeneous Causal Effects
    Research Papers, Stanford University, Graduate School of Business View citations (46)
40. Propensity Score Matching and Subclassification in Observational Studies with Multi-level Treatments
    Research Papers, Stanford University, Graduate School of Business
    See also Journal Article in Biometrics (2016)
41. Recursive Partitioning for Heterogeneous Causal Effects
    Papers, arXiv.org View citations (6)

2014

42. Finite Population Causal Standard Errors
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (30)
43. Instrumental Variables: An Econometrician's Perspective
    IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (65)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) View citations (65)
44. Matching Methods in Practice: Three Examples
    IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (62)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2014) View citations (62)
    See also Journal Article in Journal of Human Resources (2015)
45. Why High-order Polynomials Should not be Used in Regression Discontinuity Designs
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (220)
    See also Journal Article in Journal of Business & Economic Statistics (2019)

2013

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

2012

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

2011

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

2010

49. An Empirical Model for Strategic Network Formation
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (83)
    Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2010) View citations (82)
50. Clustering, Spatial Correlations and Randomization Inference
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (4)
    See also Journal Article in Journal of the American Statistical Association (2012)
51. 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)
52. Optimal bandwidth choice for the regression discontinuity estimator
    CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies View citations (27)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2009) View citations (164)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2009) View citations (120)
    See also Journal Article in Review of Economic Studies (2012)

2009

53. A Martingale Representation for Matching Estimators
    IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (1)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2009) View citations (1)
    See also Journal Article in Journal of the American Statistical Association (2012)
54. Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (224)
    See also Journal Article in Journal of Economic Literature (2010)
55. Complementarity and Aggregate Implications of Assortative Matching: A Nonparametric Analysis
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (12)
    See also Journal Article in Quantitative Economics (2014)
56. Dealing with Limited Overlap in Estimation of Average Treatment Effects
    Scholarly Articles, Harvard University Department of Economics View citations (343)
    Also in Working Papers, University of Miami, Department of Economics (2007) View citations (18)
    See also Journal Article in Biometrika (2009)
57. Matching on the Estimated Propensity Score
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (28)
    See also Journal Article in Econometrica (2016)
58. Recent Developments in the Econometrics of Program Evaluation
    Scholarly Articles, Harvard University Department of Economics View citations (2365)
    Also in CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies (2008) View citations (160)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2008) View citations (160)
    NBER Working Papers, National Bureau of Economic Research, Inc (2008) View citations (166)
    See also Journal Article in Journal of Economic Literature (2009)

2008

59. Nonparametric Tests for Treatment Effect Heterogeneity
    Scholarly Articles, Harvard University Department of Economics View citations (69)
    Also in Working Papers, University of Miami, Department of Economics (2006) View citations (2)
    NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (2)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) View citations (18)
    See also Journal Article in The Review of Economics and Statistics (2008)
60. On the Failure of the Bootstrap for Matching Estimators
    Scholarly Articles, Harvard University Department of Economics View citations (376)
    Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (99)
    See also Journal Article in Econometrica (2008)
61. The Regression Discontinuity Design — Theory and Applications
    Scholarly Articles, Harvard University Department of Economics View citations (11)

2007

62. Estimating average treatment effects in Stata
    West Coast Stata Users' Group Meetings 2007, Stata Users Group View citations (7)
63. Regression Discontinuity Designs: A Guide to Practice
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (121)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (2007) View citations (117)
    See also Journal Article in Journal of Econometrics (2008)

2006

64. Discrete Choice Models with Multiple Unobserved Choice Characteristics
    Levine's Bibliography, UCLA Department of Economics
    See also Journal Article in International Economic Review (2007)
65. Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Re-Analysis of the California GAIN Program
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (94)
    See also Journal Article in Journal of Labor Economics (2006)
66. Matching methods for estimating treatment effects using Stata
    North American Stata Users' Group Meetings 2006, Stata Users Group View citations (1)
67. 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)
68. Moving the Goalposts: Addressing Limited Overlap in Estimation of Average Treatment Effects by Changing the Estimand
    Working Papers, University of Miami, Department of Economics View citations (71)
    Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2006) View citations (71)
    NBER Technical Working Papers, National Bureau of Economic Research, Inc (2006) View citations (71)
69. Re-Employment Probabilities over the Business Cycle
    IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (37)
    Also in NBER Working Papers, National Bureau of Economic Research, Inc (1993) View citations (11)
    See also Journal Article in Portuguese Economic Journal (2006)

2004

70. Identification and Estimation of Triangular Simultaneous Equations Models without Additivity
    Econometric Society 2004 North American Summer Meetings, Econometric Society View citations (8)
    Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2002) View citations (29)
    See also Journal Article in Econometrica (2009)

