Putting the Count Back Into Accountability: An Audit of Social Media Transparency Disclosures, Focusing on Sexual Exploitation of Minors
<|reference_start|>Putting the Count Back Into Accountability: An Audit of Social Media Transparency Disclosures, Focusing on Sexual Exploitation of Minors: This paper explores a lightweight, quantitative audit methodology for transparency disclosures called scrappy audits. It amounts to little more than treating redundant and repeated disclosures as opportunities for validating quantities. The paper applies two concrete audits to social media disclosures about content moderation. The first compares legally mandated reports about the sexual exploitation of minors as disclosed by social media and the national clearinghouse receiving them. The second compares historical quantities included in platforms' CSV files across two subsequent disclosures of the data. Despite their simplicity, these scrappy audits are nonetheless effective. Out of 16 surveyed social media platforms, 11 make transparency disclosures about content moderation and 8 meet the prerequisites of one audit. Yet only 4~platforms pass their audits. The paper continues probing the limits of transparency data by presenting a data-driven overview of the online sexual exploitation of minors. Accordingly, the analysis is particularly careful to identify threats to validity as well as potentially helpful, but unavailable statistics. Likewise, it identifies major shortcomings of widely used technologies for the automated detection of images and videos depicting sexual abuse of minors. Overall, the data shows an alarming growth in such material over the last decade. However, there also are strong indicators that current statistics, which treat all such material the same, are large and unhelpful overcounts. Notably, many technical violations of the law, e.g., teenagers sexting, are not necessarily grounded in actual harm to minors but still reported as such.<|reference_end|>
@article{grimm2024putting,
    title={Putting the Count Back Into Accountability: An Audit of Social Media
  Transparency Disclosures, Focusing on Sexual Exploitation of Minors},
    author={Robert Grimm},
    journal={arXiv preprint arXiv:2402.14625},
    year={2024},
    archivePrefix={arXiv},
    eprint={2402.14625},
    primaryClass={cs.CY cs.HC cs.SI}
}