Evidence map›Paper›PMID 40627544›Full record

ArticleJournal of medical Internet research2025

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

Alison O'Daffer, Wendy Liu, Cinnamon S Bloss

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Alison O'DafferCenter for Empathy and Technology, Sanford Institute for Empathy and Compassion, University of California San Diego, 9500 Gilman Drive MC 0811, La Jolla, CA, 92037-0811, United States, 1 858-534-9595, 1 858-534-9595.ORCID http://orcid.org/0000-0002-4086-9574
Wendy LiuRady School of Management, University of California San Diego, La Jolla, CA, United States.ORCID http://orcid.org/0000-0001-7459-3310
Cinnamon S BlossCenter for Empathy and Technology, Sanford Institute for Empathy and Compassion, University of California San Diego, 9500 Gilman Drive MC 0811, La Jolla, CA, 92037-0811, United States, 1 858-534-9595, 1 858-534-9595.ORCID http://orcid.org/0000-0003-1315-8387

Funding

Stakeholder Perspectives on Social Media Surveillance in SchoolsRF1MH129774 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BLOSS, CINNAMON S · 2025 to 2025
$1.2M
Stakeholder Perspectives on Social Media Surveillance in SchoolsR01MH129774 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BLOSS, CINNAMON S · 2023 to 2024
$1.2M
NIMH NIH HHS R01 MH129774NIMH NIH HHS RF1 MH129774
6 · The paper itself

Abstract

Background: School-based online surveillance of students has been widely adopted by middle and high school administrators over the past decade. Little is known about the technology companies that provide these services or the benefits and harms of the technology for students. Understanding what information online surveillance companies monitor and collect about students, how they do it, and if and how they facilitate appropriate intervention fills a crucial gap for parents, youth, researchers, and policy makers. Objective: The two goals of this study were to (1) comprehensively identify school-based online surveillance companies currently in operation, and (2) collate and analyze company-described surveillance services, monitoring processes, and features provided. Methods: We systematically searched GovSpend and EdSurge's Education Technology (EdTech) Index to identify school-based online surveillance companies offering social media monitoring, student communications monitoring, or online monitoring. We extracted publicly available information from company websites and conducted a systematic content analysis of the websites identified. Two coders independently evaluated all company websites and discussed the findings to reach 100% consensus regarding website data labeling. Results: Our systematic search identified 14 school-based online surveillance companies. Content analysis revealed that most of these companies facilitate school administrators' access to students' digital behavior, well beyond monitoring during school hours and on school-provided devices. Specifically, almost all companies reported conducting monitoring of students at school, but 86% (12/14) of companies reported also conducting monitoring 24/7 outside of school and 7% (1/14) reported conducting monitoring outside of school at school administrator-specified locations. Most online surveillance companies reported using artificial intelligence to conduct automated flagging of student activity (10/14, 71%), and less than half of the companies (6/14, 43%) reported having a secondary human review team. Further, 14% (2/14) of companies reported providing crisis responses via company staff, including contacting law enforcement at their discretion. Conclusions: This study is the first detailed assessment of the school-based online surveillance industry and reveals that student monitoring technology can be characterized as heavy-handed. Findings suggest that students who only have school-provided devices are more heavily surveilled and that historically marginalized students may be at a higher risk of being flagged due to algorithmic bias. The dearth of research on efficacy and the notable lack of transparency about how surveillance services work indicate that increased oversight by policy makers of this industry may be warranted. Dissemination of our findings can improve parent, educator, student, and researcher awareness of school-based online monitoring services.

Indexed as

InternetSchoolsSocial MediaStudentsAdolescentHumansadolescentsmental healthmonitoringprivacyschoolssecondary schoolssurveillanceyouth

Identifiers

PMID40627544
PMCPMC12262101

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.