Fairness in Child Safety AI: Why Demographic Parity Audits Are Not Optional

This article argues that fairness evaluation, specifically demographic parity, is a critical and non-negotiable deployment constraint for AI systems in child safety. Disproportionate flagging harms users, creates legal risks, and undermines trust, while also missing threats in underrepresented groups due to biased datasets.