← All authors Peng Ding University of California, Berkeley (from arXiv:2601.20018, 2026) · ORCID · OpenAlex
106 papers in scope · 101 published · 10 on the econ.EM arXiv · 10,350 citations · h-index 33 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Han Fang Fang Han Deepankar Basu Haoge Chang Zhexiao Lin Songliang Chen Guido W. Imbens Michael P. Leung Yihui He Mona Azadkia Masahiro Kato Susan Athey Yihong Liu Fang Han Ziming Lin Pablo Crespo Xingbai Xu Denis Kojevnikov Yingying Fan Yiyi Huo 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 (10 of 106)
working paper 2026 · arXiv
Quantifying individual risk for binary outcomes
published 2026 · Journal of the Royal Statistical Society Series B (Statistical Methodology)
with Peng Wu, Zhi Geng, Yue Liu
working paper 2026 · arXiv
working paper 2026 · arXiv
working paper 2026 · arXiv
published 2025 · Journal of Econometrics · 2 citations · first circulated 2023
Identification and Multiply Robust Estimation of Causal Effects via Instrumental Variables from An Auxiliary Population
published 2025 · Journal of the American Statistical Association · first circulated 2024
with Wei Li, Jiapeng Liu, Zhi Geng, Geng Zhi
The Roles of Estimands and Assumptions in Causal Inference: Comment on “Chasing Shadows: How Implausible Assumptions Skew Our Understanding of Causal Estimands”
published 2025 · Statistics in Biopharmaceutical Research · 1 citations
with Sizhu Lu
Sensitivity Analysis for Unmeasured Confounding in Medical Product Development and Evaluation Using Real World Evidence
published 2025 · Statistics in Biopharmaceutical Research · 2 citations · first circulated 2023
with Yixin Fang, Pallavi S. Mishra-Kalyani, Xiang Zhang, Susan Gruber, Shu Yang, Mingyang Shan, Joo-Yeon Lee, Mark van der Laan, Douglas E. Faries, Hana Lee, Douglas Faries
Principal stratification with continuous post-treatment variables: nonparametric identification and semiparametric estimation
published 2025 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · first circulated 2023
with Sizhu Lu, Zhichao Jiang
Forward selection and post-selection inference in factorial designs
published 2025 · The Annals of Statistics · 2 citations · first circulated 2023
What randomization can and cannot guarantee
published 2025 · Observational Studies · 1 citations
Technology transfer and innovation efficiency in a large emerging economy: an integrative perspective of absorptive capacity and the technology ladder
published 2025 · The Journal of Technology Transfer · 24 citations
with Yueqi Wang, Yang Li, Bin Guo
Two-phase rejective sampling and its asymptotic properties
published 2025 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · first circulated 2024
with Shu Yang
Real Effect or Bias? Good Practices for Evaluating the Robustness of Evidence From Comparative Observational Studies Through Quantitative Sensitivity Analysis for Unmeasured Confounding
published 2024 · Pharmaceutical Statistics · 6 citations
With random regressors, least squares inference is robust to correlated errors with unknown correlation structure
published 2024 · Biometrika · 3 citations
with Zifeng Zhang, Wen Zhou, Haonan Wang
working paper 2024 · arXiv · 4 citations
Mediation Analysis with the Mediator and Outcome Missing Not at Random
published 2024 · Journal of the American Statistical Association · 5 citations · first circulated 2022
with Shuozhi Zuo, Debashis Ghosh, Fan Yang
Assessing Causal Effects in the Presence of Treatment Switching Through Principal Stratification
published 2024 · Bayesian Analysis · 9 citations · first circulated 2020
Covariate adjustment in randomized experiments with missing outcomes and covariates
published 2024 · Biometrika · 11 citations · first circulated 2023
No star is good news: A unified look at rerandomization based on p -values from covariate balance tests
published 2024 · Journal of Econometrics · 5 citations · first circulated 2021
Randomization Tests for Peer Effects in Group Formation Experiments
published 2024 · Econometrica · 18 citations · first circulated 2019
A Randomization-Based Theory for Preliminary Testing of Covariate Balance in Controlled Trials
published 2023 · Statistics in Biopharmaceutical Research · 2 citations
Special issue on Advanced statistical modeling and causal inference with complex data for better decision making
published 2023 · Statistical Methods & Applications
Power and sample size calculations for rerandomization
published 2023 · Biometrika · 7 citations · first circulated 2022
Bayesian causal inference: a critical review
published 2023 · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 73 citations · first circulated 2022
Peng Ding's contribution to the Discussion of ‘Experimental evaluation of algorithm-assisted human decision-making: application to pretrial public safety assessment’ by Imai et al.
