← All authors James M. Robins Harvard University (from arXiv:2505.20787, 2025) · ORCID · OpenAlex
255 papers in scope · 252 published · 5 on the econ.EM arXiv · 60,529 citations · h-index 97 (over the papers listed here)
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Victor Chernozhukov Whitney K. Newey Vasilis Syrgkanis Rajarshi Mukherjee Juan Carlos Escanciano Rahul Singh Lin Liu Christian Hansen Hidehiko Ichimura Shota Yasui Joël Terschuur Xingyu Chen Max H. Farrell Tatsushi Oka Undral Byambadalai Alexandre Belloni Facundo Argañaraz Na Liu Chang Li Lin Liu Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md .
Papers (5 of 255)
working paper 2026 · arXiv
Global Sensitivity Analysis for Studies Extending Inferences From a Randomized Trial to a Target Population
published 2026 · Statistics in Medicine · 4 citations
with Issa J Dahabreh, Sebastien J-P. A. Haneuse, Sarah E. Robertson, Jon A. Steingrimsson, Miguel A. Hernán
A note on the relation between one–step, outcome regression and IPW–type estimators of parameters with the mixed bias property
published 2026 · Statistics & Probability Letters
Estimating the effect of hepatitis C infection on multidrug-resistant tuberculosis treatment outcomes under hypothetical interventions on regimen composition and adherence
published 2026 · American Journal of Epidemiology
with Allison LaHood, Helen R. Stagg, Sara Sauer, Saman Ahmed, Mathieu Bastard, Lorenzo Guglielmetti, Catherine Hewison, Helena Huerga, Afshan K. Isani, Palwasha Khan, Uzma Khan, Nino Lomtadze, …
Andrea Rotnitzky, Ezequiel Smucler, and James Robins’s contribution to the Discussion of ‘Augmented balancing weights as linear regression’ by Bruns-Smith et al.
published 2026 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1 citations
Response to Discussions of "Causal and Counterfactual Views of Missing Data Models"
published 2025 · Statistica Sinica
working paper 2025 · arXiv
Rejoinder: Nonparametric identification is not enough, but randomized controlled trials are
published 2025 · Observational Studies · 9 citations · first circulated 2021
Causal and Counterfactual Views of Missing Data Models
published 2025 · Statistica Sinica · 9 citations · first circulated 2022
On the asymptotic validity of confidence sets for linear functionals of solutions to integral equations
published 2025 · Biometrika
Using negative controls to identify causal effects with invalid instrumental variables
published 2024 · Biometrika · 5 citations · first circulated 2022
Estimating the Effect of Bariatric Surgery on Cardiovascular Events Using Observational Data?
published 2024 · Epidemiology · 8 citations
with Arin L. Madenci, Katherine E. Kurgansky, Barbra A. Dickerman, Hanna Gerlovin, Kerollos Nashat Wanis, Ann D. Smith, Ludovic Trinquart, David Gagnon, Kelly Cho, J. Michael Gaziano, Juan P. Casas, Miguel A. Hernán, …
Minimax rates for heterogeneous causal effect estimation
published 2024 · The Annals of Statistics · 9 citations · first circulated 2022
Thomas S. Richardson and James M. Robins’ contribution to the Discussion of ‘Parameterizing and simulating from causal models’ by Evans and Didelez
published 2024 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1 citations
Grace periods in comparative effectiveness studies of sustained treatments
published 2024 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 13 citations · first circulated 2022
Comparison of the Test-negative Design and Cohort Design With Explicit Target Trial Emulation for Evaluating COVID-19 Vaccine Effectiveness
published 2023 · Epidemiology · 20 citations
with Guilin Li, Hanna Gerlovin, Michael J. Figueroa Muñiz, Jessica K. Wise, Arin L. Madenci, Mihaela Aslan, Kelly Cho, John Michael Gaziano, Marc Lipsitch, Juan P. Casas, Miguel A. Hernán, Barbra A. Dickerman, …
Marshall Joffe’s Contributions to Causal Inference, Biostatistics, and Epidemiology
published 2023 · American Journal of Epidemiology
published 2023 · Journal of Econometrics · 6 citations
Sensitivity analysis using bias functions for studies extending inferences from a randomized trial to a target population
published 2023 · Statistics in Medicine · 32 citations · first circulated 2019
Potential outcome and decision theoretic foundations for statistical causality
published 2023 · Journal of Causal Inference · 8 citations
Rejoinder: A Formal Causal Interpretation of the Case-Crossover Design
published 2022 · Biometrics · 18 citations · first circulated 2020
with Zach Shahn, Miguel A. Hernán
Coherent Modeling of Longitudinal Causal Effects on Binary Outcomes
published 2022 · Biometrics · 1 citations · first circulated 2017
Conditional Separable Effects
published 2022 · Journal of the American Statistical Association · 41 citations · first circulated 2020
published 2022 · Econometrica · 127 citations · first circulated 2016
The influence function of semiparametric estimators
published 2022 · Quantitative Economics · 41 citations · first circulated 2015
Multiply robust estimators of causal effects for survival outcomes
published 2021 · Scandinavian Journal of Statistics · 11 citations
with Lan Wen, Miguel A. Hernán
A generalized theory of separable effects in competing event settings
published 2021 · Lifetime Data Analysis · 53 citations
Discussion of ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’
published 2021 · Biometrika · 6 citations
Estimation of local treatment effects under the binary instrumental variable model
published 2021 · Biometrika · 11 citations · first circulated 2020
Adaptive estimation of nonparametric functionals
published 2021 · Journal of Machine Learning Research · 7 citations · first circulated 2016
Study Designs for Extending Causal Inferences From a Randomized Trial to a Target Population
published 2020 · American Journal of Epidemiology · 18 citations · first circulated 2019
