AI-Powered Video Generation: a Scoring Rubric for L&D
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Dr Philippa Hardman
AI video tools promise to transform L&D by making content creation faster and cheaper. But most are optimised for production, not learning outcomes.
A platform with photorealistic avatars and 10-minute render times can still produce videos where learners watch passively, forget content within days, and leave no measurable trace of what they learned.
The research is clear -- learning sticks when videos include:
- Segmentation (breaking content into digestible chunks)
- Retrieval practice (quizzes that force active recall)
- Spaced review (revisiting key ideas days and weeks later)
- Measurement (tracking what learners actually remember)
- Learner control (letting people pause, rewind, choose pace)
Most platforms score poorly on these. This rubric shows you exactly where—and how to compensate.
Invest 15 minutes evaluating your platform & optimise 100% of your video content for impact.
Phil 👋
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