Dmitry Mitrofanov
Office: Fulton Hall, Room 340
257 Beacon Street,
Chestnut Hill, MA 02467
Phone: (617) 552-6582
Email: dmitry.mitrofanov@bc.edu
I am an Assistant Professor of Business Analytics at Carroll School of Management, Boston College. I received my PhD in Operations Management at NYU Stern School of Business. My research interests fall into the intersection of data-driven operations, machine learning, and decision analytics, with applications in car-sharing, ride-hailing, and retail industries. More broadly, I strive to develop methodologies by combining data analytics with mathematical modeling which could lead companies to make effective operational decisions. In my work, I have used tools from data-driven optimization, choice modeling, machine learning, econometrics, and Bayesian inference. Overall, my research can be divided into two main topics: data-driven problems with choice models and operations in ride-hailing.
Research
Accepted and under Review
Personalized Retail Promotions through a DAG-based Representation of Customer Preferences, Accepted at Operations Research (with S. Jagabathula and G. Vulcano).
Demand Estimation under Uncertain Consideration Sets, submitted (with S. Jagabathula and G. Vulcano).
Job Market Paper
MSOM Student Paper Competition 2019, 2nd prize
INFORMS Service Science Best Student Paper Award, Finalist
Lyft and Uber IPOs: Before and After, submitted (with M. Cohen).
The Impact of the Opportunity Zone Program on the Residential Real Estate Market. submitted (with R. Bekkerman, M. Cohen, and J. Maiden).
Media coverage: The Conversation, Propmodo, EjePrime (in Spanish)
Disclosing Low Product Availability: An Online Retailer's Strategy for Mitigating Stockout Risk, submitted (with B. Knight).
Working Papers
Customers' Multi-homing in Ride-Hailing: Evidence from a Structural model, working paper (with S. Chitla, M. Cohen, and S. Jagabathula).
Managerial Articles
U.S. Opportunity Zones Use Tax Breaks for Developers to Help Poor Neighborhoods -- But Are They Choosing Wisely? (with R. Bekkerman, M. Cohen, and J. Maiden) Published in The Conversation, National Post, and Yahoo News, 2021
Teaching
Instructor
Operations Management (Undergraduate), NYU Stern, 2018.
Faculty Evaluation: 4.3/5
Teaching Assistant
Decision Models & Analytics (MBA), Instructor: Prof. Gustavo Vulcano, Winter 2018-19
Operations Management (MBA), Instructor: Prof. Victor Araman, Summer 2018
Operations Management (MBA), Instructor: Prof. Victor Araman, Summer 2017
Decision Under Risk (Global Degree Program), Instructor: Prof. Gustavo Vulcano, Fall 2016-17
Decision Models & Analytics (Undergraduate), Instructor: Prof. Ilan Lobel, Spring 2015-16
Decision Models & Analytics (MBA), Instructor: Prof. Ilan Lobel, Spring 2015-16
Operations Management (Undergraduate), Instructor: Prof. Michael Pinedo, Fall 2015-16
Selected Awards
MSOM Student Paper Competition, 2nd prize, 2019
INFORMS Service Science Best Student Paper Award, Finalist, 2019
W. Edwards Deming Doctoral Fellowship, Stern School of Business, NY, 2018-19
Doctoral Scholarship, Stern School of Business, NY, 2014-19