{
  "id": "workflow:adaptive-learning-model-review",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-edtech.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Adaptive Learning Model Review",
    "workflowKind": "governance",
    "triggerType": "scheduled",
    "typicalCadence": "monthly",
    "complexity": "cross-team",
    "description": "Reviews adaptive learning algorithm performance and fairness --\nevaluating knowledge-tracing model accuracy against student assessment\noutcomes, analyzing content recommendation diversity to prevent filter\nbubbles, auditing learning path personalization for demographic bias,\nvalidating spaced-repetition scheduling parameters against retention\ncurve data, and reviewing A/B test results for pedagogical intervention\neffectiveness. Produces model performance reports, bias audit findings,\nand algorithm tuning recommendations. Excludes curriculum content\nauthoring.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "role:product-designer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "skill-area:eval-driven-development",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "domain:edtech",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "domain:machine-learning",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "responsibility:ai-safety-guardrails",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "org-unit:ml-platform-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "org-unit:product-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}