with Issa J Dahabreh, Sebastien J-P.A. Haneuse, Sarah E. Robertson, Ashley Buchanan, Elizabeth A Stuart, Miguel A. Hernán, Sebastien J-P. A. Haneuse, Elisabeth A. Stuart
Efficient Estimation of Optimal Regimes Under a No Direct Effect Assumption
published 2020 · Journal of the American Statistical Association · 1 citations · first circulated 2019
Potential Biases Arising From Epidemic Dynamics in Observational Seroprotection Studies
published 2020 · American Journal of Epidemiology · 41 citations
with Rebecca Kahn, Lee Kennedy-Shaffer, Yonatan H. Grad, Marc Lipsitch
Rejoinder: On nearly assumption-free tests of nominal confidence interval coverage for causal parameters estimated by machine learning
published 2020 · Statistical Science · 13 citations · first circulated 2019
Benchmarking Observational Methods by Comparing Randomized Trials and Their Emulations
published 2020 · Epidemiology · 61 citations
with Issa J Dahabreh, Miguel A. Hernán
Characterization of parameters with a mixed bias property
published 2020 · Biometrika · 14 citations
Parametric g‐formula implementations for causal survival analyses
published 2020 · Biometrics · 53 citations
with Lan Wen, Jessica G. Young, Miguel A. Hernán
Separable Effects for Causal Inference in the Presence of Competing Events
published 2020 · Journal of the American Statistical Association · 105 citations · first circulated 2019
The Challenges of Parameterizing Direct Effects in Individual-Level Simulation Models
published 2020 · Medical Decision Making · 11 citations
with Eleanor J. Murray, George R. Seage, Kenneth A. Freedberg, Miguel A. Hernán
Doubly Robust Regression Analysis for Data Fusion
published 2019 · Statistica Sinica · 12 citations
Weight Gain After Smoking Cessation and Lifestyle Strategies to Reduce it
published 2019 · Epidemiology · 23 citations
with Priyanka Jain, Goodarz Danaei, JoAnn E. Manson, Miguel A. Hernán
Emulating a trial of joint dynamic strategies: An application to monitoring and treatment of HIV‐positive individuals
published 2019 · Statistics in Medicine · 25 citations
with Ellen C. Caniglia, Lauren E. Cain, Caroline Sabin, Roger Logan, Sophie Abgrall, Michael J. Mugavero, Sonia Hernández-Díaz, Laurence Meyer, Rémonie Seng, Daniel R. Drozd, George R. Seage, Fabrice Bonnet, …
On Causal Inferences for Personalized Medicine: How Hidden Causal Assumptions Led to Erroneous Causal Claims About the D -Value
published 2019 · The American Statistician · 16 citations
with Sander Greenland, Michael P. Fay, Erica Brittain, Joanna H. Shih, Dean Follmann, Erin E. Gabriel
Identification and Inference for Marginal Average Treatment Effect on the Treated with an Instrumental Variable
published 2018 · Statistica Sinica · 13 citations · first circulated 2015
Multiple Robust Estimation of Marginal Structural Mean Models for Unconstrained Outcomes
published 2018 · Biometrics · 11 citations
with Lucía Babino, Andrea Rotnitzky
Inverse Probability Weighted Estimation of Risk Under Representative Interventions in Observational Studies
published 2018 · Journal of the American Statistical Association · 44 citations
with Jessica G. Young, Roger Logan, Miguel A. Hernán
Partial Identification of the Average Treatment Effect Using Instrumental Variables: Review of Methods for Binary Instruments, Treatments, and Outcomes
published 2018 · Journal of the American Statistical Association · 101 citations
Using Observational Data to Calibrate Simulation Models
published 2017 · Medical Decision Making · 17 citations
with Eleanor J. Murray, George R. Seage, Sara Lodi, Emily P. Hyle, Krishna P. Reddy, Kenneth A. Freedberg, Miguel A. Hernán
Discussion of “Data-driven Confounder Selection via Markov and Bayesian Networks” By Häggström
published 2017 · Biometrics · 5 citations
Per-Protocol Analyses of Pragmatic Trials
published 2017 · New England Journal of Medicine · 655 citations
with Miguel A. Hernán
Minimax estimation of a functional on a structured high-dimensional model
published 2017 · The Annals of Statistics · 79 citations
An Apparent Paradox Explained
published 2017 · Statistical Science · 6 citations
Double/debiased machine learning for treatment and structural parameters
published 2017 · Econometrics Journal · 2570 citations
Semiparametric Estimation with Data Missing Not at Random Using an Instrumental Variable
published 2017 · Statistica Sinica · 42 citations · first circulated 2016
Multiple robustness in factorized likelihood models
published 2017 · Biometrika · 29 citations
A Comparison of Agent-Based Models and the Parametric G-Formula for Causal Inference
published 2017 · American Journal of Epidemiology · 77 citations
with Eleanor J. Murray, George R. Seage, Kenneth A. Freedberg, Miguel A. Hernán
falsification of the binary instrumental variable model
published 2017 · Biometrika · 21 citations
Instrumental variables as bias amplifiers with general outcome and confounding
published 2017 · Biometrika · 7 citations
On falsification of the binary instrumental variable model
published 2016 · Biometrika · 19 citations
Comparative Effectiveness Research Using Observational Data: Active Comparators to Emulate Target Trials with Inactive Comparators
published 2016 · eGEMs (Generating Evidence & Methods to improve patient outcomes) · 45 citations
with Anders Huitfeldt, Miguel A. Hernán, Mette Kalager
Re: Causality and causal inference in epidemiology: the need for a pluralistic approach
published 2016 · International Journal of Epidemiology · 26 citations
working paper 2016 · arXiv · 103 citations
On Modeling and Estimation for the Relative Risk and Risk Difference
published 2016 · Journal of the American Statistical Association · 58 citations · first circulated 2015
Asymptotic normality of quadratic estimators
published 2016 · Stochastic Processes and their Applications · 1 citations
Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available: Table 1.
