For Researchers

AAB is a public evidence infrastructure that complements peer-reviewed publication by preserving structured, comparable implementation and pilot documentation across contexts.

Independent Non-profit Evidence-based
Researchers

The research problem

  • Rapid expansion of AI education pilots across classrooms, districts, libraries, and after-school settings.
  • Evidence is fragmented and hard to compare across sites.
  • Implementation details and “failures” are rarely preserved.
AAB fills the “implementation layer” gap—structured public memory that complements peer-reviewed publication.

What researchers gain

  • Structured, comparable case data across contexts
  • Cross-institutional visibility beyond one’s own site
  • Access to early-stage pilots (before publication)
  • Longitudinal evidence preservation
  • Research signal detection via recurring patterns
  • Documentation entries that can be cited

Core documentation infrastructure

Case Registry

  • Real-world implementations
  • Context, constraints, process, outcomes
  • Successes and failures

Pilot Registry

  • Early experimentation
  • Evaluation design and risk mitigation
  • Observed impact (documented, not marketed)

Emerging Consensus Layer

  • Identify recurring patterns (enabling conditions, safety practices, assessment signals)
  • Extract patterns — not certifications

Evidence Maturity Index (EMI)

EMI helps researchers interpret documentation rigor and filter by maturity—clarity, not certification.

  • Level 1: Exploratory framework
  • Level 2: Emerging consensus draft
  • Level 3: Validated provisional standard
  • Level 4: Mature normative standard
EMI supports meta-analysis readiness and shared vocabulary across disciplines.

IRB, data governance & privacy alignment

  • AAB does not replace institutional IRB review.
  • Entries can indicate IRB status, consent procedures, and governance alignment.
  • AAB documents metadata—not raw student data.
Transparency strengthens public trust.

How to contribute

Submit documented cases

  • From funded research projects
  • From classroom pilots
  • From collaborative field trials

Join working groups

  • Documentation standards refinement
  • Ethical reporting guidance
  • Safety signal tracking