Xiao's Academic Webpage
Xiao Wu
Quantitative Researcher
BiographyXiao Wu is a Quantitative Scientist at Meta and an Assistant Professor of Biostatistics at Columbia University, as well as a member of Columbia Data Science Institute. His research focuses on developing statistical, machine learning, and causal inference methods to address methodological needs in health research. A key milestone of his work is to provide scientific evidence and policy solutions to mitigate the adverse impacts of environmental factors under rapidly evolving natural and societal conditions. He is also interested in health technologies and AI applications with innovative wearable devices. Contact me if you want to harness the power of data science to build a healthier, more sustainable world!
He completed his Ph.D. in Biostatistics at Harvard University, where he was advised by Dr. Francesca Dominici and Dr. Danielle Braun. His dissertation focuses on developing causal inference methods to handle error-prone, continuous, and time-series exposures. He was a Data Science Postdoctoral Fellow at Stanford University, where he worked with Dr. Trevor Hastie in Statistics during 2021-2022. He is also working on collaborative projects to design clinical trials, meta-analyses, and real-world evidence studies.
He has been named to Forbes 30 Under 30 list. His research has been published in prestigious scientific venues such as Science, New England Journal of Medicine, Lancet Planetary Health, and Journal of the American Statistical Association, and it has attracted the attention of international journalism, including at the New York Times, the Guardian, National Geographic, USA Today, Scientific American, and Financial Times.
Interests
- Causal Inference
- Statistical Learning
- Environmental Biostatistics
- Data Science
- Wearable Health and AI
Education
Ph.D. in Biostatistics, 2021
Harvard University
M.S. in Biostatistics, 2017
Harvard T.H. Chan School of Public Health
LL.B. in Laws, B.S. in Mathematics, 2015
Peking University
Calderone Junior Faculty Award
Columbia University Mailman School of Public Health Apr 20242022 Forbes 30 Under 30 - Healthcare
Forbes Dec 2021Stanford Data Science Fellowship
Stanford University Oct 2021 – Dec 2022Barry R. and Irene Tilenius Bloom Fellowship
Harvard T.H. Chan School of Public Health Mar 2021Featured PublicationsXiaodi Zhang, Haiqing Liu, Xiao Wu, Longgang Jia, …, Ted M. Dawson, Shizhong Han, Xiaobo Mao (2025). Lewy body dementia promotion by air pollutants. Science.PDF Cite
Xiao Wu, Kate R Weinberger, Gregory A Wellenius, Francesca Dominici, Danielle Braun (2024). Assessing the causal effects of a stochastic intervention in time series data: Are heat alerts effective in preventing deaths and hospitalizations?. Biostatistics.PDF Cite Code
Xiao Wu, Fabrizia Mealli, Marianthi-Anna Kioumourtzoglou, Francesca Dominici, Danielle Braun (2024). Matching on generalized propensity scores with continuous exposures. Journal of the American Statistical Association.PDF Cite Code
Xiao Wu, Erik Sverdrup, Michael D. Mastrandrea, Michael W. Wara, Stefan Wager (2023). Low-intensity fires mitigate the risk of high-intensity wildfires in California’s forests. Science Advances.PDF Cite Code
Kevin P Josey, Scott W Delaney, Xiao Wu, Rachel C Nethery, Priyanka DeSouza, Danielle Braun, Francesca Dominici (2023). Air pollution and mortality at the intersection of race and social class. New England Journal of Medicine.PDF Cite Code
Xiao Wu, Rachel C Nethery, M Benjamin Sabath, Danielle Braun, Francesca Dominici (2020). Air pollution and COVID-19 mortality in the United States: Strengths and limitations of an ecological regression analysis. Science Advances.PDF Cite Code Project Source Document
Liuhua Shi, Xiao Wu, Mahdieh Danesh Yazdi, Danielle Braun, Yara Abu Awad, Yaguang Wei, Pengfei Liu, Qian Di, Yun Wang, Joel Schwartz, Francesca Dominici, Marianthi-Anna Kioumourtzoglou, Antonella Zanobetti (2020). Long-term effects of PM2·5 on neurological disorders in the American Medicare population: a longitudinal cohort study. The Lancet Planetary Health.PDF Cite Source Document
Xiao Wu, Danielle Braun, Joel Schwartz, Marianthi-Anna Kioumourtzoglou, Francesca Dominici (2020). Evaluating the impact of long-term exposure to fine particulate matter on mortality among the elderly. Science Advances.PDF Cite Code Source Document
Xiao Wu, Yi Xu, Bradley P Carlin (2020). Optimizing interim analysis timing for Bayesian adaptive commensurate designs. Statistics in Medicine.PDF Cite Code Poster
Xiao Wu, Danielle Braun, Marianthi-Anna Kioumourtzoglou, Christine Choirat, Qian Di, Francesca Dominici (2019). Causal inference in the context of an error prone exposure: air pollution and mortality. The Annals of Applied Statistics.PDF Cite Code
Joong-Ho Won, Xiao Wu, Sang Han Lee, Ying Lu (2017). Cross-sectional design with a short-term follow-up for prognostic imaging biomarkers. Computational Statistics & Data Analysis.PDF Cite
Recent & Upcoming TalksExposure to air pollution and COVID-19 mortality in the United States
Aug 24, 2020 — Aug 27, 2020 VirtualImpacts of Long-term Exposure to Fine Particulate Matter on Mortality Among the Elderly
Aug 24, 2020 — Aug 27, 2020 VirtualOptimizing Interim Analysis Timing for Bayesian Adaptive Commensurate Designs
Sep 25, 2019 Washington Marriott Wardman ParkMatching on Generalized Propensity Scores with Continuous Treatments
Jul 31, 2019 Colorado Convention CenterDiscussion on Causal Inference Challenges in Air Pollution Research
May 23, 2019 McGill UniversityExperienceQuantitative Scientist
Meta
Jul 2025 – Present New York, NYResearch Scientist Intern
Data Scientist Intern
Biostatistician Intern
Sanofi Genzyme
Jun 2017 – Aug 2017 Cambridge, MAContactName Email Message Send- 722 W 168th St, New York, NY 10032
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