{
  "id": "lib-process:industrial-engineering--demand-forecasting",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "demand-forecasting",
    "description": "Demand Forecasting Model Development - Develop and implement demand forecasting models using statistical\nand machine learning methods to improve inventory planning and supply chain responsiveness.",
    "libraryPath": "library/specializations/domains/science/industrial-engineering/demand-forecasting.js",
    "specialization": "industrial-engineering",
    "references": [
      "- Hyndman & Athanasopoulos, Forecasting: Principles and Practice\n- Makridakis et al., Forecasting Methods and Applications\n- Armstrong, Principles of Forecasting"
    ],
    "example": "const result = await orchestrate('domains/science/industrial-engineering/demand-forecasting', {\n  productData: 'SKU-12345 sales history',\n  historicalPeriods: 24,\n  forecastHorizon: 12\n});",
    "usesAgents": [
      "data-engineer",
      "pattern-analyst",
      "model-selector",
      "model-fitter",
      "model-evaluator",
      "forecast-generator",
      "system-implementer",
      "process-designer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "skill-area:organizational-design",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "domain:industrial-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "role:operations-analyst",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "specialization:industrial-engineering",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "lib-agent:data-science-ml--data-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:industrial-engineering--demand-forecasting",
      "to": "lib-agent:data-science-ml--model-evaluator",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}