← All authors Kara E. Rudolph Columbia University (from arXiv:2505.11014, 2025) · ORCID · OpenAlex
77 papers in scope · 75 published · 2 on the econ.EM arXiv · 1,340 citations · h-index 21 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Harsh Parikh Melody Huang Han Fang Oliver Dukes Elizabeth L. Ogburn Sudeepa Roy Vittorio Orlandi Marco Morucci David Bruns-Smith Avi Feller Cynthia Rudin Fang Han David J. Richardson Alan Hao Yang Alexander Volfovsky Zhexiao Lin Eli Ben-Michael Ilya Shpitser AmirEmad Ghassami Michael C. Knaus 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 Show only papers in our arXiv econ.EM corpus (2 of 77)
Transporting Results from a Trial to an External Target Population When Trial Participation Impacts Adherence
published 2025 · Epidemiology
Transporting: What Is It and How Do You Do It?
published 2025 · Current Epidemiology Reports · 1 citations
with Michael Webster-Clark, Alexander Breskin, Emilie D. Duchesneau
working paper 2025 · arXiv
Reducing Prescription Opioid Dose and Duration to Reduce Risk of Opioid Use Disorder Among Patients With Musculoskeletal Pain
published 2025 · Epidemiology
with Shodai Inose, Nicholas Williams, Katherine L. Hoffman, Allison Perry, Iván Díaz
Effect of voucher receipt on perceived discrimination in boys and girls in the Moving to Opportunity study
published 2025 · American Journal of Epidemiology · 1 citations
with Anna Krasnova, Dustin T. Duncan, Jeremy C. Kane, Keely Cheslack-Postava, Sarah E. Tom
Two-stage targeted minimum-loss based estimation for non-negative two-part outcomes
published 2025 · Statistical Methods in Medical Research · first circulated 2024
with Nicholas Williams, Richard Liu, Katherine L. Hoffman, Sarah Forrest, Iván Díaz
Re: Don’t Let Your Analysis Go to Seed: On the Impact of Random Seed on Machine Learning-based Causal Inference
published 2025 · Epidemiology · 6 citations
with Nicholas Williams, Anton Hung
Racial and Ethnic Differences in the Relationship of SARS-CoV-2 Infection and the COVID-19 Pandemic Period With Perinatal Health in California
published 2025 · Epidemiology
with Emily F. Liu, Shelley Jung, Mahasin S. Mujahid, William H. Dow, Dana E. Goin, Rachel Morello-Frosch, Jennifer Ahern
working paper 2025 · arXiv
Who Are We Missing? : A Principled Approach to Characterizing the Underrepresented Population
published 2025 · Journal of the American Statistical Association · 3 citations · first circulated 2024
Mediation of chronic pain and disability on opioid use disorder risk by pain management practices among adult Medicaid patients, 2016-2019
published 2025 · American Journal of Epidemiology · 1 citations
with Shodai Inose, Nicholas Williams, Katherine L Hoffman, Sarah Forrest, Rachael K. Ross, Floriana Milazzo, Iván Díaz, Lisa Doan, Hillary Samples, Mark Olfson, Stephen Crystal, Magdalena Cerdá, …
Improving efficiency in transporting average treatment effects
published 2025 · Biometrika · 6 citations · first circulated 2023
Identification and estimation of mediational effects of longitudinal modified treatment policies
published 2024 · Biostatistics · 2 citations
with Brian Gilbert, Katherine Hoffman, Nicholas J. Williams, Edward J. Schenck, Iván Díaz, Katherine L. Hoffman, Nicholas Williams
Four targets: an enhanced framework for guiding causal inference from observational data
published 2024 · International Journal of Epidemiology · 6 citations
Single world intervention graphs (SWIGs): a practical guide
published 2024 · American Journal of Epidemiology
with Dana Bezuidenhout, Sarah Forthal, Matthew R. Lamb
Studying Continuous, Time-varying, and/or Complex Exposures Using Longitudinal Modified Treatment Policies
published 2024 · Epidemiology · 21 citations · first circulated 2023
with Katherine Hoffman, Diego Salazar, Nicholas Williams, Iván Díaz, Katherine L. Hoffman, Diego Salazar-Barreto
The role of prescription opioid and cannabis supply policies on opioid overdose deaths
published 2024 · American Journal of Epidemiology · 5 citations
with Magdalena Cerdá, Katherine Wheeler-Martin, Emilie Bruzelius, Christine Mauro, Stephen Crystal, Corey S. Davis, Samrachana Adhikari, Julián Santaella-Tenorio, Katherine M. Keyes, Deborah S. Hasin, Sílvia S. Martins
Is nicotine vaping associated with subsequent initiation of cannabis or other substances from adolescence into young adulthood?
