Collect every meaningful event: selected options, sequence of clicks, revisits, time between attempts, and skipped explanations. Aggregate them into narratives that explain why performance improved or stalled. Event streams make invisible thinking visible, empowering coaches and algorithms to address misconceptions with precision rather than guessing or assigning more of the same.
Completion tells you who arrived, not who learned. Track depth through branching complexity conquered, distractor resistance, justification quality, and ability to succeed in novel variations. These metrics reflect transferable judgment, which hiring managers value far more than hours spent, certificates earned, or page views that never translate into confident action.
Design distractors that represent common real-world shortcuts, cultural habits, or misapplied rules. When analytics reveal frequent attraction to a specific distractor, craft a targeted micro-practice that challenges that belief with data, consequences, and better alternatives, respecting learner dignity while enabling safe, corrective experimentation before high-stakes moments actually arrive.
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