{
  "id": "lib-process:mathematics--experimental-design-planning",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "experimental-design-planning",
    "description": "Design rigorous statistical experiments with proper sample size calculations, randomization schemes,\nand power analysis. Ensures statistical validity before data collection begins.",
    "libraryPath": "library/specializations/domains/science/mathematics/experimental-design-planning.js",
    "specialization": "mathematics",
    "references": [
      "- Montgomery, Design and Analysis of Experiments\n- Cohen, Statistical Power Analysis for the Behavioral Sciences\n- Casella & Berger, Statistical Inference\n- Piantadosi, Clinical Trials: A Methodologic Perspective"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/mathematics/experimental-design-planning', {\n  researchQuestion: 'Does the new treatment reduce symptoms compared to placebo?',\n  studyType: 'randomized-controlled-trial',\n  variables: { treatment: 'independent', symptomScore: 'dependent', age: 'covariate' },\n  constraints: { maxSampleSize: 500, duration: '6 months', budget: '100000' },\n  desiredPower: 0.80\n});",
    "usesAgents": [
      "statistician"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "domain:mathematics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "specialization:computational-mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--experimental-design-planning",
      "to": "specialization:mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}