2003

71. Confidence intervals for partially identified parameters
    CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies View citations (7)
    See also Journal Article in Econometrica (2004)
72. Identification and Inference in Nonlinear Difference-in-Differences Models
    Levine's Working Paper Archive, David K. Levine View citations (2)
    Also in NBER Technical Working Papers, National Bureau of Economic Research, Inc (2002) View citations (24)
    See also Journal Article in Econometrica (2006)
73. Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (71)
    See also Journal Article in The Review of Economics and Statistics (2004)

2002

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

2001

75. 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

76. Bias from Classical and Other Forms of Measurement Error
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (18)
    See also Journal Article in Journal of Business & Economic Statistics (2001)
77. Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (54)
    Also in Econometric Society World Congress 2000 Contributed Papers, Econometric Society (2000) View citations (36)
    See also Journal Article in Econometrica (2003)
78. 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

79. Estimating the Effect of Unearned Income on Labor Supply, Earnings, Savings, and Consumption: Evidence from a Survey of Lottery Players
    NBER Working Papers, National Bureau of Economic Research, Inc View citations (27)
    Also in Discussion Paper, Tilburg University, Center for Economic Research (1999) View citations (25)
    Other publications TiSEM, Tilburg University, School of Economics and Management (1999) View citations (23)
80. 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)
81. Predicting the Efficacy of Future Training Programs Using Past Experiences
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (37)
82. The Role of the Propensity Score in Estimating Dose-Response Functions
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (76)

1998

83. Combining Panel Data Sets with Attrition and Refreshment Samples
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (7)
    Also in Tinbergen Institute Discussion Papers, Tinbergen Institute (1998) View citations (7)
    See also Journal Article in Econometrica (2001)
84. Instrumental Variables Estimation of Quantile Treatment Effects
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (21)

1996

85. 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)
86. Imposing Moment Restrictions from Auxiliary Data by Weighting
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (6)
    See also Journal Article in The Review of Economics and Statistics (1999)
87. Nonparametric Applications of Bayesian Inference
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
    Also in Scholarly Articles, Harvard University Department of Economics (1996)
    NBER Technical Working Papers, National Bureau of Economic Research, Inc (1996)
    See also Journal Article in Journal of Business & Economic Statistics (2003)

1995

88. Average Causal Response with Variable Treatment Intensity
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (25)
    Also in Discussion Paper, Tilburg University, Center for Economic Research (1992) View citations (1)
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1992) View citations (1)
    Working Papers, Tilburg - Center for Economic Research (1992) View citations (29)
89. Identification and Estimation of Local Average Treatment Effects
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (62)
    See also Journal Article in Econometrica (1994)
90. Information Theoretic Approaches to Inference in Moment Condition Models
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (3)
    Also in Economics Papers, Economics Group, Nuffield College, University of Oxford (1995) View citations (2)
    Economics Papers, Economics Group, Nuffield College, University of Oxford View citations (3)
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1995) View citations (2)
    See also Journal Article in Econometrica (1998)
91. Jackknife Instrumental Variables Estimation
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (9)
    See also Journal Article in Journal of Applied Econometrics (1999)
92. 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)
93. Semiparametric Applications of Bayesian Influence
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)

1993

94. A New Approach to Generalized Method on Moments Estimation
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)
95. Case-Control Studies with Contaminated Controls
    Working Papers, Tilburg - Center for Economic Research
    Also in Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1992)
    Other publications TiSEM, Tilburg University, School of Economics and Management (1993)
    Discussion Paper, Tilburg University, Center for Economic Research (1993)
    See also Journal Article in Journal of Econometrics (1996)
96. 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)
97. Identification of Causal Effects Using Instrumental Variables
    NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (134)
98. Raking and Regression
    Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (2)

1992

99. 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

100. AN EFFICIENT METHOD OF MOMENTS ESTIMATOR FOR DISCRETE CHOICE MODELS WITH CHOICE-BASED SAMPLING
     Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (3)
     Also in Working Papers, Tilburg - Center for Economic Research (1990)
     Discussion Paper, Tilburg University, Center for Economic Research (1990)
     Other publications TiSEM, Tilburg University, School of Economics and Management (1990)
     See also Journal Article in Econometrica (1992)
101. 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)
102. EFFICIENT ESTIMATION AND STRATIFIED SAMPLING
     Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research View citations (1)
     Also in Discussion Paper, Tilburg University, Center for Economic Research (1991) View citations (1)
     Working Papers, Tilburg - Center for Economic Research (1991) View citations (8)
     See also Journal Article in Journal of Econometrics (1996)
103. Sources of Identifying Information in Evaluation Models
     NBER Technical Working Papers, National Bureau of Economic Research, Inc View citations (32)
     Also in Harvard Institute of Economic Research Working Papers, Harvard - Institute of Economic Research (1991) View citations (26)
     Other publications TiSEM, Tilburg University, School of Economics and Management (1991) View citations (26)
     Working Papers, Tilburg - Center for Economic Research (1991) View citations (32)
     Discussion Paper, Tilburg University, Center for Economic Research (1991) View citations (31)

