O'Daffer Alison, Liu Wendy, Bloss Cinnamon S
Center 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.
Joint Doctoral Program of Clinical Psychology, San Diego State University/University of California San Diego, San Diego, CA, United States.
J Med Internet Res. 2025 Jul 8;27:e71998. doi: 10.2196/71998.
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.
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.
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.
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.
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.
在过去十年中,中学和高中管理人员广泛采用了基于学校的学生在线监控。对于提供这些服务的科技公司,以及该技术对学生的利弊,人们知之甚少。了解在线监控公司监控和收集了学生的哪些信息、他们如何进行监控,以及它们是否以及如何促进适当的干预,这填补了家长、青少年、研究人员和政策制定者的关键信息空白。
本研究的两个目标是:(1)全面识别目前运营的基于学校的在线监控公司;(2)整理和分析公司描述的监控服务、监控流程和提供的功能。
我们系统地搜索了GovSpend和EdSurge的教育技术(EdTech)指数,以识别提供社交媒体监控、学生通信监控或在线监控的基于学校的在线监控公司。我们从公司网站提取了公开可用的信息,并对识别出的网站进行了系统的内容分析。两名编码员独立评估了所有公司网站,并讨论了研究结果,以就网站数据标注达成100%的共识。
我们的系统搜索识别出14家基于学校的在线监控公司。内容分析显示,这些公司中的大多数便利学校管理人员获取学生的数字行为信息,远远超出了在学校上课时间和学校提供的设备上进行的监控。具体而言,几乎所有公司都报告在学校对学生进行监控,但86%(12/14)的公司报告也在非学校时间进行全天候监控,7%(1/14)的公司报告在学校管理人员指定的校外地点进行监控。大多数在线监控公司报告使用人工智能对学生活动进行自动标记(10/14,71%),不到一半的公司(6/14,43%)报告有二级人工审核团队。此外,14%(2/14)的公司报告通过公司员工提供危机应对措施,包括自行决定联系执法部门。
本研究是对基于学校的在线监控行业的首次详细评估,揭示了学生监控技术可以说是手段强硬。研究结果表明,仅使用学校提供设备的学生受到的监控更严格,而且由于算法偏差,历史上被边缘化的学生可能有更高的被标记风险。关于功效的研究匮乏,以及监控服务运作方式明显缺乏透明度,这表明政策制定者可能有必要加强对该行业的监督。传播我们的研究结果可以提高家长、教育工作者、学生和研究人员对基于学校在线监控服务的认识。