{
  "id": "workflow:learning-outcomes-assessment",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-education.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Learning Outcomes Assessment",
    "workflowKind": "governance",
    "triggerType": "scheduled",
    "typicalCadence": "quarterly",
    "complexity": "cross-team",
    "description": "Evaluates the effectiveness of educational programs against defined\nlearning objectives -- aggregating assessment scores, completion rates,\nand time-to-competency metrics across cohorts, running statistical\nanalyses to identify skill-gap patterns, correlating training completion\nwith on-the-job performance indicators, and benchmarking against\nindustry certification pass rates. Produces learning effectiveness\ndashboards, cohort comparison reports, and curriculum adjustment\nrecommendations. Excludes individual learner evaluation.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "role:planner",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "role:product-designer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "domain:education",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "domain:data-science",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "responsibility:slo-definition",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "org-unit:analytics-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:learning-outcomes-assessment",
      "to": "org-unit:product-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}