1989

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

Undated

106. Standards for Regression Discontinuity Designs
     Mathematica Policy Research Reports, Mathematica Policy Research 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 View citations (78)
   See also Working Paper (2018)

2021

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

2020

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

2019

9. 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
10. Ensemble Methods for Causal Effects in Panel Data Settings
    AEA Papers and Proceedings, 2019, 109, 65-70 View citations (25)
    See also Working Paper (2019)
11. Machine Learning Methods That Economists Should Know About
    Annual Review of Economics, 2019, 11, (1), 685-725 View citations (267)
12. Optimized Regression Discontinuity Designs
    The Review of Economics and Statistics, 2019, 101, (2), 264-278 View citations (30)
13. Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs
    Journal of Business & Economic Statistics, 2019, 37, (3), 447-456 View citations (317)
    See also Working Paper (2014)

2018

14. Approximate residual balancing: debiased inference of average treatment effects in high dimensions
    Journal of the Royal Statistical Society Series B, 2018, 80, (4), 597-623 View citations (77)
    See also Working Paper (2018)
15. Exact p-Values for Network Interference
    Journal of the American Statistical Association, 2018, 113, (521), 230-240 View citations (48)
    See also Working Paper (2015)
16. Redefine statistical significance
    Nature Human Behaviour, 2018, 2, (1), 6-10 View citations (52)
    See also Working Paper (2017)

2017

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

2016

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

2015

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

2014

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

2013

27. 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
28. Rejoinder
    Journal of Business & Economic Statistics, 2013, 31, (3), 279-281
29. Social Networks and the Identification of Peer Effects
    Journal of Business & Economic Statistics, 2013, 31, (3), 253-264 View citations (246)

2012

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

2011

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

2010

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

2009

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

2008

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

2007

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

2006

47. Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Reanalysis of the California GAIN Program
    Journal of Labor Economics, 2006, 24, (3), 521-566 View citations (94)
    See also Working Paper (2006)
48. Identification and Inference in Nonlinear Difference-in-Differences Models
    Econometrica, 2006, 74, (2), 431-497 View citations (472)
    See also Working Paper (2003)
49. Large Sample Properties of Matching Estimators for Average Treatment Effects
    Econometrica, 2006, 74, (1), 235-267 View citations (1195)
50. Re-employment probabilities over the business cycle
    Portuguese Economic Journal, 2006, 5, (2), 111-134 View citations (38)
    See also Working Paper (2006)

2005

51. Predicting the efficacy of future training programs using past experiences at other locations
    Journal of Econometrics, 2005, 125, (1-2), 241-270 View citations (89)
52. Robust, accurate confidence intervals with a weak instrument: quarter of birth and education
    Journal of the Royal Statistical Society Series A, 2005, 168, (1), 109-126 View citations (50)

2004

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

2003

57. 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)
58. Empirical likelihood estimation and consistent tests with conditional moment restrictions
    Journal of Econometrics, 2003, 117, (1), 55-93 View citations (115)
59. Nonparametric Applications of Bayesian Inference
    Journal of Business & Economic Statistics, 2003, 21, (1), 12-18 View citations (73)
    See also Working Paper (1996)
60. Sensitivity to Exogeneity Assumptions in Program Evaluation
    American Economic Review, 2003, 93, (2), 126-132 View citations (161)

2002

61. Confidence intervals in generalized method of moments models
    Journal of Econometrics, 2002, 107, (1-2), 87-98 View citations (3)
62. Generalized Method of Moments and Empirical Likelihood
    Journal of Business & Economic Statistics, 2002, 20, (4), 493-506 View citations (35)
63. 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

64. 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)
65. Combining Panel Data Sets with Attrition and Refreshment Samples
    Econometrica, 2001, 69, (6), 1645-1659 View citations (78)
    See also Working Paper (1998)
66. Estimating the Effect of Unearned Income on Labor Earnings, Savings, and Consumption: Evidence from a Survey of Lottery Players
    American Economic Review, 2001, 91, (4), 778-794 View citations (338)
67. 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

68. The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish
    Review of Economic Studies, 2000, 67, (3), 499-527 View citations (210)

1999

69. 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)
70. Imposing Moment Restrictions From Auxiliary Data By Weighting
    The Review of Economics and Statistics, 1999, 81, (1), 1-14 View citations (66)
    See also Working Paper (1996)
71. Jackknife Instrumental Variables Estimation
    Journal of Applied Econometrics, 1999, 14, (1), 57-67 View citations (175)
    See also Working Paper (1995)

1998

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

1997

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

1996

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

1995

77. 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)
78. Optimal stock/flow panels
    Journal of Econometrics, 1995, 66, (1-2), 325-348

1994

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

1992

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

Software Items

2004

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

Editor

1. Econometrica
   Econometric Society