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Elizabeth A. Stuart

Johns Hopkins University (from arXiv:2505.11014, 2025) · ORCID · OpenAlex

189 papers in scope · 187 published · 2 on the econ.EM arXiv · 31,762 citations · h-index 55 (over the papers listed here)

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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

(2 of 189)

CACE-MM: using mixed methods to strengthen causal inference in medicine and public health
published2026 · BMC Medical Research Methodology
with Noor Qaragholi, Joseph J. Gallo, Laura K. Beres, Trang Q. Nguyen, Sarah Walsh
Autoregressive models for panel data causal inference with application to state-level opioid policies
published2026 · The Annals of Applied Statistics
with Joseph Antonelli, Max Rubinstein, Denis Agniel, Rosanna Smart, Matthew Cefalu, Terry L. Schell, Joshua Eagan, Elizabeth M. Stone, Max Griswold, Beth Ann Griffin
Precision mental health: predicting heterogeneous treatment effects for depression through data integration
published2025 · Journal of the Royal Statistical Society Series C (Applied Statistics)
with Carly L Brantner, Trang Quynh Nguyen, Harsh Parikh, Congwen Zhao, Hwanhee Hong, Carly L. Brantner
Choosing an analytic approach: key study design considerations in state policy evaluation
published2025 · Health Services and Outcomes Research Methodology · 2 citations
with Elizabeth M. Stone, Megan S. Schuler, Max Rubinstein, Max Griswold, Bradley D. Stein, Beth Ann Griffin
Transporting Results from a Trial to an External Target Population When Trial Participation Impacts Adherence
published2025 · Epidemiology
with Rachael K. Ross, Iván Díaz, Amy Pitts, Kara E. Rudolph
The challenges of integrating diverse data sources: A case study in major depression
published2025 · Health Services and Outcomes Research Methodology · 1 citations
with Carly Lupton-Smith, Wenshan Yu, Congwen Zhao, Kyungeun Jeon, Grace Ringlein, Qiao Wang, Elaona Lemoto, Trang Quynh Nguyen, Jane P. Gagliardi, Peter P. Zandi, Benjamin A. Goldstein, Hwanhee Hong, …
Center-specific causal inference with multicenter trials—Interpreting trial evidence in the context of each participating center
published2025 · Statistical Methods in Medical Research · 3 citations · first circulated 2021
with Sarah E. Robertson, Jon A. Steingrimsson, Nina R. Joyce, Issa J Dahabreh
working paper2025 · arXiv
Transparent reporting of observational studies emulating a target trial: the TARGET Statement
published2025 · JAMA · 160 citations
with Aidan G Cashin, Harrison J Hansford, Miguel A. Hernán, Sonja A. Swanson, Hopin Lee, Matthew D. Jones, Issa J Dahabreh, Barbra A. Dickerman, Matthias Egger, Xabier García-Albéniz, Robert Golub, Nazrul Islam, …
Improving Policy Evaluations Of The Opioid Crisis
published2025 · Health Affairs · 3 citations
with Rosalie Liccardo Pacula, Beth Ann Griffin, Megan S. Schuler, Rosanna Smart, Sean Grant, David Powell, Sarah Axeen, Seema Choksy Pessar, Corey S. Davis, Flora Sheng, Courtney Kase, Stephen W. Patrick, …
working paper2025 · arXiv
with Harsh Parikh, Trang Quynh Nguyen, Kara E. Rudolph, Caleb H. Miles, Elizabeth A Stuart, K E Rudolph, Caleb Miles
Who Are We Missing? : A Principled Approach to Characterizing the Underrepresented Population
published2025 · Journal of the American Statistical Association · 3 citations · first circulated 2024
with Harsh Parikh, Rachael K. Ross, Kara E. Rudolph
Estimating target population treatment effects in meta-analysis with individual participant-level data
published2025 · Statistical Methods in Medical Research · 2 citations
with Hwanhee Hong, Lu Liu
Improving efficiency in transporting average treatment effects
published2025 · Biometrika · 6 citations · first circulated 2023
with Kara E. Rudolph, Nicholas J. Williams, I D Iacute AZ, Nicholas Williams, Iván Díaz
Application of Causal Forest Model to Examine Treatment Effect Heterogeneity in Substance Use Disorder Psychosocial Treatments
published2024 · International Journal of Methods in Psychiatric Research · 3 citations
with Ryoko Susukida, Masoumeh Amin-Esmaeili, Elena Badillo-Goicoechea, Trang Quynh Nguyen, Michael Rosenblum, Kelly E. Dunn, Ramin Mojtabai
School-level data on COVID-19 cases, quarantines, and student absenteeism during the COVID-19 pandemic: understanding missingness
published2024 · American Journal of Epidemiology
with Sanjana Pampati, Zach Timpe, Catherine N. Rasberry, Lance A. Waller, Benjamin A. Lopman, Jodie L. Guest, Lisa C. Barrios, Jeb Jones
Target Trial Emulation for Evaluating Health Policy
published2024 · Annals of Internal Medicine · 13 citations
with Nicholas J. Seewald, Emma E. McGinty
Prognostic score-based model averaging approach for propensity score estimation
published2024 · BMC Medical Research Methodology · 3 citations
with Daijiro Kabata, Ayumi Shintani
Area-level credit scores and symptoms of depression and anxiety in adults
published2024 · American Journal of Epidemiology · 1 citations
with Catherine K. Ettman, Elena Badillo Goicoechea, Lorraine T. Dean
Validation of predicted individual treatment effects in out of sample respondents
published2024 · Statistics in Medicine · 5 citations
with Alena Kuhlemeier, Thomas Jaki, Katie Witkiewitz, M. Lee Van Horn
Associations between the Affordable Care Act’s Medicaid expansion and youth violent offense charges and adjudications from 2008 to 2018.
