AI & Personalization
AI-Powered Support
Personalized Tasks
Mobile Advocacy
Decision Intelligence
Personalization GEM
Systems That Scale
Enabling Authoring
Formative AI
Navigation Update
Systems Design GEM
Designing Community
Content Architecture
About Me
Guiding Empowerment Model (GEM)
What if we designed for the way people really connect, grow, and learn?

The Guiding Empowerment Model (GEM) is a strategy framework I developed to support learner-centered design at scale. It translates cognitive science, trauma-informed care, and motivational theory into grounded multiple large-scale initiatives, from AI-powered coaching to modular program design.

What's inside?

  • 31 design factors grouped into six domains

  • Direct mapping to personalization, systems, and community design strategies

  • A scaffold for scaling intention, not just content

Read the Peer-Reviewed Publication

This full text article was published in the Institute of Electrical and Electronic Engineering (IEEE) Frontiers in Education (FIE) Conference 2024 proceedings.

Cite: H. Beaux, P. Karimi, O. Pop and R. Clark, "Guiding Empowerment Model: Liberating Neurodiversity in Online Higher Education," in 2024 IEEE Frontiers in Education Conference (FIE), Washington, DC, USA, 2024, pp. 1-9, doi: 10.1109/FIE61694.2024.10893125.

Or browse the FUN Version!

This silly slide deck explains the model and 31 factors through memes! Content warning: language.

Explore the initiatives that GEM has supported:

AI & Personalization

Systems That Scale

Designing Community

Copyright © 2025 Hannah Beaux
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