{
  "id": "workflow:crop-yield-forecasting",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-agriculture.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Crop Yield Forecasting",
    "workflowKind": "operational",
    "triggerType": "scheduled",
    "typicalCadence": "weekly",
    "complexity": "cross-team",
    "description": "Generates crop yield forecasts across growing regions -- ingesting\nhistorical yield records, current-season remote-sensing vegetation\nindices, soil-quality survey data, and weather-model outputs, running\nensemble machine-learning models calibrated per crop variety and region,\nquantifying forecast uncertainty through Monte Carlo simulation, and\nfeeding production estimates into supply-chain and commodity-trading\nplanning systems. Produces yield forecast reports with confidence\nintervals, model performance dashboards, and early-warning alerts for\nbelow-trend projections. Excludes planting and harvesting operations.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "role:planner",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "domain:agriculture",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "domain:data-science",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "responsibility:capacity-planning",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "org-unit:data-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:crop-yield-forecasting",
      "to": "org-unit:analytics-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}