Minmin Zhang
Healthcare Operations Researcher
AI in Healthcare Operations
About
My research focuses on healthcare operations management, leveraging large language models, machine learning, empirical econometrics, and laboratory experiments to address operational challenges in healthcare. I am particularly interested in developing data-driven and AI-enabled approaches that improve decision-making in complex healthcare systems.
I was a Postdoctoral Research Fellow at the Public Impact Analytics Science Lab (PIAS-Lab), Harvard University, where I worked with Prof. Soroush Saghafian. I received my Ph.D. from the Naveen Jindal School of Management at The University of Texas at Dallas, where I was advised by Prof. Guihua Wang and Prof. Elena Katok. I was also fortunate to have worked with Prof. Tinglong Dai and Prof. Gary Bolton. Prior to my doctoral studies, I earned a B.S.E. in Mechanical Engineering from Shanghai Jiao Tong University and both a B.S.E. and an M.S. in Industrial and Operations Engineering from the University of Michigan.
Research
Under Review / Revision
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A Multi-Treatment Forest Approach for Analyzing the Heterogeneous Effects of Team Familiarity
with G. Wang, W. Hopp, and M. Mathis · Under Major Revision
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A Heterogeneous Transition Forest Approach for Analyzing Changes in Health States: Implications for Organ Transplantation
with G. Wang · Under Major Revision
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Large Language Models for Sequential Decision-Making: Improving In-Context Learning via Supervised Fine-Tuning
with S. Aghaei and S. Saghafian
Published Papers
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The Spillover Effect of Suspending Non-essential Surgery: Evidence from Kidney Transplantation
with G. Wang and T. Dai · Management Science, Forthcoming
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Pausing Transplants in the Face of a Global Pandemic: Patient Survival Implications
with G. Wang, J. Li, W. Hopp, and D. Lee · Production and Operations Management, 32(5): 1380-1396, 2023
Working Papers
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The Social Benefit of Advice: The Impact of Uncertainty and Positive Externality on Compliance Behavior
with G. Bolton and E. Katok · Manuscript in Preparation
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Advance Purchase Contracts under Bargaining: Theory and Experiments
with H. Du and E. Katok · Manuscript in Preparation
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A Regression Discontinuity Forest Approach for Analyzing the Impact of Medicare on Kidney Transplantation
with J. Liu and G. Wang · Manuscript in Preparation
Teaching
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Supply Chain and Operations Management
The University of Texas at Dallas · Spring 2023, Spring 2024, and Summer 2024
Contact
Email: mmz.ai@outlook.com
Profiles: Google Scholar · ORCID