{
  "id": "specialization:operations",
  "_kind": "Specialization",
  "_file": "domain/specializations/specializations-library-match.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Operations",
    "description": "Business operations management covering process optimization, resource planning,\nand operational excellence frameworks. Includes supply chain coordination,\nworkforce management, and operational KPI tracking.\n"
  },
  "outgoingEdges": [
    {
      "from": "specialization:operations",
      "to": "domain:operations",
      "kind": "specializes"
    }
  ],
  "incomingEdges": [
    {
      "from": "domain:operations",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:trading-operations",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:live-events-production",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:claims-processing",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:property-management",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:facility-management",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:fleet-management-ops",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:public-safety",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:emergency-management",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:social-welfare",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:immigration-services",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:public-transportation",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:grocery-tech",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:pet-care",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:childcare-tech",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:field-services",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:nonprofit",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:real-estate",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:retail",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:hospitality",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "domain:transportation",
      "to": "specialization:operations",
      "kind": "contains"
    },
    {
      "from": "skill-area:business-analysis",
      "to": "specialization:operations",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:change-management",
      "to": "specialization:operations",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "lib-agent:operations--a3-coach",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-agent:operations--benchmarking-coordinator",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-agent:operations--capacity-planning-analyst",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-agent:operations--critical-chain-project-manager",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-agent:operations--demand-planning-analyst",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-agent:operations--flow-improvement-specialist",
      "to": "specialization:operations",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
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      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
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      "attributes": {
        "weight": 0.9
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      "attributes": {
        "weight": 0.9
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    },
    {
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      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-agent:operations--measurement-systems-analyst",
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      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
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      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
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    },
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        "weight": 0.9
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        "weight": 0.9
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      "attributes": {
        "weight": 0.9
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      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
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    },
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        "weight": 0.9
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      "attributes": {
        "weight": 0.9
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        "weight": 0.9
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    },
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        "weight": 0.9
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}