published 2024 · American Journal of Epidemiology
with Alexander S. Perlmutter, Katherine M. Keyes, Daniel P Giovenco, Sílvia S. Martins
Overcoming Data Gaps in Life Course Epidemiology by Matching Across Cohorts
published 2024 · Epidemiology · 12 citations · first circulated 2020
Learning optimal dynamic treatment regimes from longitudinal data
published 2024 · American Journal of Epidemiology · 4 citations
with Nicholas Williams, Katherine L Hoffman, Iván Díaz, Katherine L. Hoffman Iván Díaz
Protocol for a nationwide case-control study of firearm violence prevention tactics and policies in K-12 schools
published 2024 · PLoS ONE · 2 citations
with Navjot Buttar, Sonali Rajan, Louis Klarevas, Seth J. Prins, Justin E. Heinze, Ying Kuen Cheung, Monika K. Goyal, April M. Zeoli, Charles C. Branas
Longitudinal patterns of natural hazard exposures and anxiety and depression symptoms among young adults in four low-and middle-income countries
published 2024 · Scientific Reports · 2 citations
with Ilan Cerna-Turoff, Joan A. Casey, Katherine M. Keyes, Daniel Malinsky
Practical causal mediation analysis: extending nonparametric estimators to accommodate multiple mediators and multiple intermediate confounders
published 2024 · Biostatistics · 10 citations
with Nicholas Williams, Iván Díaz
Using instrumental variables to address unmeasured confounding in causal mediation analysis
published 2024 · Biometrics · 12 citations · first circulated 2021
with Nicholas J. Williams, Iván Díaz
Has the opening of Amazon fulfillment centers affected demand for disability insurance?
published 2023 · PLoS ONE · 2 citations
Investigating a Paradox: Toward a Better Understanding of the Relationships Between Racial Group Membership, Stress, and Major Depressive Disorder
published 2023 · American Journal of Epidemiology · 12 citations
with John R. Pamplin, Katherine M. Keyes, Ezra Susser, Lisa M. Bates
Efficient and Flexible Estimation of Natural Direct and Indirect Effects under Intermediate Confounding and Monotonicity Constraints
published 2023 · Biometrics · 7 citations · first circulated 2022
with Nicholas Williams, Iván Díaz
Practical Guide to Honest Causal Forests for Identifying Heterogeneous Treatment Effects
published 2023 · American Journal of Epidemiology · 57 citations
Rudolph et al. Respond to “Mathematization of Epidemiology”
published 2023 · American Journal of Epidemiology
with Nicholas Williams, Iván Díaz, Sean X. Luo, John Rotrosen, Edward V. Nunes
All models are wrong, but which are useful? Comparing parametric and nonparametric estimation of causal effects in finite samples
published 2023 · Journal of Causal Inference · 13 citations · first circulated 2022
Efficient and flexible mediation analysis with time-varying mediators, treatments, and confounders
published 2023 · Journal of Causal Inference · 12 citations · first circulated 2022
with Iván Díaz, Nicholas J. Williams
Optimally Choosing Medication Type for Patients With Opioid Use Disorder
published 2022 · American Journal of Epidemiology · 10 citations
with Nicholas Williams, Iván Díaz, Sean X. Luo, John Rotrosen, Edward V. Nunes
When the Ends do not Justify the Means: Learning Who is Predicted to Have Harmful Indirect Effects
published 2022 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2 citations
with Iván Díaz
Voluntary Firearm Divestment and Suicide Risk: Real-World Importance in the Absence of Causal Identification
published 2022 · Epidemiology · 6 citations
with Katherine M. Keyes
Adult Child Schooling and Older Parents’ Cognitive Outcomes in the Survey of Health, Aging and Retirement in Europe (SHARE): A Quasi-Experimental Study
published 2022 · American Journal of Epidemiology · 16 citations
with Jacqueline M. Torres, Yulin Yang, Erika Meza, M. Maria Glymour, Émilie Courtin
Use of an Inverted Synthetic Control Method to Estimate Effects of Recent Drug Overdose Good Samaritan Laws, Overall and by Black/White Race/Ethnicity
published 2022 · American Journal of Epidemiology · 12 citations
with Tarlise Townsend, Leah Hamilton, Ariadne Rivera-Aguirre, Corey S. Davis, John R. Pamplin, David Kline, Magdalena Cerdá