published 2016 · American Journal of Epidemiology · 2810 citations
with Miguel A. Hernán
Using observational data to emulate a randomized trial of dynamic treatment-switching strategies: an application to antiretroviral therapy
published 2015 · International Journal of Epidemiology · 68 citations
with Lauren E. Cain, Michael S. Saag, Maya L. Petersen, Margaret May, Suzanne M Ingle, Roger Logan, Sophie Abgrall, Bryan E. Shepherd, Steven G. Deeks, M. John Gill, Giota Touloumi, Georgia Vourli, …
Weight loss and coronary heart disease
published 2015 · Epidemiology · 35 citations
with Goodarz Danaei, Frank B. Hu, JoAnn E. Manson, Miguel A. Hernán
The Magnitude and Direction of Potential Bias in Instrumental Variable Analyses when Treatment Effects are Heterogeneous.
published 2015 · International Journal of Epidemiology · 1 citations
with Sonja A. Swanson, Matthew Q. Miller, Miguel A. Hernán
Review of Partial and Point Identification Results Using Instrumental Variable Type Assumptions.
published 2015 · International Journal of Epidemiology
with Sonja A. Swanson, Miguel A. Hernán
The Impact of Different CD4 Cell-Count Monitoring and Switching Strategies on Mortality in HIV-Infected African Adults on Antiretroviral Therapy: An Application of Dynamic Marginal Structural Models
published 2015 · American Journal of Epidemiology · 18 citations
with Deborah Ford, Maya Petersen, Diana M. Gibb, Charles F. Gilks, Peter Mugyenyi, Heiner Grosskurth, James Hakim, Elly Katabira, Abdel G. Babiker, A Sarah Walker
A Proof of Bell's Inequality in Quantum Mechanics Using Causal interactions
published 2015 · Scandinavian Journal of Statistics · 6 citations
with Tyler J. VanderWeele, Richard D. Gill
Definition and Evaluation of the Monotonicity Condition for Preference-based Instruments
published 2015 · Epidemiology · 50 citations
with Sonja A. Swanson, Matthew Q. Miller, Miguel A. Hernán
Discussion of “On Bayesian Estimation of Marginal Structural Models”
published 2015 · Biometrics · 31 citations
with Miguel A. Hernán, Larry Wasserman
Selecting on Treatment: A Pervasive Form of Bias in Instrumental Variable Analyses
published 2015 · American Journal of Epidemiology · 71 citations
with Sonja A. Swanson, Matthew Q. Miller, Miguel A. Hernán
Healthy Worker Effect
published 2014 · Wiley StatsRef: Statistics Reference Online · 136 citations · first circulated 2001
with Ellen A. Eisen, Sally Picciotto
Structural Nested Failure Time Models
published 2014 · Wiley StatsRef: Statistics Reference Online · 74 citations · first circulated 2005
Inverse Probability Weighting in Survival Analysis
published 2014 · Wiley StatsRef: Statistics Reference Online · 30 citations · first circulated 2005
Doubly Robust Estimation of the Local Average Treatment Effect Curve
published 2014 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 102 citations
Identification, Estimation and Approximation of Risk under Interventions that Depend on the Natural Value of Treatment Using Observational Data
published 2014 · Epidemiologic Methods · 121 citations
with Jessica G. Young, Miguel A. Hernán
Effect Decomposition in the Presence of an Exposure-Induced Mediator-Outcome Confounder
published 2014 · Epidemiology · 418 citations
with Tyler J. VanderWeele, Stijn Vansteelandt
Introduction to Nested Markov Models
published 2014 · Behaviormetrika · 43 citations
Discussion of “Dynamic treatment regimes: Technical challenges and applications”
published 2014 · Electronic Journal of Statistics · 17 citations
Randomized Trials Analyzed as Observational Studies
published 2013 · Annals of Internal Medicine · 181 citations
with Miguel A. Hernán, Sonia Hernández-Díaz
Changes in Fish Consumption in Midlife and the Risk of Coronary Heart Disease in Men and Women
published 2013 · American Journal of Epidemiology · 75 citations
with Martin Lajous, Walter C. Willett, Jessica G. Young, Eric B. Rimm, Dariush Mozaffarian, Miguel A. Hernán
Distribution-Free Prediction Sets
published 2012 · Journal of the American Statistical Association · 156 citations
The Authors Reply
published 2012 · American Journal of Epidemiology · 1 citations
Specifying the Correlation Structure in Inverse-Probability-Weighting Estimation for Repeated Measures
published 2012 · Epidemiology · 47 citations
Structural Nested Cumulative Failure Time Models to Estimate the Effects of Interventions
published 2012 · Journal of the American Statistical Association · 43 citations
with Sally Picciotto, Miguel A. Hernán, John H. Page, Jessica G. Young
Improved double-robust estimation in missing data and causal inference models
published 2012 · Biometrika · 156 citations
A Mapping Between Interactions and Interference
published 2012 · Epidemiology · 17 citations
On parametrization, robustness and sensitivity analysis in a marginal structural Cox proportional hazards model for point exposure
published 2012 · Statistics & Probability Letters · 9 citations
Credible Mendelian Randomization Studies: Approaches for Evaluating the Instrumental Variable Assumptions
published 2012 · American Journal of Epidemiology · 303 citations
Semiparametric Tests for Sufficient Cause Interaction
published 2012 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 11 citations
with Stijn Vansteelandt, Tyler J. VanderWeele
Comparative Effectiveness of Dynamic Treatment Regimes: An Application of the Parametric G-Formula
published 2011 · Statistics in Biosciences · 165 citations
