← All authors Mats Julius Stensrud École Polytechnique Fédérale de Lausanne (from arXiv:2507.12891, 2025) · ORCID · OpenAlex
60 papers in scope · 58 published · 2 on the econ.EM arXiv · 1,374 citations · h-index 15 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Aibo Gong Pedro H. C. Sant’Anna Jonathan Roth Brantly Callaway Gianna Fenaroli John Poe Alyssa Bilinski Jinghao Sun Tobias Rüttenauer Ozan Aksoy Guido W. Imbens Dmitry Arkhangelsky Eric Tchetgen Tchetgen Susan Athey Martin Spindler Victor Chernozhukov Nathan Kallus Eli Ben-Michael Avi Feller Vasilis Syrgkanis 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 60)
Regression by composition
published 2026 · Journal of the Royal Statistical Society Series B (Statistical Methodology)
with Daniel Farewell, Rhian Daniel, Anders Huitfeldt
A simple and powerful test of vaccine waning
published 2026 · American Journal of Epidemiology
with Gellért Perényi, Matias Janvin
Nonparametric Tests of Treatment Effect Homogeneity for Policy-Makers
published 2026 · Journal of the American Statistical Association
Target trial emulation without matching: a more efficient approach for evaluating vaccine effectiveness using observational data
published 2026 · Epidemiology
with Eric Q. Wu, Elizabeth Rogawski McQuade, Razieh Nabi, David Benkeser, Emily Wu
Counterfactual harm: a counter-argument
published 2026 · American Journal of Epidemiology · 1 citations · first circulated 2025
with Amit N. Sawant
The Natural Value of Treatment and Its Importance for Causal Inference
published 2025 · Annual Review of Statistics and Its Application · 2 citations
working paper 2025 · arXiv
2280MO Control groups, censoring, and progression outcomes in cancer trials
published 2025 · Annals of Oncology
with Miquel Serra-Burriel, Kerstin Noëlle Vokinger
Improved Bounds and Inference on Optimal Regimes
published 2025 · Journal of the American Statistical Association · first circulated 2024
working paper 2025 · arXiv
A positivity robust strategy to study effects of switching treatment
published 2025 · Biometrics
How hazard ratios can mislead and why it matters in practice
published 2025 · European Journal of Epidemiology · 9 citations
with Élise Dumas
Immune-selection stability is a neglected property of the causal risk ratio
published 2025 · American Journal of Epidemiology · 2 citations
Variant specific treatment effects with applications in vaccine studies
published 2025 · Biometrics · 1 citations
with Gellért Perényi
The Authors Respond
published 2024 · Epidemiology
Quantification of Vaccine Waning as a Challenge Effect
published 2024 · Journal of the American Statistical Association · 3 citations
with Matias Janvin
Why use methods that require proportional hazards?
published 2024 · American Journal of Epidemiology · 9 citations
with Miguel A. Hernán
Explaining the sharp decline in birth rates in Canada and the United States in 2020
published 2024 · American Journal of Epidemiology · 2 citations
with Amit N. Sawant
Separable effects for adherence
published 2024 · American Journal of Epidemiology · 1 citations · first circulated 2023
Optimal regimes for algorithm-assisted human decision-making
published 2024 · Biometrika · 6 citations · first circulated 2022
Using Negative Control Populations to Assess Unmeasured Confounding and Direct Effects
published 2024 · Epidemiology · 15 citations
Distinguishing Immunologic and Behavioral Effects of Vaccination
published 2024 · Epidemiology · 8 citations
Konkurrerende hendelser
published 2023 · Tidsskrift for Den norske legeforening
with Jon Michael Gran
Rejoinder to “‘Harm’ in personalized medicine—an alternative perspective”
published 2023 · American Journal of Epidemiology · 7 citations
Causal inference with recurrent and competing events
published 2023 · Lifetime Data Analysis · 16 citations · first circulated 2022
with Matias Janvin, Jessica G. Young, Pål Christie Ryalen
We Need Subject Matter Expertise to Choose and Identify Causal Estimands: Comment on “Estimands for Recurrent Event Endpoints in the Presence of a Terminal Event”
published 2023 · Statistics in Biopharmaceutical Research · 4 citations
with Matias Janvin, Jessica G. Young
Longitudinal Incremental Propensity Score Interventions for Limited Resource Settings
published 2023 · Biometrics · 5 citations
Mats Stensrud, Vanessa Didelez and Aaron Sarvet's contribution to the Discussion of ‘Experimental evaluation of algorithm-assisted human decision-making: application to pretrial public safety assessment’ by Imai et al., part 2
published 2023 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 1 citations
Identification of Vaccine Effects When Exposure Status Is Unknown
published 2023 · Epidemiology · 13 citations · first circulated 2021
with Louisa H. Smith
