Data, Personalization, and Responsible Analytics
Move beyond completion rates to measure time on decision screens, retries before success, and improvement across spaced attempts. These signals reveal where learners struggle, which scenarios teach best, and which prompts require clearer context or scaffolding for understanding.
Data, Personalization, and Responsible Analytics
Use diagnostic activities to route learners to just-right challenges. Offer optional detours for enrichment or remediation. Keep navigation light and progress transparent so personalization feels empowering, not confusing, while preserving momentum in every interactive course journey.