with Jessica G. Young, Lauren E. Cain, Éilis J. O’Reilly, Miguel A. Hernán
Doubly robust instrumental variable regression
published 2011 · Statistica Sinica · 66 citations
Stochastic counterfactuals and stochastic sufficient causes
published 2011 · Statistica Sinica · 42 citations
with Tyler J. VanderWeele
On weighting approaches for missing data
published 2011 · Statistical Methods in Medical Research · 110 citations
with Lingling Li, Changyu Shen, Xiaochun Li
Time-dependent cross ratio estimation for bivariate failure times
published 2011 · Biometrika · 27 citations
with Tao Hu, Bin Nan, Xihong Lin
Higher order inference on a treatment effect under low regularity conditions
published 2011 · Statistics & Probability Letters · 21 citations
Estimating Absolute Risks in the Presence of Nonadherence
published 2010 · Epidemiology · 67 citations
with Sengwee Toh, Sonia Hernández-Díaz, Roger Logan, Miguel A. Hernán
When to Start Treatment? A Systematic Approach to the Comparison of Dynamic Regimes Using Observational Data
published 2010 · The International Journal of Biostatistics · 229 citations
with Lauren E. Cain, Émilie Lanoy, Roger Logan, Dominique Costagliola, Miguel A. Hernán
A NEW PROJECTION-TYPE SPLIT-SAMPLE SCORE TEST IN LINEAR INSTRUMENTAL VARIABLES REGRESSION
published 2010 · Econometric Theory · 16 citations · first circulated 2007
The Semiparametric Case‐Only Estimator
published 2010 · Biometrics · 24 citations
Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part I: Main Content
published 2010 · The International Journal of Biostatistics · 206 citations
Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part II: Proofs of Results
published 2010 · The International Journal of Biostatistics · 52 citations
Marginal Structural Models for Sufficient Cause Interactions
published 2010 · American Journal of Epidemiology · 54 citations
with Tyler J. VanderWeele, Stijn Vansteelandt
Signed Directed Acyclic Graphs for Causal Inference
published 2010 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 109 citations
with Tyler J. VanderWeele
On doubly robust estimation in a semiparametric odds ratio model
published 2009 · Biometrika · 93 citations
Relation between three classes of structural models for the effect of a time-varying exposure on survival
published 2009 · Lifetime Data Analysis · 66 citations
with Jessica G. Young, Miguel A. Hernán, Sally Picciotto
Identifiability, exchangeability and confounding revisited
published 2009 · Epidemiologic Perspectives & Innovations · 159 citations
with Sander Greenland
Intervening on risk factors for coronary heart disease: an application of the parametric g-formula
published 2009 · International Journal of Epidemiology · 365 citations
with Sarah Taubman, Murray A. Mittleman, Miguel A. Hernán
Semiparametric minimax rates
published 2009 · Electronic Journal of Statistics · 43 citations
Quadratic semiparametric Von Mises calculus
published 2008 · Metrika · 35 citations
Multiply Robust Inference for Statistical Interactions
published 2008 · Journal of the American Statistical Association · 75 citations
Observational Studies Analyzed Like Randomized Experiments
published 2008 · Epidemiology · 818 citations
with Miguel A. Hernán, Álvaro Alonso, Roger Logan, Francine Grodstein, Karin B. Michels, Walter C. Willett, JoAnn E. Manson
Authors' Response, Part I: Observational Studies Analyzed Like Randomized Experiments
published 2008 · Epidemiology · 26 citations
with Miguel A. Hernán
Causal Directed Acyclic Graphs and the Direction of Unmeasured Confounding Bias
published 2008 · Epidemiology · 235 citations
with Tyler J. VanderWeele, Miguel A. Hernán
Causal models for estimating the effects of weight gain on mortality
published 2008 · International Journal of Obesity · 51 citations
Estimation and extrapolation of optimal treatment and testing strategies
published 2008 · Statistics in Medicine · 218 citations
Minimax estimation of the integral of a power of a density
published 2008 · Statistics & Probability Letters · 17 citations
Empirical and counterfactual conditions for sufficient cause interactions
published 2008 · Biometrika · 100 citations
with Tyler J. VanderWeele
Discussions
published 2007 · Biometrics · 26 citations
Directed Acyclic Graphs, Sufficient Causes, and the Properties of Conditioning on a Common Effect
published 2007 · American Journal of Epidemiology · 200 citations
with Tyler J. VanderWeele
Four Types of Effect Modification
published 2007 · Epidemiology · 205 citations
with Tyler J. VanderWeele
Invited Commentary: Effect Modification by Time-varying Covariates
published 2007 · American Journal of Epidemiology · 42 citations
Estimation of Regression Models for the Mean of Repeated Outcomes Under Nonignorable Nonmonotone Nonresponse
published 2007 · Biometrika · 86 citations
Determining the Effect of Highly Active Antiretroviral Therapy on Changes in Human Immunodeficiency Virus Type 1 RNA Viral Load using a Marginal Structural Left-censored Mean Model
published 2007 · American Journal of Epidemiology · 58 citations
with Stephen R. Cole, Miguel A. Hernán, Kathryn Anastos, Beth D. Jamieson
The Identification of Synergism in the Sufficient-Component-Cause Framework
published 2007 · Epidemiology · 183 citations
with Tyler J. VanderWeele
Demystifying double Rogbustness: A Comparison of Alternative Strategies for Estimating a Population Mean from Incomplete Data. Comment.
