Investigating the Digital Afterlife of Printed Documents

Role: Principal Investigator

Timeline: 2020-2024

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This study sought to uncover how and why more than half a million printed school yearbooks ended up online without the consent of the individuals who originally produced these books or agreed to be featured in them. Drawing on legal cases, corporate documents, platform histories, and interviews with librarians, archivists, and industry actors, this study specifically explored how yearbooks became detached from their original social contexts and repurposed within infrastructures oriented toward searchability, surveillance, and monetization. 

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Key Questions

 

• How did school yearbooks—once bounded, locally circulated objects—become large-scale digital datasets?

• What legal, economic, and infrastructural conditions enabled the mass digitization of yearbooks without meaningful consent from their subjects?

• How did early social networking platforms, genealogical companies, and people-search firms converge around yearbooks as a valuable form of content?

• What role did obscured labor systems, including prison labor, play in the construction of yearbook databases?

• What does the circulation of yearbooks as data reveal about the broader transformation of cultural artifacts into content within the digital economy?

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Methodology

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This study relied on a mixed qualitative research approach, combining historical analysis, investigative research, document analysis, and interviews. The study traced the movement of yearbooks across institutions and industries, beginning with private collectors and early social networking platforms and extending to contemporary genealogy, surveillance, and data-brokerage companies. Sources included court filings and judicial opinions, corporate press releases, archival contracts and performance reports, correspondence with librarians and historical societies, interviews with collectors and platform founders, and media investigations into digitization labor practices. Together, these materials were used to reconstruct the otherwise opaque pathways through which school yearbooks have been collected, digitized, aggregated, and monetized.

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Study Design

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• Historical reconstruction: The study reconstructs the institutional and commercial history of yearbook collection and digitization from the 1970s to the early 2020s.

• Platform analysis: Case studies of Classmates.com, Ancestry.com, and PeopleConnect examine how yearbooks were integrated into social networking, genealogy, and people-search infrastructures.

• Qualitative interviews: Qualitative interviews with representatives from public libraries and historical societies that used the Yearbook Project, a prison-labor initiative operated by Oklahoma Correctional Industries from 2010 to 2022, were carried out alongside select interviews with industry leaders connected to the collection and monetization of school yearbooks. 

• Legal analysis: Class action lawsuits concerning the unauthorized use of yearbook images were analyzed to understand how courts have interpreted ownership, consent, and harm.

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Sampling

 

Empirical evidence was drawn from multiple institutional and industry contexts, including social networking platforms, genealogical databases, people-search services, libraries, historical societies, and prison labor programs. Sampling was necessarily opportunistic, shaped by the availability of public records, responsive interviewees, and accessible archival materials. While corporate actors largely declined to participate, triangulation across legal documents, performance reports, interviews, and media investigations enabled a robust reconstruction of the yearbook digitization ecosystem and its economic and ethical dimensions.

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Key Insights

 

• Yearbooks exemplify content reclassification: Materials created for limited, communal circulation are often redefined as scalable and monetizable content online.

• Circulation overrides consent: The legal and economic frameworks governing digitized yearbooks prioritize circulation and reuse over individual permission or contextual integrity; this continues to result in complicated copyright and personal injury cases.

• Content infrastructures depend on obscured labor: Prison labor played a central role in building yearbook databases, but yearbooks are not the only types of documents that have been digitized under these conditions, revealing a content economy that relies on hidden and undervalued work.

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Impact

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By tracing the afterlife of yearbooks, the study provides scholars, policymakers, archivists, and the public with a concrete case study of what happens when printed materials are digitized. The study contributes to frameworks for understanding data ethics by demonstrating how even seemingly innocuous cultural objects become enduring instruments of classification and judgment in the digital era. This study was the basis for School Yearbook (University of Chicago Press, 2025) and related publications. ​​​​​​​​​​​​