{ "source": "platform": "Coursera", "course": "Machine Learning Specialization", "funnel_steps": ["Enroll", "Add Payment", "First Lesson", "First Quiz", "Project 1"], "dropoff_rate_pct": { "Enroll": 4, "Add Payment": 11, "First Lesson": 7, "First Quiz": 19, "Project 1": 14 } }, "requests": [ { "field_name": "primary_friction_step" }, { "field_name": "copy_fix" }, { "field_name": "expected_completion_lift_pct", "field_type": "numeric" } ] }

{ "enrichments": [ { "field_name": "primary_friction_step", "value": "First Quiz", "confidence": 0.91, "method": "assessment", "reasoning": "Highest observed drop suggests clarity/efficacy concerns at the first assessment." }, { "field_name": "copy_fix", "value": "Warm-up quiz — unlimited tries, instant hints; your score improves as you learn.", "confidence": 0.78, "method": "reasoning", "reasoning": "Safety and progress framing reduce anxiety and abandonment." }, { "field_name": "expected_completion_lift_pct", "value": 3.2, "confidence": 0.71, "method": "estimation", "reasoning": "Based on typical gains from reassurance and hinting at early assessments." } ] }

{ "source": {"platform": "Khan Academy", "student_id": "KA-88231", "recent_skills": { "linear_equations": "proficient", "quadratic_forms": "struggling", "factoring": "needs_practice" }, "time_available_min": 35 }, "requests": [  { "field_name": "mastery_level", "field_type": "categorical", "instructions": "Return one of: Beginner, Developing, Proficient, Advanced" }, { "field_name": "next_tasks" }, { "field_name": "encouragement_note" } ] 

{ "enrichments": [ { "field_name": "mastery_level", "value": "Developing", "confidence": 0.86, "method": "classification", "reasoning": "Mixed proficiency with clear gaps in quadratics and factoring." }, { "field_name": "next_tasks", "value": ["Quadratic forms: guided practice (12 min)", "Factoring warm-up (10 min)", "Quick win: linear equation challenge (8 min)"], "confidence": 0.82, "method": "reasoning", "reasoning": "Start with help where struggling, end with a confidence boost within time budget." }, { "field_name": "encouragement_note", "value": "You’re close — two short reps unlock the harder problems.", "confidence": 0.74, "method": "assessment", "reasoning": "Positive framing improves follow-through in short sessions." } ] }

{ "source": { "app": "Duolingo", "language": "Spanish", "current_streak_days": 18, "last_session_hours": 36, "lesson_length_pref_min": 5 }, "requests": [{ "field_name": "lapse_risk", "field_type": "categorical", "instructions": "Return one of: Low, Medium, High" }, { "field_name": "nudge_copy" }, { "field_name": "micro_challenge" } ] }

{ "enrichments": [{ "field_name": "lapse_risk", "value": "High", "confidence": 0.88, "method": "classification", "reasoning": "Long gap vs 5-min habit and moderate streak indicates imminent drop." }, { "field_name": "nudge_copy", "value": "Keep your 18-day streak — one 3-minute review locks it in.", "confidence": 0.8, "method": "reasoning", "reasoning": "Time-boxed ask fits their preference and reduces avoidance." }, { "field_name": "micro_challenge", "value": "3 verbs, 3 sentences: preterite vs imperfect", "confidence": 0.76, "method": "assessment", "reasoning": "Tiny, specific task increases immediate completion odds." } ] }