published 2007 · Statistical Science
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Robust and Honest Confidence Intervals for Causal Effects
published 2006 · American Journal of Epidemiology
Directed Acyclic Graphs and Monotonic Effects
published 2006 · American Journal of Epidemiology
with Tyler J. VanderWeele
Randomized Trials VS. Observational Studies? The Case of Postmenopausal Hormone Therapy and Coronary Heart Disease
published 2006 · American Journal of Epidemiology
with Miguel A. Hernán
Instruments for Causal Inference
published 2006 · Epidemiology · 976 citations
with Miguel A. Hernán
Comparison of Dynamic Treatment Regimes via Inverse Probability Weighting
published 2006 · Basic & Clinical Pharmacology & Toxicology · 280 citations
with Miguel A. Hernán, Émilie Lanoy, Dominique Costagliola
Results of Multivariable Logistic Regression, Propensity Matching, Propensity Adjustment, and Propensity-based Weighting under Conditions of Nonuniform Effect
published 2005 · American Journal of Epidemiology · 731 citations
with Tobias Kurth, Alexander M. Walker, Robert J. Glynn, K. Arnold Chan, J. Michael Gaziano, Klaus Berger
Doubly Robust Estimation in Missing Data and Causal Inference Models,” by H. Bang and J. M. Robins; 61, 962–972, December 2005
published 2005 · Biometrics · 1992 citations
with Heejung Bang
Discussion on "Statistical Issues Arising in the Women's Health Initiative"
published 2005 · Biometrics · 34 citations
with Miguel A. Hernán, Luis A. García Rodríguez
Marginal Structural Models for Estimating the Effect of Highly Active Antiretroviral Therapy Initiation on CD4 Cell Count
published 2005 · American Journal of Epidemiology · 121 citations
with Stephen R. Cole, Miguel A. Hernán, Joseph B. Margolick, Mardge H. Cohen
When Is Baseline Adjustment Useful in Analyses of Change? An Example with Education and Cognitive Change
published 2005 · American Journal of Epidemiology · 719 citations
with M. Maria Glymour, Jennifer Weuve, Lisa Berkman, Ichiro Kawachi
397: A Structural Approach to Observation Bias
published 2005 · American Journal of Epidemiology · 4 citations
with Miguel A. Hernán
147: Estimating Small Effects with Large Consequences: Air Pollution and Cardiovascular Disease
published 2005 · American Journal of Epidemiology
with J.M. Samet, Aaron Cohen, Barry Jessiman, Joel D. Kaufman, Alton S. Pope
Structural accelerated failure time models for survival analysis in studies with time-varying treatments
published 2005 · Pharmacoepidemiology and Drug Safety · 169 citations
with Miguel A. Hernán, Stephen R. Cole, Joseph B. Margolick, Mardge H. Cohen
Locally efficient estimation of regression parameters using current status data
published 2004 · Journal of Multivariate Analysis · 5 citations
with Chris Andrews, Mark van der Laan
Estimation of treatment effects in randomised trials with non-compliance and a dichotomous outcome using structural mean models
published 2004 · Biometrika · 118 citations
A Structural Approach to Selection Bias
published 2004 · Epidemiology · 2780 citations
with Miguel A. Hernán, Sonia Hernández-Díaz
Estimating the causal effect of a time‐varying treatment on time‐to‐event using structural nested failure time models
published 2004 · Statistica Neerlandica · 49 citations
with Judith J. Lok, Richard D. Gill, Aad van der Vaart
Estimation in Partially Linear Models With Missing Covariates
published 2004 · Journal of the American Statistical Association · 129 citations
with Hua Liang, Suojin Wang, Raymond J. Carroll
Twicing Kernels and a Small Bias Property of Semiparametric Estimators
published 2004 · Econometrica · 100 citations
Sensitivity analyses for unmeasured confounding assuming a marginal structural model for repeated measures
published 2004 · Statistics in Medicine · 209 citations
Uniform consistency in causal inference
published 2003 · Biometrika · 144 citations
Nested Markov properties for acyclic directed mixed graphs
published 2003 · Scandinavian Journal of Statistics · 204 citations
Optimal dynamic treatment regimes - Discussion on the paper by Murphy
published 2003 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2 citations
with Elja Arjas, C Jennison, A. P. Dawid, D.R. Cox, R G Cowell, Vanessa Didelez, Richard D. Gill, Joseph B. Kadane
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General methodological considerations
published 2002 · Journal of Econometrics · 35 citations
Estimating the causal effect of zidovudine on CD4 count with a marginal structural model for repeated measures
published 2002 · Statistics in Medicine · 345 citations
with Miguel A. Hernán, Babette Brumback
Commentary on ‘Using inverse weighting and predictive inference to estimate the effects of time‐varying treatments on the discrete‐time hazard’
published 2002 · Statistics in Medicine · 17 citations
Locally Efficient Estimation of a Multivariate Survival Function in Longitudinal Studies
published 2002 · Journal of the American Statistical Association · 45 citations
with Mark J. van der Laan, Alan Hubbard
Marginal Mean Models for Dynamic Regimes
published 2001 · Journal of the American Statistical Association · 395 citations
with Susan A. Murphy, Mark J. van der Laan