When Effects Cannot be Estimated: Redefining Estimands to Understand the Effects of Naloxone Access Laws
published 2022 · Epidemiology · 32 citations · first circulated 2021
with Catherine Gimbrone, Ellicott C. Matthay, Iván Díaz, Corey S. Davis, Katherine M. Keyes, Magdalena Cerdá
Nonparametric causal mediation analysis for stochastic interventional (in)direct effects
published 2022 · Biostatistics · 16 citations · first circulated 2020
with Nima S. Hejazi, Mark J. van der Laan, Iván Díaz
medoutcon: Nonparametric efficient causal mediation analysis with machine learning in R
published 2022 · The Journal of Open Source Software · 15 citations
with Nima S. Hejazi, Iván Díaz
Prescription Opioid Laws and Opioid Dispensing in US Counties
published 2021 · Epidemiology · 10 citations
with Sílvia S. Martins, Emilie Bruzelius, Jeanette A. Stingone, Katherine Wheeler-Martin, Hanane Akbarnejad, Christine Mauro, Megan E. Marziali, Hillary Samples, Stephen Crystal, Corey S. Davis, Katherine M. Keyes, Deborah S. Hasin, …
Ogburn et al. Respond to “Estimation and Bounds Under Data Fusion”
published 2021 · American Journal of Epidemiology
Spatiotemporal Analysis of the Association Between Pain Management Clinic Laws and Opioid Prescribing and Overdose Deaths
published 2021 · American Journal of Epidemiology · 21 citations
with Magdalena Cerdá, Katherine Wheeler-Martin, Emilie Bruzelius, William R. Ponicki, Paul J. Gruenewald, Christine Mauro, Stephen Crystal, Corey S. Davis, Katherine M. Keyes, Deborah S. Hasin, Sílvia S. Martins
California’s Mental Health Services Act and Mortality Due to Suicide, Homicide, and Acute Effects of Alcohol: A Synthetic Control Application
published 2021 · American Journal of Epidemiology · 5 citations
with Scott C. Zimmerman, Ellicott C. Matthay, Dana E. Goin, Kriszta Farkas, Christopher Rowe, Jennifer Ahern
Associations of firearm dealer openings with firearm self-harm deaths and injuries: A differences-in-differences analysis
published 2021 · PLoS ONE · 13 citations
with Ellicott C. Matthay, Kriszta Farkas, Dana E. Goin, Veronica A. Pear, Jennifer Ahern
Helped into Harm
published 2021 · Epidemiology · 28 citations
with Catherine Gimbrone, Iván Díaz
Epidemiologic Methods: Seeing the Forest and the Trees
published 2021 · Epidemiologic Reviews · 1 citations
with Bryan Lau
A Warning About Using Predicted Values From Regression Models for Epidemiologic Inquiry
published 2020 · American Journal of Epidemiology · 21 citations
Efficiently transporting causal direct and indirect effects to new populations under intermediate confounding and with multiple mediators
published 2020 · Biostatistics · 11 citations
with Iván Díaz
Guns, Laws, and Causality
published 2020 · Epidemiology · 6 citations
with Dana E. Goin
Nonparametric efficient causal mediation with intermediate confounders
published 2020 · Biometrika · 59 citations
with Iván Díaz, Nima S. Hejazi, Mark J. van der Laan
Associations between historical redlining and birth outcomes from 2006 through 2015 in California
published 2020 · PLoS ONE · 140 citations
with Anthony Nardone, Joan A. Casey, Deborah Karasek, Mahasin S. Mujahid, Rachel Morello-Frosch
The Peril of Power: A Tutorial on Using Simulation to Better Understand When and How We Can Estimate Mediating Effects
published 2020 · American Journal of Epidemiology · 19 citations
The Relative Economy and Drug Overdose Deaths
published 2020 · Epidemiology · 44 citations
with Elizabeth N. Kinnard, Ariadne Rivera-Aguirre, Dana E. Goin, Jonathan Feelemyer, David S. Fink, Magdalena Cerdá
Using Transportability to Understand Differences in Mediation Mechanisms Across Trial Sites of a Housing Voucher Experiment
published 2020 · Epidemiology · 13 citations
Transporting stochastic direct and indirect effects to new populations
published 2020 · Biometrics · 10 citations
with Jonathan Levy, Mark J. van der Laan
Mediation of Firearm Violence and Preterm Birth by Pregnancy Complications and Health Behaviors: Addressing Structural and Postexposure Confounding
