Portrait of Minmin Zhang

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

  1. A Multi-Treatment Forest Approach for Analyzing the Heterogeneous Effects of Team Familiarity

    with G. Wang, W. Hopp, and M. Mathis · Under Major Revision

  2. A Heterogeneous Transition Forest Approach for Analyzing Changes in Health States: Implications for Organ Transplantation

    with G. Wang · Under Major Revision

  3. Large Language Models for Sequential Decision-Making: Improving In-Context Learning via Supervised Fine-Tuning

    with S. Aghaei and S. Saghafian

Published Papers

  1. The Spillover Effect of Suspending Non-essential Surgery: Evidence from Kidney Transplantation

    with G. Wang and T. Dai · Management Science, Forthcoming

  2. 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

  1. The Social Benefit of Advice: The Impact of Uncertainty and Positive Externality on Compliance Behavior

    with G. Bolton and E. Katok · Manuscript in Preparation

  2. Advance Purchase Contracts under Bargaining: Theory and Experiments

    with H. Du and E. Katok · Manuscript in Preparation

  3. A Regression Discontinuity Forest Approach for Analyzing the Impact of Medicare on Kidney Transplantation

    with J. Liu and G. Wang · Manuscript in Preparation

Teaching

  1. Supply Chain and Operations Management

    The University of Texas at Dallas · Spring 2023, Spring 2024, and Summer 2024

Contact