{
  "id": "lib-process:product-management--retention-cohort-analysis",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "product-management/retention-cohort-analysis",
    "description": "Retention Analysis and Cohort Analysis - Comprehensive process for analyzing user retention patterns,\ncohort behavior, churn dynamics, engagement metrics, and activation optimization to improve product stickiness\nand long-term user value through data-driven insights",
    "libraryPath": "library/specializations/product-management/retention-cohort-analysis.js",
    "specialization": "product-management",
    "references": [
      "- Cohort Analysis Guide: https://www.amplitude.com/blog/cohort-analysis",
      "- Retention Metrics: https://www.lennysnewsletter.com/p/what-is-good-retention",
      "- Product Analytics: https://www.reforge.com/blog/retention-engagement-growth-silent-killer",
      "- Activation Best Practices: https://www.productled.com/blog/user-activation"
    ],
    "example": "const result = await orchestrate('product-management/retention-cohort-analysis', {\n  productName: 'Mobile App',\n  analysisTimeframe: 'Last 6 months',\n  cohortDefinition: {\n    groupBy: 'signup_month',\n    segmentBy: ['acquisition_channel', 'user_type']\n  },\n  retentionMetrics: ['D1', 'D7', 'D30', 'D90'],\n  dataSource: {\n    platform: 'Analytics DB',\n    userTable: 'users',\n    eventTable: 'user_events'\n  }\n});",
    "usesAgents": [
      "data-engineer",
      "cohort-analyst",
      "retention-analyst",
      "cohort-insights-analyst",
      "churn-analyst",
      "engagement-analyst",
      "activation-specialist",
      "behavioral-scientist",
      "lifecycle-analyst",
      "feature-analyst",
      "benchmark-analyst",
      "ml-analyst",
      "retention-strategist",
      "analytics-engineer",
      "quality-auditor"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "skill-area:product-strategy",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "skill-area:product-analytics",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "role:product-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "role:product-analyst",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "workflow:product-discovery",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "workflow:competitive-analysis",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "specialization:product-management",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "lib-agent:data-science-ml--data-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "lib-agent:game-development--analytics-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:product-management--retention-cohort-analysis",
      "to": "lib-agent:shared--quality-auditor",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}