published2024 · Psychology Public Policy and Law · 1 citations
with Elizabeth J. Letourneau, Allyn Walker, Yi Sun, Reshmi Nair, Luciana C. Assini-Meytin, Emma Beth McGinty
Sensitivity analysis for principal ignorability violation in estimating complier and noncomplier average causal effects
published2024 · Statistics in Medicine · 4 citations · first circulated 2023
with Trang Quynh Nguyen, Daniel O. Scharfstein, Elizabeth L. Ogburn
Multiple imputation for propensity score analysis with covariates missing at random: some clarity on “ within ” and “ across ” methods
published2024 · American Journal of Epidemiology · 6 citations · first circulated 2023
Practical challenges in mediation analysis: a guide for applied researchers
published2024 · Health Services and Outcomes Research Methodology · 70 citations
with Megan S. Schuler, Donna L. Coffman, Trang Quynh Nguyen, Brian Vegetabile, Daniel F. McCaffrey
Identification of complier and noncomplier average causal effects in the presence of latent missing-at-random (LMAR) outcomes: a unifying view and choices of assumptions
published2024 · Biostatistics · 3 citations · first circulated 2023
with Trang Quynh Nguyen, Michelle C. Carlson
Changes in Healthcare Spending Attributable to High Deductible Health Plan Offer Among Enrollees with Comorbid Substance Use Disorder and Cardiovascular Disease
published2024 · Journal of General Internal Medicine · 2 citations
with Julia C. P. Eddelbuettel, Alene Kennedy-Hendricks, Mark K. Meiselbach, Haiden A. Huskamp, Alisa B. Busch, Mara A.G. Hollander, Cameron Schilling, Colleen L. Barry, Matthew D. Eisenberg
Disparities in Unmet Health Care Needs Among US Children During the COVID-19 Pandemic
published2024 · The Annals of Family Medicine · 4 citations
with Sanjana Pampati, Nicole Liddon, Lance A. Waller, Jonetta J. Mpofu, Benjamin A. Lopman, Susan Hocevar Adkins, Jodie L. Guest, Jeb Jones
Comparison of methods that combine multiple randomized trials to estimate heterogeneous treatment effects
published2024 · Statistics in Medicine · 14 citations · first circulated 2023
with Carly Lupton-Smith, Trang Quynh Nguyen, Tengjie Tang, Congwen Zhao, Hwanhee Hong, Carly Lupton Brantner
The Validity of a Synthetic Control Arm Derived from Historical Multiple Myeloma Clinical Trials
published2023 · Blood · 4 citations
with Xiang Yin, Mehmet Burcu, Mark Stewart, Elizabeth B. Lamont, Ruthanna Davi
Methods for Integrating Trials and Non-experimental Data to Examine Treatment Effect Heterogeneity
published2023 · Statistical Science · 8 citations
with Carly Lupton Brantner, Ting-Hsuan Chang, Trang Quynh Nguyen, Hwanhee Hong, Leon Di Stefano
Identifying Optimal Methods for Addressing Confounding Bias When Estimating the Effects of State-level Policies
published2023 · Epidemiology · 5 citations
with Beth Ann Griffin, Megan S. Schuler, Elizabeth M. Stone, Stephen W. Patrick, Bradley D. Stein, Pedro Nascimento de Lima, Max Griswold, Adam Scherling
Calibrated meta-analysis to estimate the efficacy of mental health treatments in target populations: an application to paliperidone trials for treatment of schizophrenia
published2023 · BMC Medical Research Methodology · 1 citations
with Hwanhee Hong, Lu Liu, Ramin Mojtabai
Do High-Deductible Health Plans Incentivize Changing the Timing of Substance Use Disorder Treatment?
published2023 · Medical Care Research and Review · 2 citations
with Mara A.G. Hollander, Alene Kennedy-Hendricks, Cameron Schilling, Mark K. Meiselbach, Haiden A. Huskamp, Alisa B. Busch, Julia C. P. Eddelbuettel, Colleen L. Barry, Matthew D. Eisenberg
Using a Multi-Site RCT to Predict Impacts for a Single Site: Do Better Data and Methods Yield More Accurate Predictions?
