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Research approach

AIO3 separates hypotheses from verified findings. An attractive course idea is not evidence of demand, learning effectiveness, or economic feasibility.

Workstreams

  • Learner and parent needs
  • Competitor and alternative-program analysis
  • Curriculum effectiveness and readiness
  • Instructor, infrastructure and safeguarding requirements
  • Pricing, unit economics and operational feasibility
  • Pilot design, evaluation and iteration

Evidence log convention

Research pages should distinguish source, date, geography, target segment, method, limitations, and whether a claim is a hypothesis, observation or validated conclusion.

Current status

The documentation is an initial framework. Specific claims and results will be added with traceable references as research progresses.