published 2023 · Journal of the Royal Statistical Society Series A (Statistics in Society)
Covariate adjustment in multiarmed, possibly factorial experiments
published 2023 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 11 citations
An instrumental variable method for point processes: generalized Wald estimation based on deconvolution
published 2023 · Biometrika · 4 citations
with Zhichao Jiang, Shizhe Chen
published 2023 · Econometrica · 10 citations · first circulated 2022
Posterior Predictive Propensity Scores and p-Values
published 2023 · Observational Studies · 3 citations · first circulated 2022
with Tianyu Guo
published 2023 · Econometrica · 4 citations · first circulated 2021
To Adjust or not to Adjust? Estimating the Average Treatment Effect in Randomized Experiments with Missing Covariates
published 2022 · Journal of the American Statistical Association · 41 citations · first circulated 2021
Design-based theory for cluster rerandomization
published 2022 · Biometrika · 11 citations
with Xin Lü, Tianle Liu, Hanzhong Liu
Peng Ding’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) · 1 citations
Multiply Robust Estimation of Causal Effects under Principal Ignorability
published 2022 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 26 citations · first circulated 2020
with Zhichao Jiang, Shu Yang
E-values for effect heterogeneity and approximations for causal interaction
published 2022 · International Journal of Epidemiology · 20 citations · first circulated 2021
with Maya B. Mathur, Louisa H. Smith, Kazuki Yoshida, Tyler J. VanderWeele
Reconciling design-based and model-based causal inferences for split-plot experiments
published 2022 · The Annals of Statistics · 17 citations · first circulated 2021
FTAP: Feature transferring autonomous machine learning pipeline
published 2022 · Information Sciences · 24 citations
with Xing Wu, Cheng Chen, Pan Li, Mingyu Zhong, Jianjia Wang, Quan Qian, Junfeng Yao, Yike Guo
Regression-based causal inference with factorial experiments: estimands, model specifications and design-based properties
published 2021 · Biometrika · 27 citations
Identification of Causal Effects Within Principal Strata Using Auxiliary Variables
published 2021 · Statistical Science · 17 citations · first circulated 2020
with Zhichao Jiang
Model-Assisted Analyses of Cluster-Randomized Experiments
published 2021 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 45 citations
with Fangzhou Su
Covariate-adjusted Fisher randomization tests for the average treatment effect
published 2021 · Journal of Econometrics · 39 citations · first circulated 2020
Two seemingly paradoxical results in linear models: the variance inflation factor and the analysis of covariance
published 2021 · Journal of Causal Inference · 8 citations · first circulated 2019
Regression adjustment in completely randomized experiments with a diverging number of covariates
published 2020 · Biometrika · 41 citations · first circulated 2018
published 2020 · Statistics & Probability Letters · 23 citations
Overlap in observational studies with high-dimensional covariates
published 2020 · Journal of Econometrics · 120 citations · first circulated 2017
published 2020 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 20 citations
Rerandomization in $2^{K}$ factorial experiments
published 2020 · The Annals of Statistics · 32 citations · first circulated 2018
Causal Inference
published 2020 · Engineering · 125 citations
with Kun Kuang, Lian Li, Zhi Geng, Lei Xu, Kun Zhang, Beishui Liao, Huaxin Huang, Wang Miao, Zhichao Jiang