published2023 · Journal of Research on Educational Effectiveness · 7 citations
with Robert B. Olsen, Larry L. Orr, Stephen H. Bell, Elizabeth Petraglia, Elena Badillo-Goicoechea, Atsushi Miyaoka
Sensitivity analysis using bias functions for studies extending inferences from a randomized trial to a target population
published2023 · Statistics in Medicine · 32 citations · first circulated 2019
with Issa J Dahabreh, James M. Robins, Sebastien Haneuse, Iman Saeed, Sarah E. Robertson, Miguel A. Hernán, Sebastien J-P. A. Haneuse, Elisabeth A. Stuart
Using Trial and Observational Data to Assess Effectiveness: Trial Emulation, Transportability, Benchmarking, and Joint Analysis
published2023 · Epidemiologic Reviews · 36 citations
with Issa J Dahabreh, Anthony Matthews, Jon A. Steingrimsson, Daniel O. Scharfstein
A causal roadmap for generating high-quality real-world evidence
published2023 · Journal of Clinical and Translational Science · 69 citations
with Lauren Eyler Dang, Susan Gruber, Hana Lee, Issa J Dahabreh, Brian D. Williamson, Richard Wyss, Iván Díaz, Debashis Ghosh, Emre Kıcıman, Demissie Alemayehu, Katherine L. Hoffman, C Vossen, …
Causal mediation analysis: From simple to more robust strategies for estimation of marginal natural (in)direct effects
published2023 · Statistics Surveys · 13 citations · first circulated 2021
with Trang Quynh Nguyen, Elizabeth L. Ogburn, Ian Schmid, Elizabeth B. Sarker, Noah Greifer, Ina M. Koning
What is a propensity score? Applications and extensions of balancing score methods
published2023 · Observational Studies · 1 citations
Consistency between Household and County Measures of Onsite Schooling during the COVID-19 Pandemic
published2022 · Journal of Research on Educational Effectiveness · 2 citations
with Carly Lupton-Smith, Elena Badillo Goicoechea, Megan E. Collins, Justin Lessler, M. Kate Grabowski
Flexible propensity score estimation strategies for clustered data in observational studies
published2022 · Statistics in Medicine · 23 citations
with Ting-Hsuan Chang, Trang Quynh Nguyen, Youjin Lee, John W. Jackson
Causal and Associational Language in Observational Health Research: A Systematic Evaluation
published2022 · American Journal of Epidemiology · 85 citations · first circulated 2021
with Noah Haber, Sarah Wieten, Julia M. Rohrer, Onyebuchi A. Arah, Peter W. G. Tennant, Eleanor J. Murray, Sophie Pilleron, Sze Tung Lam, Emily Riederer, Sarah J. Howcutt, Alison E. Simmons, Clémence Leyrat, …
Methodological considerations for estimating policy effects in the context of co-occurring policies
published2022 · Health Services and Outcomes Research Methodology · 13 citations · first circulated 2021
with Beth Ann Griffin, Megan S. Schuler, Joseph Pane, Stephen W. Patrick, Rosanna Smart, Bradley D. Stein, Geoffrey Grimm
Propensity score methods for observational studies with clustered data: A review
published2022 · Statistics in Medicine · 58 citations
with Ting-Hsuan Chang
Modeling to inform economy‐wide pandemic policy: Bringing epidemiologists and economists together
published2022 · Health Economics · 14 citations · first circulated 2021
with Michael Darden, David W. Dowdy, Lauren Gardner, Barton H. Hamilton, Karen Kopecky, Melissa A. Marx, Nicholas Papageorge, Daniel Polsky, Kimberly A. Powers, Matthew Zahn
Estimating Subgroup Effects in Generalizability and Transportability Analyses
published2022 · American Journal of Epidemiology · 2 citations · first circulated 2021
with Sarah E. Robertson, Jon A. Steingrimsson, Nina R. Joyce, Issa J Dahabreh
Moving beyond the classic diferencein-diferences model: a simulation study comparing statistical methods for estimating efectiveness of state-level policies
published2022 · BMC Medical Research Methodology
with Beth Ann Grifn, Megan S. Schuler, Stephen W. Patrick, Elizabeth McNeer, Rosanna Smart, David Powell, Bradley D. Stein, Terry L. Schell, Rosalie Liccardo Pacula
Exploring the Potential of External Control Arms created from Patient Level Data: A case study in non-small cell lung cancer
published2022 · Journal of Biopharmaceutical Statistics · 17 citations
with Xiang Yin, Pallavi S. Mishra-Kalyan, Rajeshwari Sridhara, Mark Stewart, Ruthanna Davi
Clarifying causal mediation analysis: Effect identification via three assumptions and five potential outcomes
published2022 · Journal of Causal Inference · 42 citations · first circulated 2020
with Trang Quynh Nguyen, Ian Schmid, Elizabeth L. Ogburn, Nguyen Trang Quynh
A note on semiparametric efficient generalization of causal effects from randomized trials to target populations
published2021 · Communication in Statistics-Theory and Methods · 8 citations
with Fan Li, Hwanhee Hong
Determining national priorities in the 4th industrial revolution
published2021 · Development cooperation report ...
Studying how state health services delivery policies can mitigate the effects of disasters on drug addiction treatment and overdose: Protocol for a mixed-methods study
published2021 · PLoS ONE · 6 citations
with Matthew D. Eisenberg, Alexander D. McCourt, Lainie Rutkow, Kayla N. Tormohlen, Michael Fingerhood, Luis Quintero, Sarah White, Emma E. McGinty
Moving beyond the classic difference-in-differences model: a simulation study comparing statistical methods for estimating effectiveness of state-level policies
published2021 · BMC Medical Research Methodology · 26 citations · first circulated 2020
with Beth Ann Griffin, Megan S. Schuler, Stephen W. Patrick, Elizabeth McNeer, Rosanna Smart, David Powell, Bradley D. Stein, Terry L. Schell, Rosalie Liccardo Pacula
Evidence-based COVID-19 policy-making in schools
published2021 · Nature Medicine · 10 citations
with David W. Dowdy
Partially Pooled Propensity Score Models for Average Treatment Effect Estimation with Multilevel Data
published2021 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 3 citations
with Youjin Lee, Trang Quynh Nguyen
Ten Rules for Conducting Retrospective Pharmacoepidemiological Analyses: Example COVID-19 Study