Mats J Stensrud and Aaron L. Sarvet’s Contribution to the Discussion of ‘Assumption-Lean Inference for Generalised Linear Model Parameters’ by Vansteelandt and Dukes
published 2022 · Journal of the Royal Statistical Society Series B (Statistical Methodology)
Translating questions to estimands in randomized clinical trials with intercurrent events
published 2022 · Statistics in Medicine · 33 citations · first circulated 2021
Conditional Separable Effects
published 2022 · Journal of the American Statistical Association · 41 citations · first circulated 2020
Without Commitment to an Ontology, There Could Be No Causal Inference
published 2022 · Epidemiology · 6 citations
Estimation of separable direct and indirect effects in continuous time
published 2021 · Biometrics · 4 citations
with Torben Martinussen
Discussion on “Causal mediation of semicompeting risks” by Yen‐Tsung Huang
published 2021 · Biometrics · 12 citations
A generalized theory of separable effects in competing event settings
published 2021 · Lifetime Data Analysis · 53 citations
Identified Versus Interesting Causal Effects in Fertility Trials and Other Settings With Competing or Truncation Events
published 2021 · Epidemiology · 19 citations
with Jessica G. Young
Prognosis of cancer survivors: estimation based on differential equations
published 2021 · Biostatistics · 2 citations
with Pål Christie Ryalen, Bjørn Møller, Christoffer Haug Laache, Kjetil Røysland
On the logic of collapsibility for causal effect measures
published 2021 · Biometrical Journal · 44 citations
with Vanessa Didelez
Separating Algorithms From Questions and Causal Inference With Unmeasured Exposures: An Application to Birth Cohort Studies of Early Body Mass Index Rebound
published 2021 · American Journal of Epidemiology · 15 citations
The Hazards of Period Specific and Weighted Hazard Ratios
published 2020 · Statistics in Biopharmaceutical Research · 34 citations
with Jonathan W. Bartlett, Tim P. Morris, Rhian Daniel, Stijn Vansteelandt, Carl-Fredrik Burman
The Effect of Prenatal Treatments on Offspring Events in the Presence of Competing Events
published 2020 · Epidemiology · 41 citations
with Yu-Han Chiu, Issa J Dahabreh, Paolo Rinaudo, Michael P. Diamond, John Hsu, Sonia Hernández-Díaz, 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
Kan statistikk si noe om mekanismer?
published 2020 · Tidsskrift for Den norske legeforening
with Odd O. Aalen
Why Test for Proportional Hazards?
published 2020 · JAMA · 560 citations
with Miguel A. Hernán
A Graphical Description of Partial Exchangeability
published 2020 · Epidemiology · 24 citations
A causal framework for classical statistical estimands in failure‐time settings with competing events
published 2020 · Statistics in Medicine · 38 citations · first circulated 2018
Effect heterogeneity and variable selection for standardizing causal effects to a target population
published 2019 · European Journal of Epidemiology · 1 citations
with Anders Huitfeldt, Sonja A. Swanson, Etsuji Suzuki
On Null Hypotheses in Survival Analysis
published 2019 · Biometrics
with Kjetil Røysland, Pål Christie Ryalen
The additive hazard estimator is consistent for continuous-time marginal structural models
published 2019 · Lifetime Data Analysis · first circulated 2018
with Pål Christie Ryalen, Kjetil Røysland
Time‐dependent mediators in survival analysis: Modeling direct and indirect effects with the additive hazards model
published 2019 · Biometrical Journal · 58 citations
with Odd O. Aalen, Vanessa Didelez, Rhian Daniel, Kjetil Røysland, Susanne Strohmaier
Sufficient Cause Interaction for Time-to-event Outcomes
published 2019 · Epidemiology · 1 citations
with Pål Christie Ryalen, Kjetil Røysland
Limitations of hazard ratios in clinical trials
published 2018 · European Heart Journal · 100 citations
with John M. Aalen, Odd O. Aalen, Morten Valberg
Causal inference in continuous time: an example on prostate cancer therapy
published 2018 · Biostatistics · 14 citations
with Pål Christie Ryalen, Sophie D. Fosså, Kjetil Røysland
Transforming cumulative hazard estimates
published 2018 · Biometrika · 1 citations
with Pål Christie Ryalen, Kjetil Røysland
Re
published 2017 · Epidemiology · 6 citations
with Anders Huitfeldt
Feedback and Mediation in Causal Inference Illustrated by Stochastic Process Models
published 2017 · Scandinavian Journal of Statistics · 11 citations
with Odd O. Aalen, Jon Michael Gran, Kjetil Røysland, Susanne Strohmaier
Can Collider Bias Explain Paradoxical Associations?
published 2017 · Epidemiology · 7 citations
with Morten Valberg, Odd O. Aalen
Exploring Selection Bias by Causal Frailty Models
published 2017 · Epidemiology · 36 citations
with Morten Valberg, Kjetil Røysland, Odd O. Aalen
Hva kan vi si om kausalitet?
published 2015 · Tidsskrift for Den norske legeforening · 3 citations
with Odd O. Aalen
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