Lars Hansen, The University of Chicago, "Robust Mean-Field Control with Aggregate Shocks"

Department seminar. Lars Hansen is David Rockefeller Distinguished Service Professor The University of Chicago Departments of Economics, Statistics and the Booth School of Business. He will present the paper "Robust Mean-Field Control with Aggregate Shocks" (written with Michael Barnett, Ruimeng Hu, and Hezhong).

Abstract

This paper develops a quantitative computational framework for analyzing robustly optimal policies within a mean-field control setting. Drawing on dynamic decision theory, asset pricing, mean-field theory methods, and advanced deep reinforcement learning techniques, we present an approach to compute prudent social policies, evaluate the underlying economic mechanisms, and quantify the relative importance of alternative uncertainty channels influencing policy decisions. Using a climate change application, we demonstrate that incorporating uncertainty aversion into our mean-field framework systematically tilts robustly optimal abatement and R&D investment strategies, thereby mitigating inequities in climate damage outcomes.

 

The seminar will be held in room 750 (7th floor) at Eilert Sundts Hus. The address is Moltke Moes vei 31.

 

Published Sep. 29, 2025 2:04 PM - Last modified Oct. 6, 2025 3:51 PM