published2021 · Frontiers in Pharmacology · 5 citations · first circulated 2020
with Michael Powell, Allison Koenecke, James Brian Byrd, Akihiko Nishimura, Maximilian F. Konig, Ruoxuan Xiong, Sadiqa Mahmood, Vera Mucaj, Chetan Bettegowda, Liam Rose, Suzanne Tamang, Adam Sacarny, …
Challenges with Evaluating Education Policy Using Panel Data during and after the COVID-19 Pandemic
published2021 · Journal of Research on Educational Effectiveness · 1 citations
Impact Evaluation of Coronavirus Disease 2019 Policy: A Guide to Common Design Issues
published2021 · American Journal of Epidemiology · 53 citations
with Noah Haber, Emma Clarke-Deelder, Joshua A. Salomon, Avi Feller
A Trial Emulation Approach for Policy Evaluations with Group-level Longitudinal Data
published2021 · Epidemiology · 12 citations · first circulated 2020
Calibrating validation samples when accounting for measurement error in intervention studies
published2021 · Statistical Methods in Medical Research · 6 citations
with Benjamin Ackerman, Juned Siddique
Generalizability of Subgroup Effects
published2021 · Epidemiology · 21 citations
with Marissa J. Seamans, Hwanhee Hong, Benjamin Ackerman, Ian Schmid
MatchThem:: Matching and Weighting after Multiple Imputation
published2021 · The R Journal · 123 citations · first circulated 2020
with Farhad Pishgar, Noah Greifer, Clémence Leyrat
Matching Methods for Confounder Adjustment: An Addition to the Epidemiologist’s Toolbox
published2021 · Epidemiologic Reviews · 110 citations
with Noah Greifer
Generalizing randomized trial findings to a target population using complex survey population data
published2020 · Statistics in Medicine · 4 citations
with Benjamin Ackerman, Catherine R. Lesko, Juned Siddique, Ryoko Susukida
Methodological challenges and proposed solutions for evaluating opioid policy effectiveness
published2020 · Health Services and Outcomes Research Methodology · 41 citations
with Megan S. Schuler, Beth Ann Griffin, Magdalena Cerdá, Emma E. McGinty
The effect of a constraint on the maximum number of controls matched to each treated subject on the performance of full matching on the propensity score when estimating risk differences
published2020 · Statistics in Medicine · 13 citations
with Peter C. Austin
Commentary on Yu et al.: Opportunities and Challenges for Matching Methods in Large Databases
published2020 · Statistical Science · 1 citations
with Benjamin Ackerman
The Promise, and Challenges, of Methods to Enhance the External Validity of Randomized Trial Results
published2020 · Clinical Pharmacology & Therapeutics · 2 citations
with Catherine R. Lesko
The Peril of Power: A Tutorial on Using Simulation to Better Understand When and How We Can Estimate Mediating Effects
published2020 · American Journal of Epidemiology · 19 citations
with Kara E. Rudolph, Dana E. Goin
Rudolph et al. Respond to “Power in Mediation Analysis”
published2020 · American Journal of Epidemiology · 1 citations
with Kara E. Rudolph, Dana E. Goin
Using Transportability to Understand Differences in Mediation Mechanisms Across Trial Sites of a Housing Voucher Experiment
published2020 · Epidemiology · 13 citations
with Kara E. Rudolph, Jonathan Levy, Nicole M. Schmidt, Jennifer Ahern
Propensity Score Analysis With Latent Covariates: Measurement Error Bias Correction Using the Covariate’s Posterior Mean, aka the Inclusive Factor Score
published2020 · Journal of Educational and Behavioral Statistics · 5 citations · first circulated 2019
Extending inferences from a randomized trial to a new target population
published2020 · Statistics in Medicine · 22 citations
with Issa J Dahabreh, Sarah E. Robertson, Jon A. Steingrimsson, Miguel A. Hernán
Comparing the performance of statistical methods that generalize effect estimates from randomized controlled trials to much larger target populations
published2020 · Communications in Statistics - Simulation and Computation · 9 citations
with Ian Schmid, Kara E. Rudolph, Trang Quynh Nguyen, Hwanhee Hong, Marissa J. Seamans, Benjamin Ackerman
Florida’s Opioid Crackdown and Mortality From Drug Overdose, Motor Vehicle Crashes, and Suicide: A Bayesian Interrupted Time-Series Analysis
published2020 · American Journal of Epidemiology · 11 citations
with Kenneth A. Feder, Ramin Mojtabai, Rashelle J. Musci, Elizabeth J. Letourneau
Feder et al. Respond to “Opioids, Economic Factors, and Misclassification”
published2020 · American Journal of Epidemiology
with Kenneth A. Feder, Ramin Mojtabai
Comparing Propensity Score Methods Versus Traditional Regression Analysis for the Evaluation of Observational Data: A Case Study Evaluating the Treatment of Gram-Negative Bloodstream Infections
published2020 · Clinical Infectious Diseases · 92 citations
with Joe Amoah, Sara E. Cosgrove, Anthony Harris, Jennifer Han, Ebbing Lautenbach, Pranita D. Tamma
Using Propensity Score Analysis of Survey Data to Estimate Population Average Treatment Effects: A Case Study Comparing Different Methods
published2020 · Evaluation Review · 44 citations
with Nianbo Dong, David Lenis, Trang Quynh Nguyen
Methods and Risks of Bias in Natural Experiments in Obesity: Opportunities for the Future Informed by a Systematic Review
published2019 · Obesity · 8 citations
with Emily A. Knapp, Wendy L. Bennett, Renée F Wilson, Allen Zhang, Eva Tseng, Lawrence J. Cheskin, Eric B Bass, Hadi Kharrazi
Education Research in a New Data Environment: Special Issue Introduction
published2019 · Journal of Research on Educational Effectiveness · 5 citations
with Sean F. Reardon
Using the Results from Rigorous Multisite Evaluations to Inform Local Policy Decisions
published2019 · Journal of Policy Analysis and Management · 19 citations
with Larry L. Orr, Robert B. Olsen, Stephen H. Bell, Ian Schmid, Azim Shivji
Non-small cell lung cancer (NSCLC) case study examining whether results in a randomized control arm are replicated by a synthetic control arm (SCA).
