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Massachusetts Institute of Technology

Measuring the Impact of Elections on Judge Behavior Using Machine Learning and Economics Tools

Abstract

dc:description.abstract

Judges play a critical role in maintaining a fair and independent criminal justice system. Using a combination of empirical tools from Computer Science and Economics, this paper examines the effects of judicial elections on decisions by magistrate court judges in Pennsylvania. I find that judges who are running in contested primary races dismiss fewer cases in the months leading up to their election. This effect is driven mostly by changes in the treatment of misdemeanor cases. Judges running in competitive primary races dismiss 16.2% fewer misdemeanor cases in the three months preceding their election date. This effect is consistent across estimates derived from linear regression methods as well as machine learning methods including lasso, decision tree and random forest models. In the context of prior research, these findings suggest that electoral pressure induces harsher treatment by judges across all stages of the judicial system.

Degree

thesis:*
Name thesis:degree_name
Master
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2021

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Chin, Caroline
Advisor dc:contributor.advisor
  • Autor, David

Rights

dc:rights
Statement dc:rights
  • In Copyright - Educational Use Permitted
  • Copyright MIT

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/140100
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/140100

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Chin, Caroline. Measuring the Impact of Elections on Judge Behavior Using Machine Learning and Economics Tools. Massachusetts Institute of Technology, 2021. https://hdl.handle.net/1721.1/140100