Toward Racial Fairness in Police Response and Representation: A Policy Proposal with Penalties, Safeguards, and Restorative Accountability

Policing systems in diverse societies often suffer from racial disparities, both in workforce representation and emergency response behavior (Smith & Holmes, 2014). This paper proposes a dual framework for equity in policing: (1) the institutional requirement for racial proportionality in police hiring, and (2) enforceable penalties for discriminatory non-response to emergency calls involving people of color. These include a structured salary deduction, promotion delay, mandatory public apology with an explanation, and a required end-of-year restorative seminar. The framework includes anti-abuse safeguards and is designed to be legally implementable, ethically grounded, and culturally transformative.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-30
DOI
https://doi.org/10.5281/zenodo.15770058
Primary Topic
Machine Learning in Healthcare
Type
article
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article

Toward Racial Fairness in Police Response and Representation: A Policy Proposal with Penalties, Safeguards, and Restorative Accountability

Zenodo (CERN European Organization for Nuclear Research)
Machine Learning in Healthcare
article

Toward Racial Fairness in Police Response and Representation: A Policy Proposal with Penalties, Safeguards, and Restorative Accountability

article en

Abstract

Policing systems in diverse societies often suffer from racial disparities, both in workforce representation and emergency response behavior (Smith & Holmes, 2014). This paper proposes a dual framework for equity in policing: (1) the institutional requirement for racial proportionality in police hiring, and (2) enforceable penalties for discriminatory non-response to emergency calls involving people of color. These include a structured salary deduction, promotion delay, mandatory public apology with an explanation, and a required end-of-year restorative seminar. The framework includes anti-abuse safeguards and is designed to be legally implementable, ethically grounded, and culturally transformative.

Zenodo (CERN European Organization for Nuclear Research)
Reduced inequalities
Openalex Percentile: Top 75%
Machine Learning in Healthcare
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