Let learners download their own profiles, annotate what context teachers should know, and wipe data entirely when they transfer schools.

Create regional data trusts where elected student and parent stewards can veto any analytics experiment that lacks a clear benefit statement.

Set up analog escape hatches where counselors can opt to log sensitive disclosures offline so trauma never becomes a column in a spreadsheet.

Teacher unions should negotiate algorithm-free time blocks each day when educators rely solely on observation so professional judgment stays sharp.

Publish “dataset diaries” that explain what signals were collected this week, why they mattered, and how long they will live before automatic deletion.