Causal Inference for Complex Longitudinal Data: The Continuous Case
published 2001 · The Annals of Statistics · 183 citations · first circulated 1999
with Richard D. Gill
Estimating the marginal survival function in the presence of time dependent covariates
published 2001 · Statistics & Probability Letters · 79 citations
with Glen A. Satten, Somnath Datta
Marginal Structural Models to Estimate the Joint Causal Effect of Nonrandomized Treatments
published 2001 · Journal of the American Statistical Association · 506 citations
with Miguel A. Hernán, Babette Brumback
Inference in Randomized Studies with Informative Censoring and Discrete Time‐to‐Event Endpoints
published 2001 · Biometrics · 61 citations
Discussion of the Frangakis and Rubin Article
published 2001 · Biometrics · 12 citations
Data, Design, and Background Knowledge in Etiologic Inference
published 2001 · Epidemiology · 358 citations
Methods for Conducting Sensitivity Analysis of Trials with Potentially Nonignorable Competing Causes of Censoring
published 2001 · Biometrics · 117 citations
Asymptotic Distribution of P Values in Composite Null Models: Rejoinder
published 2000 · Journal of the American Statistical Association · 182 citations
with Aad van der Vaart, Valérie Ventura
Conditioning, Likelihood, and Coherence: A Review of Some Foundational Concepts
published 2000 · Journal of the American Statistical Association · 49 citations
with Larry Wasserman, L. H. Wasserman
Rejoinder
published 2000 · Journal of the American Statistical Association
with Aad van der Vaart, Valérie Ventura
Marginal Structural Models and Causal Inference in Epidemiology
published 2000 · Epidemiology · 5584 citations
with Miguel A. Hernán, Babette Brumback
Marginal Structural Models to Estimate the Causal Effect of Zidovudine on the Survival of HIV-Positive Men
published 2000 · Epidemiology · 1789 citations
with Miguel A. Hernán, Babette Brumback
Correcting for Noncompliance and Dependent Censoring in an AIDS Clinical Trial with Inverse Probability of Censoring Weighted (IPCW) Log‐Rank Tests
published 2000 · Biometrics · 871 citations
with Dianne M. Finkelstein
Causal Inference Without Counterfactuals: Comment
published 2000 · Journal of the American Statistical Association · 81 citations
with Sander Greenland
On Profile Likelihood: Comment
published 2000 · Journal of the American Statistical Association · 70 citations
Comment
published 2000 · Journal of the American Statistical Association · 69 citations
with Sander Greenland
On the Semi-Parametric Efficiency of Logistic Regression under Case-Control Sampling
published 2000 · Bernoulli · 62 citations
with Norman E. Breslow, Jon A. Wellner
Comment
published 2000 · Journal of the American Statistical Association · 18 citations
Likelihood-Based Inference with Singular Information Matrix
published 2000 · Bernoulli · 183 citations
Inference for imputation estimators
published 2000 · Biometrika · 281 citations
Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models: Rejoinder
published 1999 · Journal of the American Statistical Association · 1008 citations
Rejoinder
published 1999 · Journal of the American Statistical Association · 18 citations
Association, Causation, And Marginal Structural Models
published 1999 · Synthese · 411 citations
Estimation of the Causal Effect of a Time-Varying Exposure on the Marginal Mean of a Repeated Binary Outcome: Rejoinder
published 1999 · Journal of the American Statistical Association · 233 citations
with Sander Greenland, Fu-Chang Hu, F. C. Hu
Rejoinder
published 1999 · Journal of the American Statistical Association
with Sander Greenland, F. C. Hu
Presenting Statistical Uncertainty in Trends and Dose-Response Relations
published 1999 · American Journal of Epidemiology · 57 citations
with Sander Greenland, K. B. Michels, Charles Poole, Walter C. Willett
The Graft Versus Leukemia Effect after Bone Marrow Transplantation: A Case Study Using Structural Nested Failure Time Models
published 1999 · Biometrics · 38 citations
with Niels Keiding, Marusca Filiberti, Sille Esbjerg, N Jacobsen
Confounding and Collapsibility in Causal Inference
published 1999 · Statistical Science · 941 citations
with Sander Greenland, Judea Pearl
Causal Diagrams for Epidemiologic Research
published 1999 · Epidemiology · 3716 citations
with Sander Greenland, Judea Pearl
Semiparametric Regression for Repeated Outcomes with Nonignorable Nonresponse
published 1998 · Journal of the American Statistical Association · 432 citations
G-estimation of Causal Effects: Isolated Systolic Hypertension and Cardiovascular Death in the Framingham Heart Study
published 1998 · American Journal of Epidemiology · 100 citations
with J. C. M. Witteman, Ralph B. D’Agostino, Theo Stijnen, William B. Kannel, Johanna Cobb, Maria de Ridder, Albert Hofman
Locally Efficient Estimation with Current Status Data and Time-Dependent Covariates
published 1998 · Journal of the American Statistical Association · 51 citations
with Mark J. van der Laan
Estimating the effect of zidovudine on Kaposi's sarcoma from observational data using a rank preserving structural failure-time model
published 1998 · Statistics in Medicine · 35 citations
