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School Discipline, Surveillance, and the School-to-Prison Pipeline

T. N. Brooks & A. J. Holloway — Youth Justice & Policy Studies. DOI: 10.7720/yjps.2026.0415
Abstract

Surveillance technologies and exclusionary discipline practices in K–12 schools contribute to the school‑to‑prison pipeline by disproportionately targeting students from marginalized backgrounds. This mixed‑methods study analyzes discipline records, surveillance deployment logs, and student and educator interviews across three districts to examine how monitoring tools and subjective disciplinary policies interact to produce disparate outcomes. Quantitative analyses reveal higher suspension and referral rates in schools with more intensive surveillance, with the largest effects for subjective infractions. Qualitative data show how surveillance normalizes punitive responses and undermines restorative practices. We evaluate restorative alternatives and policy levers—limiting surveillance, revising discipline codes, and investing in restorative staff training—that reduce referrals and improve school climate.

Introduction

Surveillance and punitive discipline in schools disproportionately affect Black, Latino, and disabled students, contributing to long‑term negative outcomes. This paper examines how surveillance technologies and subjective discipline codes interact to produce disparities and evaluates restorative alternatives that reduce exclusionary outcomes.

Methods

We analyzed discipline records from three districts, compared schools with varying surveillance intensity, and conducted focus groups with students and educators. Regression models estimated associations between surveillance and disciplinary outcomes; qualitative analysis explored perceptions and implementation barriers.

Results

Schools with higher surveillance intensity had higher suspension and referral rates, particularly for subjective infractions. Restorative programs reduced referrals and improved school climate when implemented with fidelity and community involvement.

Discussion

Limiting surveillance, revising discipline codes to reduce subjectivity, and investing in restorative practices can reduce the school‑to‑prison pipeline. Policy recommendations include banning certain surveillance tools, mandating restorative training, and tracking equity metrics.

References