published2019 · Journal of Clinical Oncology · 5 citations
with R Davi, Mark C. Chandler, Barbara Elashoff, Andrea Stern Ferris, Andrew Howland, David I. Lee, Antara Majumdar, Mark Stewart, Larry Strianese, Xiang Yin, Antoine Yver
Harms are assessed inconsistently and reported inadequately Part 2: nonsystematic adverse events
published2019 · Journal of Clinical Epidemiology · 119 citations
with Evan Mayo-Wilson, Nicole Fusco, Tianjing Li, Hwanhee Hong, Joseph K. Canner, Kay Dickersin, Lorenzo Bertizzolo, Terrie Cowley, Peter Doshi, Jeffrey T. Ehmsen, Gillian Gresham, Nan Guo, …
Opioid Use and Misuse and Suicidal Behaviors in a Nationally Representative Sample of US Adults
published2019 · American Journal of Epidemiology · 33 citations
with Hillary Samples, Mark Olfson
Measurement Error Correction and Sensitivity Analysis in Longitudinal Dietary Intervention Studies Using an External Validation Study
published2019 · Biometrics · 11 citations
with Juned Siddique, Michael J. Daniels, Raymond J. Carroll, Trivellore E. Raghunathan, Laurence S. Freedman
Ensuring Causal, Not Casual, Inference
published2019 · Prevention Science · 20 citations
with Rashelle J. Musci
Editors’ Note on Transparency and Reporting Standards Journal of Research on Educational Effectiveness
published2019 · Journal of Research on Educational Effectiveness · 2 citations
with Sean F. Reardon
Adaptive Design in Surveys and Clinical Trials: Similarities, Differences and Opportunities for Cross-fertilization
published2018 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 5 citations
with Michael Rosenblum, Peter V. Miller, Benjamin M. Reist, Michael Thieme, Thomas A. Louis
An outcome model approach to transporting a randomized controlled trial results to a target population
published2018 · Journal of the American Medical Informatics Association · 13 citations
with Benjamin A. Goldstein, Matthew Phelan, Neha J. Pagidipati, Rury R. Holman, Michael Pencina
Sensitivity analyses for effect modifiers not observed in the target population when generalizing treatment effects from a randomized controlled trial: Assumptions, models, effect scales, data scenarios, and implementation details
published2018 · PLoS ONE · 36 citations
with Trang Quynh Nguyen, Benjamin Ackerman, Ian Schmid, Stephen R. Cole
Maryland’s Hospital Global Budget Program—Reply
published2018 · JAMA · 1 citations
with Joshua M. Sharfstein, Joseph Antos
Bringing Evidence to Bear on Public Health in the United States
published2018 · Public Health Reports · 9 citations
with K M Callahan
Causal Mediation Analysis With Observational Data: Considerations and Illustration Examining Mechanisms Linking Neighborhood Poverty to Adolescent Substance Use
published2018 · American Journal of Epidemiology · 45 citations
with Kara E. Rudolph, Dana E. Goin, Diana Paksarian, Rebecca Crowder, Kathleen R. Merikangas
Implementing statistical methods for generalizing randomized trial findings to a target population
published2018 · Addictive Behaviors · 42 citations
with Benjamin Ackerman, Ian Schmid, Kara E. Rudolph, Marissa J. Seamans, Ryoko Susukida, Ramin Mojtabai
Target Validity and the Hierarchy of Study Designs
published2018 · American Journal of Epidemiology · 152 citations
with Daniel Westreich, Jessie K. Edwards, Catherine R. Lesko, Stephen R. Cole
Nonprobability Sampling and Causal Analysis
published2018 · Annual Review of Statistics and Its Application · 57 citations
with Ulrich Köhler, Frauke Kreuter
Propensity Score–Based Estimators With Multiple Error-Prone Covariates
published2018 · American Journal of Epidemiology · 12 citations · first circulated 2017
with Hwanhee Hong, David Aaby, Juned Siddique
Participation in Accountable Care Organizations Among Hospitals Offering Substance Use Disorder and Mental Health Services
published2018 · Psychiatric Services · 5 citations
with Michal J. McDowell, Alisa B. Busch, Aditi P. Sen, Lauren Riedel, Colleen L. Barry, Haiden A. Huskamp
Federal Parity and Spending for Mental Illness
published2018 · PEDIATRICS · 22 citations
with Alene Kennedy-Hendricks, Andrew J. Epstein, Rebecca L. Haffajee, Emma E. McGinty, Alisa B. Busch, Haiden A. Huskamp, Colleen L. Barry
Measuring model misspecification: Application to propensity score methods with complex survey data
published2018 · Computational Statistics & Data Analysis · 28 citations
with David Lenis, Benjamin Ackerman
Global Budgets in Maryland
published2018 · JAMA · 50 citations
with Joshua M. Sharfstein, Joseph Antos
The effect of integration of hospitals and post-acute care providers on Medicare payment and patient outcomes
published2018 · Journal of Health Economics · 67 citations · first circulated 2016
with R. Tamara Konetzka, Rachel M. Werner
Maryland’s All-Payer Health Reform—A Promising Work in Progress
published2018 · JAMA Internal Medicine · 10 citations
with Joshua M. Sharfstein, Joseph Antos
Analytical Methods for a Learning Health System: 3. Analysis of Observational Studies
published2017 · eGEMs (Generating Evidence & Methods to improve patient outcomes) · 16 citations
with Michael A. Stoto, Michael Oakes, Randall Brown, Jelena Zurovac, Elisa L. Priest
Analytical Methods for a Learning Health System: 2. Design of Observational Studies
published2017 · eGEMs (Generating Evidence & Methods to improve patient outcomes) · 13 citations
with Michael A. Stoto, Michael Oakes, Elisa L. Priest, Lucy A. Savitz
It’s all about balance: propensity score matching in the context of complex survey data
published2017 · Biostatistics · 89 citations
with David Lenis, Trang Quynh Nguyen, Nianbo Dong
The Alternative Quality Contract: Impact on Service Use and Spending for Children With ADHD
published2017 · Psychiatric Services · 7 citations
with Nina R. Joyce, Haiden A. Huskamp, Scott E. Hadland, Julie M. Donohue, Shelly F. Greenfield, Colleen L. Barry
Propensity Scores in Pharmacoepidemiology: Beyond the Horizon
published2017 · Current Epidemiology Reports · 80 citations
with John W. Jackson, Ian Schmid
Editors’ Introduction: Theme Issue on Variation in Treatment Effects
published2017 · Journal of Research on Educational Effectiveness · 12 citations
with Sean F. Reardon
Estimating the Economic Value of Information for Screening in Disseminating and Targeting Effective School-based Preventive Interventions: An Illustrative Example
published2017 · Administration and Policy in Mental Health and Mental Health Services Research · 3 citations
with Stephen S. Johnston, David S. Salkever, Nicholas S. Ialongo, Eric P. Slade
Using Sensitivity Analyses for Unobserved Confounding to Address Covariate Measurement Error in Propensity Score Methods
published2017 · American Journal of Epidemiology · 40 citations
Transportability of Trial Results Using Inverse Odds of Sampling Weights
published2017 · American Journal of Epidemiology · 318 citations
with Daniel Westreich, Jessie K. Edwards, Catherine R. Lesko, Stephen R. Cole
Was federal parity associated with changes in Out-of-network mental health care use and spending?