with Marshall M. Joffe, Donald R. Hoover, Lisa P. Jacobson, Lawrence Kingsley, Joan S. Chmiel, Barbara R. Visscher
Differential Misclassification and the Assessment of Gene-Environment Interactions in Case-Control Studies
published 1998 · American Journal of Epidemiology · 85 citations
with Montserrat García-Closas, W. Douglas Thompson
non-compliance in equivalence trials
published 1998 · Statistics in Medicine · 173 citations
Semiparametric Efficiency and its Implication on the Design and Analysis of Group-Sequential Studies
published 1997 · Journal of the American Statistical Association · 162 citations
with Daniel O. Scharfstein, Anastasios A. Tsiatis
Efficient estimation of regression parameters from multistage studies with validation of outcome and covariates
published 1997 · Journal of Statistical Planning and Inference · 16 citations
Efficiency Comparisons in Multivariate Multiple Regression with Missing Outcomes
published 1997 · Journal of Multivariate Analysis · 6 citations
TOWARD A CURSE OF DIMENSIONALITY APPROPRIATE (CODA) ASYMPTOTIC THEORY FOR SEMI‐PARAMETRIC MODELS
published 1997 · Statistics in Medicine · 353 citations
with Ya’acov Ritov
NON-RESPONSE MODELS FOR THE ANALYSIS OF NON-MONOTONE NON-IGNORABLE MISSING DATA
published 1997 · Statistics in Medicine · 154 citations
with Richard D. Gill
ANALYSIS OF SEMI-PARAMETRIC REGRESSION MODELS WITH NON-IGNORABLE NON-RESPONSE
published 1997 · Statistics in Medicine · 154 citations
Identification of Causal Effects Using Instrumental Variables: Comment
published 1996 · Journal of the American Statistical Association · 295 citations
with Sander Greenland
Comment
published 1996 · Journal of the American Statistical Association · 2 citations
with Sander Greenland
THE AUTHORS REPLY
published 1996 · American Journal of Epidemiology
with Sander Greenland
Discussion of Causal Diagrams for Empirical Research by J. Pearl
published 1995 · Biometrika · 11 citations
Semiparametric Efficient Estimation of a Conditional Density with Missing or Mismeasured Covariates
published 1995 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 97 citations
Control Sampling Strategies for Case-Crossover Studies: An Assessment of Relative Efficiency
published 1995 · American Journal of Epidemiology · 342 citations
with Murray A. Mittleman, Malcolm Maclure
Analysis of Semiparametric Regression Models for Repeated Outcomes in the Presence of Missing Data
published 1995 · Journal of the American Statistical Association · 1544 citations
Semiparametric Efficiency in Multivariate Regression Models with Missing Data
published 1995 · Journal of the American Statistical Association · 891 citations
THE AUTHORS REPLY
published 1995 · American Journal of Epidemiology
with Sander Greenland
Semiparametric regression estimation in the presence of dependent censoring
published 1995 · Biometrika · 173 citations
An analytic method for randomized trials with informative censoring: Part 1
published 1995 · Lifetime Data Analysis · 63 citations
Causal diagrams for empirical research
published 1995 · Biometrika · 13 citations
An analytic method for randomized trials with informative censoring: Part II
published 1995 · Lifetime Data Analysis · 11 citations
Estimation of Regression Coefficients When Some Regressors are not Always Observed
published 1994 · Journal of the American Statistical Association · 2759 citations
Adjusting for Differential Rates of Prophylaxis Therapy for PCP in High-Versus Low-Dose AZT Treatment Arms in an AIDS Randomized Trial
published 1994 · Journal of the American Statistical Association · 180 citations
with Sander Greenland
Accepting the Limits of Ecologic Studies: Drs. Greenland and Robins Reply to Drs. Piantadosi and Cohen
published 1994 · American Journal of Epidemiology · 26 citations
with Sander Greenland
Correcting for non-compliance in randomized trials using structural nested mean models
published 1994 · Communication in Statistics-Theory and Methods · 572 citations
Causal Inference
published 1993 · Epidemiology · 17 citations
with Kenneth J. Rothman, Stephan Lanes
Estimating the causal effect of smoking cessation in the presence of confounding factors using a rank preserving structural failure time model
published 1993 · Statistics in Medicine · 85 citations
with Steven D. Mark
Measures of Effect Based on the Sufficient Causes Model
published 1993 · Epidemiology · 5 citations
with Sander Greenland
A method for the analysis of randomized trials with compliance information: An application to the multiple risk factor intervention trial
published 1993 · Controlled Clinical Trials · 146 citations
with Steven D. Mark
G-Estimation of the Effect of Prophylaxis Therapy for Pneumocystis carinii Pneumonia on the Survival of AIDS Patients
published 1992 · Epidemiology · 339 citations
with Donald Blevins, Grant A. Ritter, Michael Wulfsohn
Estimating Exposure Effects by Modelling the Expectation of Exposure Conditional on Confounders
published 1992 · Biometrics · 398 citations
Identifiability and Exchangeability for Direct and Indirect Effects
published 1992 · Epidemiology · 1828 citations
with Sander Greenland
Estimation of the time-dependent accelerated failure time model in the presence of confounding factors
published 1992 · Biometrika · 184 citations
