K-12 Education

Detect burnout in students and help them reconnect with learning through targeted interventions.

Journey (student-first flow)

json
Short check-ins (journal prompts, exit tickets, SEL pulses)
    → Burnout scoring (motivation, detachment, perceived efficacy)
    → Blocker extraction (overload, belonging gaps, safety flags)
    → Classroom adjustments (workload trims, pacing, pairing)
    → Guardian/teacher brief (opt-in)
    → Light follow-up pulse (1–2 per week)

Signals we watch

  • Motivation slide: “why bother” tone, dropping curiosity.
  • Overload: homework pile-up, test density, time scarcity.
  • Belonging: social isolation, classroom friction.
  • Safety: self-harm, bullying, harm to others → route per your policy.

Interventions we return

  • Workload trims: reduce simultaneous deadlines; stagger tests.
  • Pacing changes: more scaffolding reps before assessment.
  • Pairing: peer buddy or small-group rotations to rebuild engagement.
  • Adult follow-up: concise brief for counselor/teacher with trend.

Inputs that work best

  • 30–80 words from prompts like: “What felt hard today?” “Where did you get stuck?”
  • Avoid student names unless consented; we can operate on anonymous IDs.

Example request

json
curl -X POST https://api.stageonego.com/v1/detect \
  -H "Authorization: Bearer $STAGEONEGO_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Too many quizzes this week. I stopped trying on the last one."
  }'

Example response (trimmed)

json
{
  "data": {
    "burnout_intensity": {
      "score": 0.44,
      "risk_level": "yellow",
      "trend": "rising"
    },
    "symptoms": ["motivation_dip", "academic_fatigue"],
    "incoming_blockers": ["assessment_overload", "time_pressure"]
  },
  "meta": {
    "request_id": "req_k12_123",
    "timestamp": "2024-01-15T10:35:00Z"
  }
}

Guardrails

  • Decision support only; keep counselor/teacher in the loop.
  • Redact identifiers by default; guardian notifications are opt-in.
  • Keep prompts neutral; avoid leading language that suggests an answer.

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