published2017 · BMC Health Services Research · 6 citations
with Susan H. Busch, Emma E. McGinty, Haiden A. Huskamp, Teresa B. Gibson, Howard H. Goldman, Colleen L. Barry
Sensitivity analysis for an unobserved moderator in RCT-to-target-population generalization of treatment effects
published2017 · The Annals of Applied Statistics · 79 citations
with Trang Quynh Nguyen, Cyrus Ebnesajjad, Stephen R. Cole
Increased Service Use Among Children With Autism Spectrum Disorder Associated With Mental Health Parity Law
published2017 · Health Affairs · 43 citations
with Emma E. McGinty, Luther G. Kalb, Haiden A. Huskamp, Susan H. Busch, Teresa B. Gibson, Howard H. Goldman, Colleen L. Barry
Reply
published2017 · Public Opinion Quarterly
with Andrew W. Mercer, Frauke Kreuter, Scott Keeter
Theory and Practice in Nonprobability Surveys
published2016 · Public Opinion Quarterly · 173 citations
with Andrew W. Mercer, Frauke Kreuter, Scott Keeter
On the “Where” of Social Experiments: The Nature and Extent of the Generalizability Problem
published2016 · New Directions for Evaluation · 11 citations
with Stephen H. Bell
A doubly robust estimator for the average treatment effect in the context of a mean-reverting measurement error
published2016 · Biostatistics · 8 citations
with David Lenis, Cyrus Ebnesajjad
Bayesian Approach for Addressing Differential Covariate Measurement Error in Propensity Score Methods
published2016 · Psychometrika · 13 citations
with Hwanhee Hong, Kara E. Rudolph
Generalizing Treatment Effect Estimates From Sample to Population: A Case Study in the Difficulties of Finding Sufficient Data
published2016 · Evaluation Review · 54 citations
with Anna Rhodes
Optimally combining propensity score subclasses
published2016 · Statistics in Medicine · 13 citations
with Kara E. Rudolph, K. Ellicott Colson, Jennifer Ahern
Characteristics of School Districts That Participate in Rigorous National Educational Evaluations
published2016 · Journal of Research on Educational Effectiveness · 44 citations
with Stephen H. Bell, Cyrus Ebnesajjad, Robert B. Olsen, Larry L. Orr
The Authors Reply
published2016 · American Journal of Epidemiology
with Kara E. Rudolph, Brisa N. Sánchez, Kaori Fujishiro, Gary S. Wand, Ana V. Diez Roux, Sherita Hill Golden
Identification of predicted individual treatment effects in randomized clinical trials
published2016 · Statistical Methods in Medical Research · 68 citations
with Andrea Lamont, Michael D. Lyons, Thomas Jaki, Daniel J. Feaster, Kukatharmini Tharmaratnam, Daniel L. Oberski, Hemant Ishwaran, Dawn K. Wilson, M Lee Van Horn
Optimizing matching and analysis combinations for estimating causal effects
published2016 · Scientific Reports · 49 citations
with K. Ellicott Colson, Kara E. Rudolph, Scott C. Zimmerman, Dana E. Goin, Mark van der Laan, Jennifer Ahern
Job Strain and the Cortisol Diurnal Cycle in MESA: Accounting for Between-and Within-Day Variability
published2016 · American Journal of Epidemiology · 13 citations
with Kara E. Rudolph, Brisa N. Sánchez, Benjamin Greenberg, Kaori Fujishiro, Gary S. Wand, Sandi Shrager, Teresa E. Seeman, Ana V. Diez Roux, Sherita Hill Golden
Estimates of External Validity Bias When Impact Evaluations Select Sites Nonrandomly
published2016 · Educational Evaluation and Policy Analysis · 40 citations
with Stephen H. Bell, Robert B. Olsen, Larry L. Orr
Assessing Methods for Generalizing Experimental Impact Estimates to Target Populations
published2016 · Journal of Research on Educational Effectiveness · 163 citations
with Holger Kern, Jennifer Hill, Donald P. Green
Combining Propensity Score Methods and Complex Survey Data to Estimate Population Treatment Effects.
