{
  "id": "specialization:supply-chain-optimization",
  "_kind": "Specialization",
  "_file": "domain/specializations/specializations-business.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Supply Chain Optimization",
    "parentDomainId": "domain:supply-chain",
    "description": "Quantitative and systems-level approaches to reducing cost and improving\nresilience across supply chain networks. Covers demand forecasting, inventory\noptimization (EOQ, safety-stock models), network design, S&OP processes, and\nsupplier risk management. Integrates digital-twin simulation, ML-driven demand\nsensing, and real-time visibility platforms to enable adaptive supply chain\nresponses to disruptions and demand volatility.\n"
  },
  "outgoingEdges": [
    {
      "from": "specialization:supply-chain-optimization",
      "to": "domain:supply-chain",
      "kind": "specializes"
    }
  ],
  "incomingEdges": [
    {
      "from": "domain:procurement",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "domain:e-commerce",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "domain:fashion-apparel",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "domain:food-beverage",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "domain:supply-chain",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "domain:agriculture",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "domain:retail",
      "to": "specialization:supply-chain-optimization",
      "kind": "contains"
    },
    {
      "from": "skill-area:procurement-management",
      "to": "specialization:supply-chain-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "lib-agent:supply-chain--business-continuity-planner",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--capacity-planner",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--category-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--contract-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--cost-to-serve-analyst",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--ddmrp-practitioner",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--demand-planner",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--disruption-response-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--inventory-optimizer-agent",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--logistics-optimization-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--master-data-steward",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--procurement-analyst",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--sop-coordinator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--strategic-sourcing-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supplier-development-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supplier-onboarding-coordinator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supplier-performance-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supplier-relationship-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supplier-risk-analyst",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supply-chain-analyst",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supply-chain-digitalization-lead",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supply-chain-network-designer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--supply-chain-risk-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--sustainability-procurement-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--capacity-planning",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--category-management",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--continuity-planning",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--contract-management",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--cost-to-serve",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--ddmrp-implementation",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--demand-forecasting",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--disruption-response",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--forecast-accuracy",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--inventory-optimization",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--kpi-dashboard",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--network-design",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--qbr-facilitation",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--rfx-management",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--risk-assessment",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--risk-monitoring",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--safety-stock-optimization",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--sop-planning",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--spend-analysis",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--strategic-sourcing",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--supplier-development",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--supplier-evaluation",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--supplier-onboarding",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--supplier-scorecard",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:supply-chain--sustainable-procurement",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--capacity-constraint-analyzer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--category-strategy-builder",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--contingency-plan-builder",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--contract-analyzer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--cost-to-serve-analyzer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--ddmrp-buffer-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--demand-forecasting-engine",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--demand-sensing-integrator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--disruption-response-coordinator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--early-warning-monitor",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--forecast-accuracy-analyzer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--inventory-optimizer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--master-data-quality-manager",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--network-optimization-modeler",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--procurement-automation-orchestrator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--qbr-preparation-assistant",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--rfx-document-generator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--safety-stock-calculator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--scor-kpi-dashboard-builder",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--sop-scenario-modeler",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--spend-analytics-engine",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--strategic-sourcing-analyzer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supplier-development-planner",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supplier-onboarding-orchestrator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supplier-scorecard-engine",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supply-chain-digital-twin",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supply-chain-risk-assessor",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supply-chain-simulation-engine",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--supply-chain-visibility-integrator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--sustainable-procurement-assessor",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--tco-calculator",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:supply-chain--vendor-risk-scorer",
      "to": "specialization:supply-chain-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ]
}