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Updated: Oct 13, 2025

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A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments
Published on: March 1, 2022
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Optimality and fairness of partisan gerrymandering
Antoine Lagarde1, Tristan Tomala2
1HEC Paris, 1 rue de la Libération, 78351 Jouy-en-Josas, France.
Summary
Optimal partisan gerrymandering involves cracking and packing voters to maximize electoral advantage. Fairness measures show gerrymandering strategies are less fair than uniform districting.
Area of Science:
- Political Science
- Mathematics
- Economics
Background:
- Partisan gerrymandering aims to manipulate electoral district boundaries for political gain.
- Key strategies include 'cracking' (spreading opposing voters thinly) and 'packing' (concentrating them in few districts).
- The problem is influenced by the finite number of districts and voter uncertainty within each district.
Purpose of the Study:
- To analyze the optimal strategies for partisan gerrymandering under uncertainty.
- To explore the relationship between gerrymandering, fairness, and the number of districts.
- To model gerrymandering as a function concavification problem, akin to optimal Bayesian persuasion.
Main Methods:
- Mathematical modeling of the gerrymandering problem.
- Analysis of optimal gerrymandering payoff as uncertainty decreases and district number increases.
- Introduction of a fairness measure to compare different districting strategies.
Main Results:
- Optimal gerrymandering payoff increases with reduced uncertainty and a larger number of districts.
- In the limit of infinite districts, the problem simplifies to function concavification.
- Optimal gerrymandering strategies are shown to be less fair than uniform districting.
Conclusions:
- The study provides a mathematical framework for understanding optimal partisan gerrymandering.
- Fairness is inversely related to the effectiveness of gerrymandering strategies.
- Optimal gerrymandering is closer to 'full cracking' (uniform districting, most unfair) than 'full packing' (community districting, very fair).
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