published2016 · Society for Research on Educational Effectiveness · 1 citations
with Nianbo Dong, David Lenis
The Early Impact Of The ‘Alternative Quality Contract’ On Mental Health Service Use And Spending In Massachusetts
published2015 · Health Affairs · 35 citations
with Colleen L. Barry, Julie M. Donohue, Shelly F. Greenfield, Elena M. Kouri, Kenneth Duckworth, Zirui Song, Robert E. Mechanic, Michael E. Chernew, Haiden A. Huskamp
Causal Mediation Analysis With a Binary Outcome and Multiple Continuous or Ordinal Mediators: Simulations and Application to an Alcohol Intervention
published2015 · Structural Equation Modeling A Multidisciplinary Journal · 63 citations
with Trang Quynh Nguyen, Yenny Webb-Vargas, Ina M. Koning
Multiple Imputation
published2015 · JAMA · 629 citations
with Peng Li, David B. Allison
Estimating the effect of treatment on binary outcomes using full matching on the propensity score
published2015 · Statistical Methods in Medical Research · 126 citations
with Peter C. Austin
Optimal full matching for survival outcomes: a method that merits more widespread use
published2015 · Statistics in Medicine · 110 citations
with Peter C. Austin
Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies
published2015 · Statistics in Medicine · 4360 citations
with Peter C. Austin
Federal Parity Law Associated With Increased Probability Of Using Out-Of-Network Substance Use Disorder Treatment Services
published2015 · Health Affairs · 78 citations
with Emma E. McGinty, Susan H. Busch, Haiden A. Huskamp, Teresa B. Gibson, Howard H. Goldman, Colleen L. Barry
Assessing the Representativeness of Medical Expenditure Panel Survey Inpatient Utilization Data for Individuals With Psychiatric and Nonpsychiatric Conditions
published2015 · Medical Care Research and Review · 10 citations
with Eric P. Slade, Howard H. Goldman, Lisa B. Dixon, Brent Gibbons
An imputation-based solution to using mismeasured covariates in propensity score analysis
published2015 · Statistical Methods in Medical Research · 27 citations
with Yenny Webb-Vargas, Kara E. Rudolph, David Lenis, Peter Murakami
The performance of inverse probability of treatment weighting and full matching on the propensity score in the presence of model misspecification when estimating the effect of treatment on survival outcomes
published2015 · Statistical Methods in Medical Research · 328 citations
with Peter C. Austin
Estimating Population Treatment Effects From a Survey Subsample
published2014 · American Journal of Epidemiology · 1 citations
with Kara E. Rudolph, Iván Díaz, Michael Rosenblum
Using propensity scores in difference-in-differences models to estimate the effects of a policy change
published2014 · Health Services and Outcomes Research Methodology · 545 citations
with Haiden A. Huskamp, Kenneth Duckworth, Jeffrey B. Simmons, Zirui Song, Michael E. Chernew, Colleen L. Barry
Addressing confounding when estimating the effects of latent classes on a distal outcome
published2014 · Health Services and Outcomes Research Methodology · 36 citations
with Megan S. Schuler, Jeannie-Marie Leoutsakos
Medicaid Enrollment Policy Increased Smoking Cessation Among Pregnant Women But Had No Impact On Birth Outcomes
published2014 · Health Affairs · 18 citations
with Marian Jarlenski, Sara N. Bleich, Wendy L. Bennett, Colleen L. Barry
Examining moderation analyses in propensity score methods: Application to depression and substance use.
published2014 · Journal of Consulting and Clinical Psychology · 137 citations
with Kerry M. Green
Estimating Causal Effects in Observational Studies Using Electronic Health Data: Challenges and (some) Solutions
published2013 · eGEMs (Generating Evidence & Methods to improve patient outcomes) · 49 citations
with Eva DuGof, Michael T. Abrams, David S. Salkever, Donald Steinwachs
Association between U.S. State AIDS Drug Assistance Program (ADAP) Features and HIV Antiretroviral Therapy Initiation, 2001–2009
published2013 · PLoS ONE · 32 citations
with David B. Hanna, Kate Buchacz, Kelly A. Gebo, Nancy A. Hessol, Michael A. Horberg, Lisa P. Jacobson, Gregory D. Kirk, Mari M. Kitahata, P. Todd Korthuis, Richard D. Moore, Sonia Napravnik, Pragna Patel, …
On the joint use of propensity and prognostic scores in estimation of the average treatment effect on the treated: a simulation study
published2013 · Statistics in Medicine · 96 citations
with Finbarr P. Leacy
Generalizing Observational Study Results: Applying Propensity Score Methods to Complex Surveys
published2013 · Health Services Research · 623 citations
with Eva H. DuGoff, Megan S. Schuler
Prognostic score–based balance measures can be a useful diagnostic for propensity score methods in comparative effectiveness research
published2013 · Journal of Clinical Epidemiology · 804 citations
with Brian K. Lee, Finbarr P. Leacy
An Introduction to Sensitivity Analysis for Unobserved Confounding in Nonexperimental Prevention Research
published2013 · Prevention Science · 204 citations
with Weiwei Liu, S. Janet Kuramoto
Commentary
published2012 · Epidemiology · 26 citations
with David B. Hanna
External Validity in Policy Evaluations That Choose Sites Purposively
published2012 · Journal of Policy Analysis and Management · 135 citations
with Robert B. Olsen, Larry L. Orr, Stephen H. Bell
Comments: Causal Interpretations of Mediation Effects
published2012 · Journal of Research on Educational Effectiveness · 1 citations
with Booil Jo
Comments
published2012 · Journal of Research on Educational Effectiveness
with Michael E. Sobel
Estimating the causal effect of randomization versus treatment preference in a doubly randomized preference trial.
published2012 · Psychological Methods · 52 citations
with Sue M. Marcus, Pei Wang, William R. Shadish, Peter M. Steiner
Estimates of External Validity Bias When Impact Evaluations Select Sites Purposively.
