Research and pedagogy.
Informed by cognitive science and evidence-based teaching.
Research principles
Eight principles govern all seven products.
| Principle | What it means for EdDots | Products |
|---|---|---|
| Explicit instruction | Clear explanation, modelling, worked examples, guided practice. | |
| Cognitive load management | Manageable units, clear focus. | |
| Knowledge organisation | How concepts relate, within and across subjects. | |
| Learner-appropriate guidance | More support for novices, more independence later. | All seven |
| Practice and retention | Retrieval, spaced practice and feedback. | |
| Active conceptual exploration | Purposeful interaction and prediction. | |
| Assessment and feedback | Evidence that shows what to teach next. | |
| Responsible educational AI | Transparent, reviewable, private, with human oversight. |
What the research shows, and how we use it
EdDots is research-informed design: the sources below support our design principles, and the commitments further down name what we will evaluate in EdDots itself.
The Learning Map is a map of concepts and their connections.
It shows only meaningful relationships, each with its reason, to keep the load low.
Responsible AI
Our AI follows the Australian Framework for Generative AI in Schools and UNESCO’s guidance: transparent, age-appropriate, reviewable, private and under human oversight.
What we commit to evaluate
Each product, and the question its evaluation will answer.
- EdDots Notebook. Does it build understanding of each concept?
- EdDots Learning Map. Do its connections help learners transfer what they know?
- EdDots Study Builder. Does it scope a lesson well and fit the time available?
- EdDots Problem Solver. Does it build understanding as well as completed answers?
- EdDots Concept Studio. Can learners explain and apply what they explored?
- EdDots Class Studio. Does it meet educators’ professional standards?
- EdDots Home Education. Does it make planning clearer and records more useful?
Sources
- Australian Education Research Organisation (AERO). Organise knowledge
- Australian Education Research Organisation (AERO). Teach explicitly
- NSW Department of Education, Centre for Education Statistics and Evaluation (CESE). Cognitive load theory in practice
- MIT Open Learning. Research-based learning findings
- US Institute of Education Sciences, What Works Clearinghouse. Organizing instruction and study to improve student learning
- National Academies of Sciences, Engineering, and Medicine. How people learn II: learners, contexts, and cultures
- Australian Government Department of Education. Australian Framework for Generative Artificial Intelligence (AI) in Schools
- UNESCO. Guidance for generative AI in education and research