🧠 AI Ed Wiki

Faculty development — the processes, programs, and institutional supports that help educators develop the skills and confidence to teach effectively with AI. Faculty development spans individual training, curriculum redesign, and institutional policy change.

Faculty development in the AI era

  • Readiness frameworks: The EPIQ-AI framework identifies four readiness domains: epistemic, pedagogical, institutional, and quality-and-compliance. Faculty readiness is a sociotechnical alignment problem, not just an individual skills gap.
  • Adoption and confidence: Teacher AI adoption research identifies concerns, support, confidence, and attitudes as key predictors. Faculty Development programs must address all four.
  • Curriculum integration: Institutional change frameworks and assessment reform require faculty to redesign courses, not just add AI tools.
  • Training programs: AI upskilling frameworks and TPACK-based preservice training provide models for structured faculty AI education.
  • Governance and policy: Institutional AI policy analysis documents the gap between institutional ambitions and faculty support capacity.
  • Connections

    Faculty development connects to Teacher AI Competency (the outcome), Teacher Role (how AI changes instructional work), AI Literacy (faculty must model AI literacy for students), and Educational Policy AI (institutional policies that enable or constrain development).

    Connected Concepts

  • Teacher AI Competency
  • Teacher Role
  • AI Literacy
  • Educational Policy AI
  • Higher Ed
  • K 12
  • Instructional Design
  • Curriculum Design
  • Institutional Change Framework AI
  • Professional Training
  • Connected Articles

  • AI Acceptance Preservice Science Teachers 2026
  • Sangwa Epiq AI Faculty Readiness 2026
  • Teacher AI Adoption Confidence
  • Institutional Change Framework AI
  • GenAI Policies Higher Ed Computing
  • AI TPACK Preservice Math Teachers
  • Crewscaler AI Upskilling Framework
  • AI Assessment Scale Reform
  • Pchl He Framework GenAI Content Creation 2026
  • GenAI Pd AI Pck Learning Gain 2026
  • GenAI Higher Education Systematic Review 2026