iiRecord
Agentic AI Atlas · quantitative-methods
lib-skill:social-sciences--quantitative-methodsa5c.ai
II.
LibrarySkill JSON

lib-skill:social-sciences--quantitative-methods

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quantitative-methods json

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File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "id": "lib-skill:social-sciences--quantitative-methods",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "quantitative-methods",
    "description": "Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python",
    "libraryPath": "library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods/SKILL.md",
    "specialization": "social-sciences",
    "contentSummary": "# Quantitative Methods Skill\n\nDesign and execute rigorous statistical analyses for social science research using modern analytical tools.\n\n## Overview\n\nThe Quantitative Methods skill enables design and execution of statistical analyses including regression modeling, hypothesis testing, power a"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "domain:social-sciences",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "role:research-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:social-sciences--quantitative-methods",
      "to": "specialization:social-sciences",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}