Further Reading — Chapter 37: Children Under the Gaze

1. Zuboff, Shoshana. The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power. PublicAffairs, 2019.

While not exclusively about children, Zuboff's magisterial work provides the conceptual foundation for understanding how behavioral data extracted from digital activity is transformed into predictive products sold to advertisers. Chapter 37's concern with the monetization of children's digital attention — particularly the YouTube Kids case — is best understood within Zuboff's framework of behavioral surplus and the modification of behavior as the ultimate product of surveillance capitalism. Parts III and V, on the social consequences of surveillance capitalism, are most directly relevant to children's developmental stakes.

2. Radesky, Jenny, and Dimitri Christakis. "Keeping Children Safe Online." New England Journal of Medicine, 2016.

A concise clinical review of the evidence on children's digital media use and its developmental implications. Radesky and Christakis synthesize pediatric research on screen time, content quality, and developmental outcomes in ways that provide empirical grounding for the chapter's developmental argument. The authors are careful to distinguish the effects of different types of digital engagement — passive consumption vs. interactive creation — and to note the limitations of existing research. Essential for anyone who wants to engage with the developmental stakes argument at the level of clinical evidence.

3. Strauss, Valerie. "How Schools Are Increasingly Spying on Students." The Washington Post, ongoing series.

The Post's ongoing coverage of school surveillance, which includes reporting on GoGuardian, Gaggle, Proctorio, and other student monitoring systems, represents the most accessible primary journalism on the school surveillance landscape. Strauss has documented specific cases of students whose privacy was violated, districts that implemented monitoring without meaningful community input, and the inadequacy of existing legal frameworks. A useful complement to the chapter's analytical framework with specific, documented cases.

4. Electronic Frontier Foundation. "Spying on Students: School-Issued Devices and Student Privacy." EFF, 2015, updated regularly.

The EFF's research report on school device monitoring, periodically updated, provides the most comprehensive documentation of the school surveillance technology landscape from a civil liberties perspective. The report includes specific findings from investigations of GoGuardian, Gaggle, and other platforms, analysis of FERPA's application to vendor-held data, and recommendations for school districts and legislators. Freely available at eff.org; essential primary reading for anyone working in educational technology policy.

5. Federal Trade Commission. COPPA: Children's Online Privacy Protection Rule: A Six-Step Compliance Plan for Your Business. FTC, updated 2020.

The FTC's official compliance guide to COPPA provides essential grounding in what the law actually requires, as distinct from what it is often assumed to require. Reading the compliance guide alongside the YouTube Kids settlement and the academic analysis of COPPA's limitations reveals the gap between statutory intent and practical enforcement. Students interested in privacy law or children's rights should engage with the primary regulatory text before critiquing the legal framework.

6. Kerr, Orin. "Applying the Fourth Amendment to the Internet: A General Approach." Stanford Law Review, vol. 62, 2010.

Kerr's foundational article on Fourth Amendment application to digital contexts provides the legal theory behind why students' digital communications in school settings receive less constitutional protection than their physical communications. While technical in places, the core argument — that courts apply different standards to digital information depending on whether it has been "shared" with third parties (including service providers) — explains why school email accounts monitored by Google or Microsoft receive less protection than a student's paper diary. Essential for understanding the legal landscape of school surveillance.

7. Costanza-Chock, Sasha. Design Justice: Community-Led Practices to Build the Worlds We Need. MIT Press, 2020.

Costanza-Chock's framework for design justice — the argument that design processes should center the voices of those most affected by design decisions, particularly marginalized communities — provides the conceptual basis for the chapter's argument that school surveillance systems should be designed with student input. The book's chapters on surveillance and its case studies of community-led design processes are directly applicable to the school technology context. Costanza-Chock's intersectional analysis complements the racial surveillance concerns of Chapter 36.

8. Haimson, Oliver L., et al. "Disproportionate Removals and Differing Content Moderation Experiences for Conservative, Transgender, and Black Social Media Users." Proceedings of the ACM on Human-Computer Interaction, 2021.

This academic study documents how content moderation systems — including AI-powered monitoring — disproportionately flag and remove content produced by marginalized communities: transgender users, Black users, and political conservatives. The findings are directly relevant to the chapter's discussion of Gaggle and other AI-powered school monitoring systems, which rely on similar NLP and content classification approaches. The study provides empirical grounding for concerns about disparate impact in AI monitoring systems.

9. Pomerantz, Jeffrey, and John Palfrey. "Student Data in the Digital Age: A Primer for School Leaders." Harvard Education Press, 2021.

A practical guide for school administrators navigating student data privacy, written by researchers who have engaged extensively with the educational technology industry. Pomerantz and Palfrey take a measured approach — neither dismissing school technology nor uncritically endorsing it — and provide concrete frameworks for evaluating vendor data practices, conducting privacy impact assessments, and communicating with families about data collection. The most practically useful book on this list for current or future educators.

10. Common Sense Media. The Common Sense Census: Media Use by Tweens and Teens. Annual report.

Common Sense Media's annual census of children's media use provides the most comprehensive quantitative picture of how children actually interact with digital media — time spent, platforms used, content types preferred — updated annually. The census is essential empirical grounding for any claim about the scale and character of children's digital experience. Common Sense also publishes annual privacy ratings for children's apps and educational technology platforms, which are a useful first-screen for evaluating specific products.

Students who want to engage with primary legal materials should review the text of FERPA (20 U.S.C. § 1232g), COPPA (15 U.S.C. §§ 6501-6506), and the 2019 Google/YouTube COPPA settlement agreement, all of which are publicly available. Those interested in the intersection of school surveillance and race should supplement this list with the research cited in Chapter 36's further reading.