published 2020 · American Journal of Epidemiology · 16 citations
with Dana E. Goin, Anu Manchikanti Gómez, Jennifer Ahern
Comparing the performance of statistical methods that generalize effect estimates from randomized controlled trials to much larger target populations
published 2020 · Communications in Statistics - Simulation and Computation · 9 citations
US Migration Status of Adult Children and Cognitive Decline Among Older Parents Who Remain in Mexico
published 2019 · American Journal of Epidemiology · 20 citations
with Jacqueline M. Torres, Oleg Sofrygin, Mary N. Haan, Rebeca Wong, M. Maria Glymour
Complier Stochastic Direct Effects: Identification and Robust Estimation
published 2019 · Journal of the American Statistical Association · 7 citations
with Oleg Sofrygin, Mark J. van der Laan
Having an Adult Child in the United States, Physical Functioning, and Unmet Needs for Care Among Older Mexican Adults
published 2019 · Epidemiology · 10 citations
with Jacqueline M. Torres, Oleg Sofrygin, Rebeca Wong, Louise C. Walter, M. Maria Glymour
A rose by any other name still needs to be identified (with plausible assumptions)
published 2019 · International Journal of Epidemiology · 11 citations
with Tarik Benmarhnia
Detecting Anomalies Among Practice Sites Within Multicenter Trials
published 2019 · Circulation Cardiovascular Quality and Outcomes · 5 citations
with Seth A. Berkowitz, Sanjay Basu
Causal Mediation Analysis With Observational Data: Considerations and Illustration Examining Mechanisms Linking Neighborhood Poverty to Adolescent Substance Use
published 2018 · American Journal of Epidemiology · 45 citations
Implementing statistical methods for generalizing randomized trial findings to a target population
published 2018 · Addictive Behaviors · 42 citations
Acute Changes in Community Violence and Increases in Hospital Visits and Deaths From Stress-responsive Diseases
published 2018 · Epidemiology · 39 citations
with Jennifer Ahern, Ellicott C. Matthay, Dana E. Goin, Kriszta Farkas
The Authors Respond
published 2018 · Epidemiology
with Jennifer Ahern, Ellicott C. Matthay, Dana E. Goin, Kriszta Farkas
The association between uneven sex ratios and violence: Evidence from 6 Asian countries
published 2018 · PLoS ONE · 37 citations
with Nadia Diamond-Smith
Mediation of Neighborhood Effects on Adolescent Substance Use by the School and Peer Environments
published 2018 · Epidemiology · 31 citations
with Oleg Sofrygin, Nicole M. Schmidt, Rebecca Crowder, M. Maria Glymour, Jennifer Ahern, Theresa L. Osypuk
Repeal of Comprehensive Background Check Policies and Firearm Homicide and Suicide
published 2018 · Epidemiology · 51 citations
with Rose M. C. Kagawa, Álvaro Castillo-Carniglia, Jon S. Vernick, Daniel Webster, Cassandra K. Crifasi, Magdalena Cerdá, Aaron B. Shev, Garen J. Wintemute
Composition or Context
published 2017 · Epidemiology · 43 citations
with Nicole M. Schmidt, M. Maria Glymour, Rebecca Crowder, Jessica Galin, Jennifer Ahern, Theresa L. Osypuk
Impact of drought on crime in California: A synthetic control approach
published 2017 · PLoS ONE · 22 citations
with Dana E. Goin, Jennifer Ahern
Using Sensitivity Analyses for Unobserved Confounding to Address Covariate Measurement Error in Propensity Score Methods
published 2017 · American Journal of Epidemiology · 40 citations
Robust Estimation of Encouragement Design Intervention Effects Transported Across Sites
published 2016 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 117 citations
with Mark J. van der Laan
Causal inference challenges in social epidemiology: Bias, specificity, and imagination
published 2016 · Social Science & Medicine · 25 citations
with M. Maria Glymour
Optimally combining propensity score subclasses
published 2016 · Statistics in Medicine · 13 citations
Optimizing matching and analysis combinations for estimating causal effects
published 2016 · Scientific Reports · 49 citations
Estimating Population Treatment Effects From a Survey Subsample
published 2014 · American Journal of Epidemiology · 1 citations
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