Rerandomization and Regression Adjustment
published 2019 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 85 citations
Sharp bounds on the relative treatment effect for ordinal outcomes
published 2019 · Biometrics · 12 citations
with Jiannan Lu, Yunshu Zhang
Measurement errors in the binary instrumental variable model
published 2019 · Biometrika · 15 citations
with Zhichao Jiang
Causal inference with confounders missing not at random
published 2019 · Biometrika · 54 citations · first circulated 2017
with Shu Yang, Lily Wang, Linbo Wang
A Bracketing Relationship between Difference-in-Differences and Lagged-Dependent-Variable Adjustment
published 2019 · Political Analysis · 75 citations
Combining Multiple Observational Data Sources to Estimate Causal Effects
published 2019 · Journal of the American Statistical Association · 73 citations · first circulated 2018
with Shu Yang
Technical Considerations in the Use of the E-Value
published 2019 · Journal of Causal Inference · 131 citations
with Tyler J. VanderWeele, Maya B. Mathur
Correcting Misinterpretations of the E-Value
published 2018 · Annals of Internal Medicine · 58 citations
with Tyler J. VanderWeele, Maya B. Mathur
Rank tests in unmatched clustered randomized trials applied to a study of teacher training
published 2018 · The Annals of Applied Statistics · 4 citations
Principal ignorability in mediation analysis: through and beyond sequential ignorability
published 2018 · Biometrika · 43 citations
Asymptotic theory of rerandomization in treatment–control experiments
published 2018 · Proceedings of the National Academy of Sciences · 101 citations · first circulated 2016
Randomization Inference for Peer Effects
published 2018 · Journal of the American Statistical Association · 21 citations
Randomization-based causal inference from split-plot designs
published 2018 · The Annals of Statistics · 21 citations · first circulated 2016
Model‐free causal inference of binary experimental data
published 2018 · Scandinavian Journal of Statistics · 11 citations · first circulated 2017
with Luke Miratrix
Web Site and R Package for Computing E-values
published 2018 · Epidemiology · 763 citations
with Maya B. Mathur, Corinne A. Riddell, Tyler J. VanderWeele
Treatment Effects on Ordinal Outcomes: Causal Estimands and Sharp Bounds
published 2018 · Journal of Educational and Behavioral Statistics · 32 citations · first circulated 2015
with Jiannan Lu, Tirthankar Dasgupta
Causal Inference: A Missing Data Perspective
published 2018 · Statistical Science · 124 citations · first circulated 2017
Using Survival Information in Truncation by Death Problems without the Monotonicity Assumption
published 2018 · Biometrics · 15 citations
with Fan Yang
Asymptotic inference of causal effects with observational studies trimmed by the estimated propensity scores
published 2018 · Biometrika · 77 citations · first circulated 2017
with Shu Yang
Decomposing Treatment Effect Variation
published 2018 · Journal of the American Statistical Association · 71 citations · first circulated 2016
A Randomization-Based Perspective of Analysis of Variance: A Test Statistic Robust to Treatment Effect Heterogeneity.
published 2017 · Biometrika · 15 citations · first circulated 2016
with Tirthankar Dasgupta
Rejoinder: A Paradox from Randomization-Based Causal Inference
published 2017 · Statistical Science · 12 citations · first circulated 2014
A Paradox from Randomization-Based Causal Inference
published 2017 · Statistical Science · 83 citations
Invention or Incremental Improvement?
