School-Based Online Surveillance of Youth: Systematic Search and Content Analysis of Surveillance Company Websites

Editorial reading guide · Respect

What does our school’s AI monitoring see outside the classroom?

Most companies advertised round-the-clock monitoring and ten reported AI flagging, while fewer than half described secondary human review. This exposes questions families can ask about consent, data reach, and escalation beyond school hours.

Study context

The study identified fourteen companies marketing student online-surveillance services and coded their public descriptions during February–June 2024.

Age / stage: Middle- and high-school students; no student participants

Read with three questions

1. How far did advertised monitoring extend beyond school devices and hours?
2. Which claimed services involved human review or law-enforcement contact?
3. What cannot company marketing reveal about effectiveness or discriminatory flagging?

Keep the limits in view

The evidence comes from public marketing pages, not contracts, internal practices, or tests of surveillance systems. It identifies possible inequity and opacity but does not measure actual algorithmic bias, student harm, or prevention benefit.