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Continuing applied work

Applied AI Literacy Research Reports

The research section turns the site into a continuing body of applied work. Each report should answer a practical parent, educator, or library question with a clear method, sample size, limitations, charts, downloadable summary, and dated source list.

Evidence standard: This page organizes public-benefit work and verification artifacts. It does not state or imply that any immigration category has been approved or guaranteed. Independent records, dated source files, and third-party confirmation are stronger than self-published claims.

Report roadmap

First reports to publish

Parent AI Safety Readiness Report

Parent-only survey of concerns, confidence, age bands, tool exposure, and desired safety support.

AI Literacy Activities by Age Band

Compare activities for ages 7–9, 10–12, and 13–14 using completion, clarity, and safety measures.

Safe AI Tool Comparison for Families

Monthly review of official age rules, controls, data-use settings, educational purpose, and limitations.

What Parents Ask Before Letting Children Use AI

Aggregate parent questions from forms, classes, and workshops without publishing names, emails, or free-text identifiers.

Report standard

  • State methodology, sample size, collection dates, source, and limitations.
  • Publish charts with underlying aggregated CSV or PDF summary when privacy-safe.
  • Cite primary sources directly and update time-sensitive claims every 90 days.
  • Never publish child PII or raw free-text survey answers.