Semiparametric estimation of an accelerated failure time model with time-dependent covariates
published 1992 · Biometrika · 139 citations
with Anastasios A. Tsiatis, Anastosios A. Tsiatis
Empirical-Bayes Adjustments for Multiple Comparisons Are Sometimes Useful
published 1991 · Epidemiology · 139 citations
with Sander Greenland
Correcting for non-compliance in randomized trials using rank preserving structural failure time models
published 1991 · Communication in Statistics-Theory and Methods · 430 citations
with Anastasios A. Tsiatis
Estimability and estimation of expected years of life lost due to a hazardous exposure
published 1991 · Statistics in Medicine · 58 citations
with Sander Greenland
Adjusting for early treatment termination in comparative clinical trials
published 1990 · Statistics in Medicine · 47 citations
with Stephen W. Lagakos, L. Lim
The Validity of CaseʼControl Studies with Nonrandom Selection of Controls
published 1990 · Epidemiology · 38 citations
with M. C. Pike
The Probability of Causation under a Stochastic Model for Individual Risk
published 1989 · Biometrics · 172 citations
with Sander Greenland
Designs for Synthetic Case-Control Studies in Open Cohorts
published 1989 · Biometrics · 19 citations
with Ross L. Prentice, Donald Blevins
Estimability and estimation of excess and etiologic fractions
published 1989 · Statistics in Medicine · 122 citations
with Sander Greenland
RE:“POSSIBILITY OF SELECTION BIAS IN MATCHED CASE-CONTROL STUDIES USING FRIEND CONTROLS”
published 1989 · American Journal of Epidemiology · 6 citations
The control of confounding by intermediate variables
published 1989 · Statistics in Medicine · 243 citations
RE: “CONFOUNDING CONFOUNDING”
published 1989 · American Journal of Epidemiology · 10 citations
with Sander Greenland, Hal Morgenstern, Charles Poole
CONCEPTUAL PROBLEMS IN THE DEFINITION AND INTERPRETATION OF ATTRIBUTABLE FRACTIONS
published 1988 · American Journal of Epidemiology · 434 citations
with Sander Greenland
Confidence intervals for causal parameters
published 1988 · Statistics in Medicine · 90 citations
ANALYSIS OF CASE-CONTROL DATA DERIVED IN PART FROM PROXY RESPONDENTS
published 1988 · American Journal of Epidemiology · 67 citations
with Alexander M. Walker, Johan P. Velema
ANALYSIS OF PROPORTIONATE MORTALITY DATA USING LOGISTIC REGRESSION MODELS
published 1987 · American Journal of Epidemiology · 17 citations
with Don Blevins
a new approach to causal intefence in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect” Mathl Modelling 7(9–12), 1393–1512 (1986
published 1987 · Computers & Mathematics with Applications · 90 citations
The foundations of confounding in epidemiology
published 1987 · Computers & Mathematics with Applications · 68 citations
with Hal Morgenstern
A graphical approach to the identification and estimation of causal parameters in mortality studies with sustained exposure periods
published 1987 · Journal of Chronic Diseases · 308 citations
A GENERAL ESTIMATOR FOR THE VARIANCE OF THE MANTEL HAENSZEL ODDS RATIO
published 1986 · American Journal of Epidemiology · 337 citations
with Sander Greenland, Norman E. Breslow
An Analysis of Contaminated Well Water and Health Effects in Woburn, Massachusetts: Comment
published 1986 · Journal of the American Statistical Association · 8 citations
with Shanna H. Swan
Comment
published 1986 · Journal of the American Statistical Association · 1 citations
with Shanna H. Swan
Estimators of the Mantel-Haenszel Variance Consistent in Both Sparse Data and Large-Strata Limiting Models
published 1986 · Biometrics · 487 citations
with Norman E. Breslow, Sander Greenland
More on "Biased Selection of Controls for Case-Control Analyses of Cohort Studies"
published 1986 · Biometrics · 127 citations
with Mitchell H. Gail, Jay H. Lubin
THE ROLE OF MODEL SELECTION IN CAUSAL INFERENCE FROM NONEXPERIMENTAL DATA
published 1986 · American Journal of Epidemiology · 201 citations
with Sander Greenland
Addendum to “a new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect”
published 1986 · Mathematical Modelling · 2514 citations
Identifiability, Exchangeability, and Epidemiological Confounding
published 1986 · International Journal of Epidemiology · 685 citations
with Sander Greenland
THE PROBLEM OF MULTIPLE INFERENCE IN STUDIES DESIGNED TO GENERATE HYPOTHESES
published 1985 · American Journal of Epidemiology · 193 citations
with Duncan C. Thomas, Jack Siemiatycki, Ron Dewar, Mark S. Goldberg, Ben Armstrong
CONFOUNDING AND MISCLASSIFICATION
published 1985 · American Journal of Epidemiology · 233 citations
with Sander Greenland
Decision-Making under Uncertainty in the Setting of Environmental Health Regulations
published 1985 · Journal of Public Health Policy · 10 citations
with Philip J. Landrigan, Thomas G. Robins, Lawrence J. Fine
Estimation of a Common Effect Parameter from Sparse Follow-Up Data
published 1985 · Biometrics · 803 citations
with Sander Greenland
SELECTION EFFECTS OF REPEATABILITY CRITERIA APPLIED TO LUNG SPIROMETRY
published 1984 · American Journal of Epidemiology · 69 citations
with Ellen A. Eisen, Ian A. Greaves, David H. Wegman
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