published 2017 · Academy of Management Proceedings
with Bin Guo
General Forms of Finite Population Central Limit Theorems with Applications to Causal Inference
published 2017 · Journal of the American Statistical Association · 182 citations · first circulated 2016
On the Gaussian Mixture Representation of the Laplace Distribution
published 2017 · The American Statistician · 18 citations
with Joseph K. Blitzstein
Sensitivity Analysis in Observational Research: Introducing the E-Value
published 2017 · Annals of Internal Medicine · 5846 citations
with Tyler J. VanderWeele
Invention or incremental improvement? Simulation modeling and empirical testing of firm patenting behavior under performance aspiration
published 2017 · Decision Support Systems · 15 citations
with Bin Guo
Bridging Finite and Super Population Causal Inference
published 2017 · Journal of Causal Inference · 40 citations
Instrumental variables as bias amplifiers with general outcome and confounding
published 2017 · Biometrika · 7 citations
The directions of selection bias
published 2017 · Statistics & Probability Letters · 18 citations · first circulated 2016
with Zhichao Jiang
Principal Stratification Analysis Using Principal Scores
published 2016 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 121 citations
with Jiannan Lu
Robust modeling using non-elliptically contoured multivariate t distributions
published 2016 · Journal of Statistical Planning and Inference · 7 citations
with Zhichao Jiang
Sharp sensitivity bounds for mediation under unmeasured mediator-outcome confounding
published 2016 · Biometrika · 70 citations
with Tyler J. VanderWeele
On the Conditional Distribution of the Multivariate t Distribution
published 2016 · The American Statistician · 80 citations
Sensitivity Analysis Without Assumptions
published 2016 · Epidemiology · 575 citations · first circulated 2015
with Tyler J. VanderWeele
Exact confidence intervals for the average causal effect on a binary outcome
published 2016 · Statistics in Medicine · 24 citations · first circulated 2015
The Authors Respond
published 2016 · Epidemiology · 3 citations
Semiparametric Inference of the Complier Average Causal Effect with Nonignorable Missing Outcomes
published 2015 · ACM Transactions on Intelligent Systems and Technology · 2 citations · first circulated 2014
Principal Causal Effect Identification and Surrogate end point Evaluation by Multiple Trials
published 2015 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 27 citations
with Zhichao Jiang, Zhi Geng
Identifiability of Normal and Normal Mixture Models with Nonignorable Missing Data
published 2015 · Journal of the American Statistical Association · 82 citations
with Wang Miao, Zhi Geng
Construction of alternative hypotheses for randomization tests with ordinal outcomes
published 2015 · Statistics & Probability Letters · 8 citations
with Jiannan Lu, Tirthankar Dasgupta
Reply to Professor Pearl’s Comment
published 2015 · Journal of Causal Inference · 1 citations
with Luke Miratrix
Randomization Inference for Treatment Effect Variation
published 2015 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 120 citations · first circulated 2014
Reply
published 2015 · The American Statistician
A Potential Tale of Two-by-Two Tables From Completely Randomized Experiments
published 2015 · Journal of the American Statistical Association · 44 citations
with Tirthankar Dasgupta
Methods for Modeling and Decomposing Treatment Effect Variation in Large-Scale Randomized Trials.
published 2015 · Society for Research on Educational Effectiveness
no link
Tarpey, T., Ogden, R. T., Petkova, E., and Christensen R. (2014), “A Paradoxical Result in Estimating Regression Coefficients,” The American Statistician , 68, 271–276 (this issue): Comment by Peng Ding
published 2014 · The American Statistician · 3 citations
To Adjust or Not to Adjust? Sensitivity Analysis of M -Bias and Butterfly-Bias
published 2014 · Journal of Causal Inference · 124 citations
with Luke Miratrix
Generalized Cornfield conditions for the risk difference
published 2014 · Biometrika · 25 citations
with Tyler J. VanderWeele
Qualitative evaluation of associations and validation of surrogacy by association transitivity
published 2014 · Statistica Sinica · 2 citations
with Zhichao Jiang, Zhi Geng
Bayesian robust inference of sample selection using selection-t models
published 2013 · Journal of Multivariate Analysis · 43 citations
Three Occurrences of the Hyperbolic-Secant Distribution
published 2013 · The American Statistician · 18 citations
Identifiability of subgroup causal effects in randomized experiments with nonignorable missing covariates
published 2013 · Statistics in Medicine · 17 citations
with Zhi Geng
Identifiability and Estimation of Causal Effects by Principal Stratification With Outcomes Truncated by Death
published 2011 · Journal of the American Statistical Association · 85 citations
Identifiability of causal effects on a binary outcome within principal strata
published 2011 · Frontiers of Mathematics in China · 3 citations
with Wei Yan, Zhi Geng, Xiaohua Zhou
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