School Discipline Data
Suspensions, expulsions, and referrals by type and demographic -- the equity data that reveals disparities and trains AI to recommend restorative alternatives.
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Find Me This Data →Overview
What Is School Discipline Data?
School discipline data encompasses suspensions, expulsions, and referrals tracked by type and demographic group. This data reveals patterns of disparities in how different student populations are disciplined within public and private schools. West Virginia's Department of Education is launching a student discipline data dashboard that allows educators and the public to search by discipline type, suspension rates, and demographic groups, enabling communities to have meaningful conversations with school administrators about discipline practices and their equity implications. This type of data is increasingly critical for identifying systemic inequities and informing restorative alternatives to exclusionary discipline.
Market Data
95,852 public elementary and secondary schools operating in the U.S. (2025)
Public Schools with Discipline Data Systems
Source: Research.com
49.6 million students in public schools (2025)
Public School Student Population
Source: Research.com
Schools depend on an average of 2,591 edtech tools per school year
EdTech Tools Collecting Discipline Data
Source: TechPolicy.Press
96% of apps used in schools share student data with third parties
EdTech Data Sharing Practices
Source: TechPolicy.Press
Who Uses This Data
What AI models do with it.do with it.
School Districts & State Education Departments
Monitoring discipline trends across schools to identify disproportionality, track suspension and expulsion rates by demographic group, and assess policy effectiveness. West Virginia's dashboard enables public search and analysis by discipline type and student demographics.
Equity & Civil Rights Researchers
Analyzing disparities in discipline outcomes across racial, ethnic, and socioeconomic groups to document systemic inequities and inform interventions focused on restorative justice alternatives.
AI/ML Systems for Restorative Justice
Training machine learning models to recommend alternatives to exclusionary discipline based on historical discipline patterns, enabling evidence-based, equitable discipline decisions across schools.
Community & Parent Advocacy Groups
Accessing transparent discipline dashboards to engage in community conversations with school administrators about discipline practices, fairness, and opportunities for improvement.
What Can You Earn?
What it's worth.worth.
Anonymized Discipline Records (De-identified)
Varies
Pricing depends on data volume, demographic breakdowns, and time period covered. Fully de-identified records subject to FERPA compliance verification.
Aggregated Discipline Trend Reports
Varies
Summary statistics and dashboards for district-level or state-level discipline trends, often lower cost than record-level data.
Longitudinal Discipline Data with Outcomes
Varies
Historical discipline records linked to student outcomes (graduation, academic performance), requires strict privacy controls and institutional review.
What Buyers Expect
What makes it valuable.valuable.
FERPA Compliance & Privacy Protection
Data must meet Family Educational Rights and Privacy Act requirements. Student identifiers must be properly de-identified or consent-based disclosure verified. Schools require vendor contracts explicitly mandating FERPA compliance.
Demographic Accuracy & Granularity
Data must include reliable breakdowns by race/ethnicity, gender, disability status, and socioeconomic indicators. Misclassification or missing demographic data reduces value for equity analysis.
Complete Discipline Category Coverage
Records should cover all discipline types (suspensions, expulsions, referrals, in-school suspensions) with consistent coding across schools and time periods to enable meaningful comparisons.
Transparent Data Collection & Documentation
Clear documentation of data source, collection methodology, and any limitations. Buyers need to understand whether data is self-reported by schools or verified through administrative systems.
Companies Active Here
Who's buying.buying.
Launching discipline data dashboards for public transparency, policy analysis, and identification of disproportionality in student discipline.
Collecting, processing, and storing discipline records as part of student information systems, grade tracking, and behavioral management platforms.
Analyzing school discipline data to study equity gaps, test interventions, and develop evidence-based recommendations for restorative alternatives.
FAQ
Common questions.questions.
What is the primary purpose of collecting school discipline data?
School discipline data is collected to identify disparities in how students from different demographic groups are disciplined, enable transparent public accountability, and inform the development of restorative alternatives to exclusionary practices like suspension and expulsion. Dashboards allow educators and communities to have data-driven conversations about discipline equity.
How is student privacy protected when selling discipline data?
Discipline data must comply with FERPA (Family Educational Rights and Privacy Act), which requires educational institutions to ensure student identifiers are de-identified or that appropriate parental/student consent is obtained before disclosure. Schools are responsible for ensuring third-party vendors, including EdTech companies, follow FERPA requirements through contractual compliance provisions.
What demographic information is typically included in discipline datasets?
High-quality discipline data includes breakdowns by race/ethnicity, gender, disability status, and socioeconomic indicators. These demographics are essential for identifying disproportionality and ensuring the data can be used for equity analysis and bias detection in AI systems.
How do schools use this data beyond compliance reporting?
Schools use discipline data to train AI systems recommending restorative alternatives, benchmark discipline practices against peer schools, identify implicit bias in discipline decisions, and engage communities in transparency conversations. State education departments use dashboards to monitor statewide trends and intervene in schools showing concerning disparities.
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