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Fall 2014 Seminar Series
MASSACHUSETTS INSTITUTE OF TECHNOLOGY
OPERATIONS RESEARCH CENTER
Fall 2014 SEMINAR SERIES
DATE: 9/18/2014
LOCATION: E51-335
TIME: 4:15pm
Reception immediately following
TITLE
Optimal Allocation without Money: an Engineering Approach
ABSTRACT
We study the allocation of heterogeneous services to agents without monetary transfers under incomplete information. Agents have private, multi-dimensional utilities over services, drawn from commonly known priors. The social planner's goal is to maximize a possibly complex public objective. For tractability, we take an ``engineering'' approach, in which we solve a large market approximation, and convert the solution into a feasible finite market mechanism that still yields good results.
We apply this framework to real data from Boston to design a mechanism that assigns students to public schools, to maximize a linear combination of utilitarian and max-min welfare, subject to capacity and transportation constraints. We show how to optimally solve a large market model with over 868 types of students and 77 schools, translate the solution into a finite market mechanism, which significantly outperforms the baseline plan chosen by the city in terms of efficiency, equity, and predictability.
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