プロフィール詳細

プロジェクトを作成

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Dr. Brandon K.に依頼

United States

Causal Inference, Bayesian, & Machine Learning Expert | Proven Track Record in Research & Production Modeling

プロフィール概要

I hold a PhD in Biostatistics from the University of Minnesota and have over a decade of experience in statistical modeling, causal inference, and machine learning across academic, public health, and industry settings. My expertise lies in the development and application of advanced statistical and machine learning methodologies, including Bayesian modeling, simulation-based inference, and doubly robust estimation, to real-world problems in healthcare, economics, and decision science. As an Assistant Professor at The Ohio State University and the University of Nevada, Reno, I led NIH- and World Bank-funded research projects focused on health outcomes, methodological innovation, and interdisciplinary collaboration. My work has resulted in over 20 peer-reviewed publications in journals such as Biometrics, Statistical Methods in Medical Research, and Nicotine and Tobacco Research. In the private sector, I’ve served as a Senior Data Scientist at Swish Analytics and DraftKings, where I built, deployed, and maintained production-level models used to simulate sports outcomes and price betting markets in real time. These roles required deep integration of causal modeling, experimentation frameworks, and real-time data pipelines in high-stakes environments. I’m also the developer of two open-source methodologies—SSCE (Spike and Slab Causal Estimator) and GLiDeR (Group Lasso Doubly Robust Estimator)—used by researchers worldwide for confounder selection and causal effect estimation in observational studies. Key Skills & Tools: Causal inference, Bayesian modeling, longitudinal data analysis, A/B testing Machine learning (supervised/unsupervised), simulation modeling Python, R, SQL, MATLAB, SAS, Stan, C++ AWS, Kubernetes, Docker, GitHub, CI/CD Academic writing, peer review, and grant-funded research Whether you need support with study design, statistical analysis, model development, or research publication, I bring both methodological rigor and applied experience to deliver high-quality, actionable insights.

専門分野

• ☆ Biostatistics
• ☆ Data Analysis
• ☆ Machine Learning
• ☆ Statistics
• ☆ Applied Statistics
• ☆ Bayesian Statistics
• ☆ Medical Statistics
• ☆ Decision Science

サービス

• Writing
• Research
• Consulting
• Data & AI

Writing Technical Writing

Research Meta-Research, Feasibility Study, Scientific and Technical Research, Secondary Data Collection

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-ML, Data Visualization, Big Data Analytics, Text Mining & Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

職務経験

Senior Data Science Engineer

DraftKings

4月 2025 - 7月 2025

Senior Data Scientist

Swish Analytics

7月 2023 - 2月 2025

Assistant Professor of Biostatistics

Ohio State University

1月 2022 - 7月 2023

Assistant Professor of Biostatistics

University of Nevada, Reno

7月 2018 - 12月 2021

学歴

Biostatistics

University of Minnesota - Twin Cities

8月 2013 - 6月 2018

認定資格

• 認定資格の詳細は未入力です。

出版物

JOURNAL ARTICLE

Alsavaf MB, Wu KC, Gosal JS, Finger G, Koch B, Abouammo MD, Prevedello LM, Carrau RL, Prevedello DM (2023). Endoscopic endonasal marsupialization of rathke cleft cysts: clinical outcomes and risk factors analysis of visual impairment, pituitary dysfunction, and CSF leak . Pituitary.

Erickson EL, Freeman TE, Sun S, Koch B, Allen DZ, Sethia R, deSilva B, Matrka L (2023). Recurrent respiratory papillomatosis disease course in immunosuppressed populations . The Journal of laryngology and otology.

Brandon Koch, Sarah C. Nyirjesy, Rachel Fenberg, Margaret A. Heller, Ryan T. Judd, Michael M. Li, Marcelo Bonomi, Ricardo L. Carrau, Kyle K. VanKoevering (2023). Response to induction chemotherapy in sinonasal malignancies: A single‐institutional experience . Head & Neck.

Winkelmaier G, Koch B, Bogardus S, Borowsky AD, Parvin B (2023). Biomarkers of Tumor Heterogeneity in Glioblastoma Multiforme Cohort of TCGA . Cancers.

Brandon Koch, Shuman He, Jeffrey Skidmore, Monita Chatterjee, Brittney L. Carter, Yi Yuan (2023). Relationships Between the Auditory Nerve Sensitivity to Amplitude Modulation, Perceptual Amplitude Modulation Rate Discrimination Sensitivity, and Speech Perception Performance in Postlingually Deafened Adult Cochlear Implant Users . Ear & Hearing.

