{
  "id": "workflow:student-engagement-analytics",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-edtech.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Student Engagement Analytics",
    "workflowKind": "operational",
    "triggerType": "scheduled",
    "typicalCadence": "weekly",
    "complexity": "cross-team",
    "description": "Analyzes student engagement signals to identify at-risk learners --\ncomputing engagement scores from login frequency, content interaction\ndepth, assignment completion velocity, discussion forum participation,\nand video watch-through rates, applying early-warning models to predict\ndropout risk, segmenting cohorts by engagement patterns for targeted\ninterventions, and correlating engagement metrics with learning outcome\nassessments. Produces engagement dashboards, at-risk student alerts, and\nintervention effectiveness reports. Excludes individual student\ncounseling.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:student-engagement-analytics",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "role:planner",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "role:product-designer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "domain:edtech",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "domain:business-intelligence",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "responsibility:slo-definition",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "org-unit:analytics-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:student-engagement-analytics",
      "to": "org-unit:product-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}