specialization:algorithms-optimization

{
  "id": "specialization:algorithms-optimization",
  "_kind": "Specialization",
  "_file": "domain/specializations/specializations.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Algorithms & Optimization",
    "parentDomainId": "domain:software-engineering",
    "description": "Algorithm design, complexity analysis, and optimization techniques.\nTechnical specialization sourced from\nlibrary/specializations/algorithms-optimization/.\n"
  },
  "outgoingEdges": [
    {
      "from": "specialization:algorithms-optimization",
      "to": "domain:software-engineering",
      "kind": "specializes"
    }
  ],
  "incomingEdges": [
    {
      "from": "role:data-scientist",
      "to": "specialization:algorithms-optimization",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:research-scientist",
      "to": "specialization:algorithms-optimization",
      "kind": "requires_skill",
      "attributes": {
        "level": "expert"
      }
    },
    {
      "from": "skill-area:dynamic-programming",
      "to": "specialization:algorithms-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:graph-algorithms",
      "to": "specialization:algorithms-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:string-matching",
      "to": "specialization:algorithms-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:computational-geometry",
      "to": "specialization:algorithms-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:np-hard-heuristics",
      "to": "specialization:algorithms-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    }
  ]
}