Causal Effects in Matching Mechanisms with Strategically Reported Preferences

07/26/2023
by   Marinho Bertanha, et al.
0

A growing number of central authorities use assignment mechanisms to allocate students to schools in a way that reflects student preferences and school priorities. However, most real-world mechanisms give students an incentive to be strategic and misreport their preferences. In this paper, we provide an identification approach for causal effects of school assignment on future outcomes that accounts for strategic misreporting. Misreporting may invalidate existing point-identification approaches, and we derive sharp bounds for causal effects that are robust to strategic behavior. Our approach applies to any mechanism as long as there exist placement scores and cutoffs that characterize that mechanism's allocation rule. We use data from a deferred acceptance mechanism that assigns students to more than 1,000 university-major combinations in Chile. Students behave strategically because the mechanism in Chile constrains the number of majors that students submit in their preferences to eight options. Our methodology takes that into account and partially identifies the effect of changes in school assignment on various graduation outcomes.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/13/2021

Stability and Efficiency of Random Serial Dictatorship

This paper establishes non-asymptotic convergence of the cutoffs in Rand...
research
12/06/2018

Assigning Course Schedules: About Preference Elicitation, Fairness, and Truthfulness

Course assignment is a wide-spread problem in education and beyond. Ofte...
research
03/31/2021

Optimal class assignment problem: a case study at Gunma University

In this study, we consider the real-world problem of assigning students ...
research
04/08/2018

A 3/2-approximation algorithm for the Student-Project Allocation problem

The Student-Project Allocation problem with lecturer preferences over St...
research
09/16/2021

Incentives in Two-sided Matching Markets with Prediction-enhanced Preference-formation

Two-sided matching markets have long existed to pair agents in the absen...
research
02/14/2023

Discovering Optimal Scoring Mechanisms in Causal Strategic Prediction

Faced with data-driven policies, individuals will manipulate their featu...
research
02/12/2021

Online voluntary mentoring: Optimising the assignment of students and mentors

After the closure of the schools in Hungary from March 2020 due to the p...

Please sign up or login with your details

Forgot password? Click here to reset