{
  "id": "lib-process:operations--demand-forecasting",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "demand-forecasting",
    "description": "Demand Forecasting and Analysis process for generating accurate demand predictions.\n             Combines statistical methods, market intelligence, and collaborative inputs to\n             produce actionable demand forecasts across multiple time horizons.",
    "libraryPath": "library/specializations/domains/business/operations/demand-forecasting.js",
    "specialization": "operations",
    "example": "// Input\n{\n  organizationContext: { industry: \"retail\", businessModel: \"omni-channel\", demandPatterns: [\"seasonal\", \"promotional\", \"trend\"] },\n  historicalData: { salesHistory: [...], promotionHistory: [...], eventHistory: [...] },\n  marketData: { economicIndicators: {...}, competitorActivity: {...}, marketTrends: {...} },\n  forecastScope: { products: [\"Category-A\", \"Category-B\"], timeHorizons: [\"weekly\", \"monthly\", \"quarterly\"], granularity: \"SKU\" },\n  forecastingPolicy: { methods: [\"exponential-smoothing\", \"regression\", \"ML\"], accuracy: {...}, reviewCycles: [\"weekly\", \"monthly\"] }\n}",
    "usesAgents": [
      "data-quality-analyst",
      "pattern-analyst",
      "causal-analyst",
      "statistical-forecaster",
      "ml-forecaster",
      "market-intelligence-integrator",
      "promotional-modeler",
      "new-product-forecaster",
      "forecast-reconciler",
      "confidence-analyst",
      "accuracy-analyst",
      "insights-generator"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "skill-area:organizational-design",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "skill-area:stakeholder-management",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "domain:operations",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "role:operations-analyst",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "role:procurement-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "workflow:vendor-onboarding",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "workflow:vendor-evaluation",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:operations--demand-forecasting",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}