Brandon Koch, Mohammad Bilal Alsavaf, Kyle C. Wu, Guilherme Finger, Luciano M. Prevedello, Ricardo L. Carrau, Daniel M. Prevedello (2023). Radiographic Predictors of Visual, Hormonal, and Surgical Outcomes for Rathke's Cleft Cysts Following Endoscopic Endonasal Surgery . Journal of Neurological Surgery Part B: Skull Base.

Brandon Koch, Olufemi Ajumobi, Silvia R. Verdugo, Brian Labus, Patrick Reuther, Bradford Lee, Peter J. Davidson, Karla D. Wagner (2022). Identification of Non-Fatal Opioid Overdose Cases Using 9-1-1 Computer Assisted Dispatch and Prehospital Patient Clinical Record Variables . Prehospital Emergency Care.

Brandon Koch, Ashwini Venkatasubramaniam, Lauren Erickson, Simone French, David Vock, Julian Wolfson (2022). Assessing effect heterogeneity of a randomized treatment using conditional inference trees . Statistical Methods in Medical Research.

Brandon Koch, Laura M. Johnson, Harold D. Green, Robert Harding, Jamila K. Stockman, Karla D. Wagner (2021). Correlates of Medical Mistrust Among Minority Women at Risk for HIV and Their Networks . Health Education & Behavior.

Brandon Koch, Karla D. Wagner, Jeanette M. Bowles, Silvia R. Verdugo, Robert W. Harding, Peter J. Davidson (2021). Factors Associated With Calling 911 for an Overdose: An Ethnographic Decision Tree Modeling Approach . American Journal of Public Health.

Brandon Koch, Laura M. Johnson, Harold D. Green, Jamila K. Stockman, Marisa Felsher, Alexis M. Roth, Karla D. Wagner (2021). Role of Social Networks and Social Norms in Future PrEP Use in a Racially Diverse Sample of At-Risk Women and Members of Their Social Networks . JAIDS Journal of Acquired Immune Deficiency Syndromes.

Brandon Koch, Jennifer L Pearson, Yitong Zhou, Sabrina L Smiley, Leslie F Rubin, Emily Harvey, Raymond Niaura, David B Abrams (2021). Intensive Longitudinal Study of the Relationship Between Cigalike E-cigarette Use and Cigarette Smoking Among Adult Cigarette Smokers Without Immediate Plans to Quit Smoking . Nicotine & Tobacco Research.

Brandon Koch, Julie E. Lucero, Amber D. Emerson, Teysha Bowser (2021). Mental Health Risk Among Members of the Millennial Population Cohort: A Concern for Public Health . American Journal of Health Promotion.

Brandon Koch, Bridget C. Griffith, Angela K. Ulrich, Andy B. Becker, Dawn Nederhoff, Fareed A. Awan, Nicole E. Basta (2020). Does education about local vaccination rates and the importance of herd immunity change US parents’ concern about measles? . Vaccine.

Brandon Koch, David M Vock, Julian Wolfson, Laura Boehm Vock (2020). Variable selection and estimation in causal inference using Bayesian spike and slab priors . Statistical Methods in Medical Research.

Brandon Koch, Bridget Griffith, Andy Becker, Dawn Nederhoff, Fareed Awan, Nicole Basta (2018). 2468. Impact of a Herd Immunity Educational Intervention on Parental Concern About Measles . Open Forum Infectious Diseases.

Brandon Koch, Kayla E Hanson, Kimberly Bonner, Annie-Laurie McRee, Nicole E Basta (2018). National Trends in Parental Human Papillomavirus Vaccination Intentions and Reasons for Hesitancy, 2010–2015 . Clinical Infectious Diseases.

Brandon Koch, Jacqueline Logan, Dawn Nederhoff, Bridget Griffith, Julian Wolfson, Fareed A. Awan, Nicole E. Basta (2018). ‘What have you HEARD about the HERD?’ Does education about local influenza vaccination coverage and herd immunity affect willingness to vaccinate? . Vaccine.

Brandon Koch, David M. Vock, Julian Wolfson (2018). Covariate Selection with Group Lasso and Doubly Robust Estimation of Causal Effects . Biometrics.

Brandon Lee D. Koch, Anna K. Panorska (2013). The Impact of Temperature on Major League Baseball . Weather, Climate, and Society.