{
  "id": "skill-area:capacity-planning-ops",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-operations.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Capacity Planning",
    "description": "Forecasting infrastructure resource needs and ensuring systems can handle\nprojected load - demand modeling, headroom analysis, cost-performance tradeoffs,\nand scaling trigger design. Prevents both over-provisioning waste and under-\nprovisioning outages by linking traffic growth, release cadence, and cloud\nresource procurement across DevOps and cloud infrastructure.\n",
    "domains": [
      "domain:devops",
      "domain:cloud-infra"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:capacity-planning-ops",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:capacity-planning-ops",
      "to": "domain:cloud-infra",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:operations-automation",
      "to": "skill-area:capacity-planning-ops",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-part:load-balancer",
      "to": "skill-area:capacity-planning-ops",
      "kind": "stack_part_used_by",
      "attributes": {}
    },
    {
      "from": "stack-profile:disaster-recovery",
      "to": "skill-area:capacity-planning-ops",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:devops-sre-platform--dr-specialist",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:devops-sre-platform--finops-expert",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:operations--capacity-planning-analyst",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:operations--critical-chain-project-manager",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:operations--flow-improvement-specialist",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:operations--master-scheduler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:operations--production-flow-manager",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:operations--sop-coordinator",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-agent:operations--toc-practitioner",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:project-management--resource-manager",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:supply-chain--capacity-planner",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:supply-chain--ddmrp-practitioner",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:supply-chain--sop-coordinator",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:healthcare--operations-excellence-director",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:devops-sre-platform--auto-scaling",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:devops-sre-platform--aws-systems-cost-reduction",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:devops-sre-platform--azure-systems-cost-reduction",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:devops-sre-platform--cloud-ha-architecture-plan",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:devops-sre-platform--cost-optimization",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:devops-sre-platform--disaster-recovery-plan",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:devops-sre-platform--gcp-systems-cost-reduction",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:devops-sre-platform--cloud-cost-analysis",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--capacity-planner",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--changeover-optimizer",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:operations--constraint-identifier",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--critical-chain-scheduler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--cycle-time-analyzer",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:operations--dbr-scheduler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--kanban-system-designer",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:operations--maintenance-scheduler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--production-scheduler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--resource-scheduler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:operations--sop-facilitator",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:operations--throughput-accountant",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:project-management--kanban-analyzer",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:project-management--resource-leveling",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:project-management--sprint-planning-calculator",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:supply-chain--capacity-constraint-analyzer",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:supply-chain--ddmrp-buffer-manager",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:supply-chain--sop-scenario-modeler",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:software-architecture--cloud-cost-estimator",
      "to": "skill-area:capacity-planning-ops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "role:capacity-planner",
      "to": "skill-area:capacity-planning-ops",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}