{
  "id": "workflow:content-distribution-optimization",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-media-pub.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Content Distribution Optimization",
    "workflowKind": "operational",
    "triggerType": "scheduled",
    "typicalCadence": "weekly",
    "complexity": "cross-team",
    "description": "Optimizes content distribution across channels -- analyzing audience\nengagement patterns by platform, time-of-day, and content format, A/B\ntesting headline and thumbnail variants, managing syndication partner\nfeeds and paywall metering rules, optimizing SEO metadata and structured\ndata markup, coordinating push notification and email newsletter send\nschedules, and modeling subscription conversion funnels from content\ntouchpoints. Produces distribution performance dashboards, channel\nattribution reports, and audience growth forecasts. Excludes content\ncreation.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:content-distribution-optimization",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "role:planner",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "skill-area:retrieval-augmented-generation",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "domain:media-publishing",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "domain:digital-marketing",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "responsibility:slo-definition",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "org-unit:growth-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:content-distribution-optimization",
      "to": "org-unit:analytics-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "stack-profile:video-streaming-platform",
      "to": "workflow:content-distribution-optimization",
      "kind": "follows_workflow"
    }
  ]
}