hero_pattern.png

home

AI & OR
for Urban Logistics and Transportation

Teaching:
Students considering taking my Sample Efficient Optimization 80618A class, checkout the introductory slides of Fall 2025 course.

We’re Hiring !
We have several open postdoctoral positions.
If you’re interested in joining as a PhD student apply through the Management Science PhD Program
The Management Science PhD Program is offered jointly by the universities of HEC Montréal, McGill, Concordia and UQAM.

We develop techniques to create, enable, and support the disruptive technologies that will shape the mobility systems of the future.

shutterstock_437098174.jpg

Our techniques enable high‐resolution models and data, obtained at the scale of individual travelers and vehicles, to be used to optimize the performance of mobility systems at the scale of entire cities and metropolitan areas.

We have worked in collaboration with major public and private stakeholders including the New York City Department of Transportation (NYCDOT), the San Diego Planning Agency (SANDAG), Ford Motor Company, Zipcar, Accenture and IBM, studying and optimizing mobility for a variety of metropolitan areas including Berlin, Boston, Chicago, Lausanne, NYC, San Diego, San Francisco, Singapore, and Toronto.

Recent projects have addressed topics such as car-sharing, congestion pricing, traffic management and model calibration. Our techniques combine ideas from various areas including probability theory, simulation, simulation-based optimization, derivative-free optimization, nonlinear optimization, statistics, traffic control and traffic flow theory.

Visit our research topics webpage or watch a 2018 seminar talk, for more details about our research.


Carolina Osorio
SCALE AI Research Chair in Artificial Intelligence for Urban Mobility & Logistics
Full Professor
Department of Decision Sciences
HEC Montréal
carolina.osorio -.- a.t -.- hec . ca

Staff Research Scientist, Google Research

MIT Visiting Associate Professor

SELECTED LATEST NEWS

Congratulations to Postdoc Seung Min Baik for being appointed Assistant Professor in the Department of Industrial Engineering at Hongik University
March 2026

Carolina is invited to give a keynote at the 25th anniversary SUMO conference. Join us!
February 2026

Google Research blog post improving road safety using smartphone sensors to detect high-risk areas
Hard-braking events as indicators of road segment crash risk
January 2026

Carolina is ranked top 2% of most cited authors
Carolina is ranked in the top 2% of the most cited scientists in OR + Transportation and Logistics for 2024.
October 2025

Carolina is invited to give a talk
EURO OSS on Operational Research and Machine Learning
April 2025

Google Research blog post on high-resolution metropolitan traffic simulators
Urban mobility solutions: Calibrating digital twins at scale
February 2025

More News