published2012 · Society for Research on Educational Effectiveness · 1 citations
with Robert B. Olsen, Stephen H. Bell, Larry L. Orr
Use of Propensity Score Matching to Evaluate a National Smoking Cessation Media Campaign
published2011 · Evaluation Review · 9 citations
with Andrea C. Villanti, Jennifer Cullen, Donna Vallone
Assessing the sensitivity of methods for estimating principal causal effects
published2011 · Statistical Methods in Medical Research · 71 citations
with Booil Jo
Commentary: Using Potential Outcomes to Understand Causal Mediation Analysis
published2011 · Multivariate Behavioral Research · 51 citations
with Kosuke Imai, Booil Jo
The Use of Propensity Scores in Mediation Analysis
published2011 · Multivariate Behavioral Research · 72 citations
with Booil Jo, David P. MacKinnon, Amiram D. Vinokur
The Effect Of Pay-For-Performance In Hospitals: Lessons For Quality Improvement
published2011 · Health Affairs · 229 citations
with Rachel M. Werner, Jonathan Kolstad, Daniel Polsky
Weight Trimming and Propensity Score Weighting
published2011 · PLoS ONE · 515 citations
with Brian K. Lee, Justin Lessler
MatchIt : Nonparametric Preprocessing for Parametric Causal Inference
published2011 · Journal of Statistical Software · 4411 citations · first circulated 2005
with Daniel E. Ho, Kosuke Imai, Gary King, Noah Greifer
Beyond Binary: Using Propensity Scores to Account for Varying Levels of Program Participation in Randomized Controlled Trials.
published2011 · Society for Research on Educational Effectiveness · 2 citations
with Siri Warkentien, Booil Jo
A Review of Design of Observational Studies
published2010 · Journal of Educational and Behavioral Statistics · 1 citations
The Use of Propensity Scores to Assess the Generalizability of Results from Randomized Trials
published2010 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 527 citations
with Stephen R. Cole, Catherine P. Bradshaw, Philip J. Leaf
Public Reporting Drove Quality Gains At Nursing Homes
published2010 · Health Affairs · 52 citations
with Rachel M. Werner, Daniel Polsky
Matching Methods for Selection of Participants for Follow-Up
published2010 · Multivariate Behavioral Research · 31 citations
with Nicholas S. Lalongo, Nicholas S. Ialongo
Generalizing Evidence From Randomized Clinical Trials to Target Populations: The ACTG 320 Trial
published2010 · American Journal of Epidemiology · 493 citations
with S. R. Cole, Stephen R. Cole
Matching Methods for Causal Inference: A Review and a Look Forward
published2010 · Statistical Science · 5410 citations
Propensity score techniques and the assessment of measured covariate balance to test causal associations in psychological research.
published2010 · Psychological Methods · 815 citations
with Valerie S. Harder, James C. Anthony
Improving propensity score weighting using machine learning
published2009 · Statistics in Medicine · 920 citations
with Brian K. Lee, Justin Lessler
On the use of propensity scores in principal causal effect estimation
published2009 · Statistics in Medicine · 117 citations
with Booil Jo
Using Non-experimental Data to Estimate Treatment Effects
published2009 · Psychiatric Annals · 45 citations
with Sue M. Marcus, Marcela V. Horvitz-Lennon, Robert D. Gibbons, Sharon-Lise T. Normand, C. Hendricks Brown
Multiple Imputation With Large Data Sets: A Case Study of the Children's Mental Health Initiative
published2009 · American Journal of Epidemiology · 274 citations
with Melissa Azur, Constantine Frangakis, Philip J. Leaf
Balancing Treatment Comparisons in Longitudinal Studies
published2008 · Psychiatric Annals · 21 citations
with Sue M. Marcus, Juned Siddique, Thomas R. Ten Have, Robert D. Gibbons, Sharon-Lise T. Normand
Estimating Intervention Effects of Prevention Programs: Accounting for Noncompliance
published2008 · Prevention Science · 112 citations
with Deborah F. Perry, Huynh-Nhu Le, Nicholas S. Ialongo
Adolescent Cannabis Problems and Young Adult Depression: Male-Female Stratified Propensity Score Analyses
published2008 · American Journal of Epidemiology · 75 citations
with Valerie S. Harder, J. C. Anthony
Enhancing the Net Benefits of Disseminating Efficacious Prevention Programs: A Note on Target Efficiency with Illustrative Examples
published2008 · Administration and Policy in Mental Health and Mental Health Services Research · 10 citations
with David S. Salkever, Stephen S. Johnston, Mustafa Karakuş, Nicholas S. Ialongo, Eric P. Slade
Misunderstandings Between Experimentalists and Observationalists About Causal Inference
published2008 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 88 citations
with Kosuke Imai, Gary King
The Truncation-by-Death Problem
published2008 · Evaluation Review · 53 citations
with Sheena McConnell, Barbara Devaney
Using full matching to estimate causal effects in nonexperimental studies: Examining the relationship between adolescent marijuana use and adult outcomes.
published2008 · Developmental Psychology · 316 citations
with Kerry M. Green
Developing practical recommendations for the use of propensity scores: Discussion of ‘A critical appraisal of propensity score matching in the medical literature between 1996 and 2003’ by Peter Austin, Statistics in Medicine
published2008 · Statistics in Medicine · 117 citations
Matching With Multiple Control Groups With Adjustment for Group Differences
published2007 · Journal of Educational and Behavioral Statistics · 116 citations
with Donald B. Rubin
Estimating Causal Effects Using School-Level Data Sets
published2007 · Educational Researcher · 80 citations
Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference
published2007 · Political Analysis · 4366 citations · first circulated 2006
with Daniel E. Ho, Kosuke Imai, Gary King
Affinely invariant matching methods with discriminant mixtures of proportional ellipsoidally symmetric distributions
published2006 · The Annals of Statistics · 68 citations
with Donald B. Rubin
A Potential Outcomes View of Value-Added Assessment in Education
published2004 · Journal of Educational and Behavioral Statistics · 233 citations
with Donald B. Rubin, Elaine Zanutto

Assembled from arXiv and OpenAlex. Duplicate records for the same paper are merged, and the published version is shown where we could identify one. Corrections welcome.