iiRecord
Agentic AI Atlas · workforce-demand-forecasting
lib-skill:healthcare--workforce-demand-forecastinga5c.ai
II.
LibrarySkill JSON

lib-skill:healthcare--workforce-demand-forecasting

Structured · live

workforce-demand-forecasting json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "id": "lib-skill:healthcare--workforce-demand-forecasting",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "workforce-demand-forecasting",
    "description": "Project healthcare workforce requirements based on patient volume trends, acuity levels, productivity standards, and skill mix optimization",
    "libraryPath": "library/specializations/domains/social-sciences-humanities/healthcare/skills/workforce-demand-forecasting/SKILL.md",
    "specialization": "healthcare",
    "contentSummary": "# Workforce Demand Forecasting\n\nProject healthcare workforce requirements based on patient volume trends, acuity levels, productivity standards, and skill mix optimization.\n\n## Overview\n\nThis skill enables forecasting of healthcare workforce needs. It encompasses demand analysis, staffing model deve"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "skill-area:data-analysis",
      "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:healthcare--workforce-demand-forecasting",
      "to": "domain:healthcare",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "role:operations-analyst",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "role:hr-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "specialization:clinical-informatics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:healthcare--workforce-demand-forecasting",
      "to": "specialization:healthcare",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}