II.
LibraryProcess overview
Reference · livelib-process:product-management--retention-cohort-analysis
product-management/retention-cohort-analysis overview
Retention Analysis and Cohort Analysis - Comprehensive process for analyzing user retention patterns, cohort behavior, churn dynamics, engagement metrics, and activation optimization to improve product stickiness and long-term user value through data-driven insights
Attributes
displayName
product-management/retention-cohort-analysis
description
Retention Analysis and Cohort Analysis - Comprehensive process for analyzing user retention patterns,
cohort behavior, churn dynamics, engagement metrics, and activation optimization to improve product stickiness
and 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', {
productName: 'Mobile App',
analysisTimeframe: 'Last 6 months',
cohortDefinition: {
groupBy: 'signup_month',
segmentBy: ['acquisition_channel', 'user_type']
},
retentionMetrics: ['D1', 'D7', 'D30', 'D90'],
dataSource: {
platform: 'Analytics DB',
userTable: 'users',
eventTable: 'user_events'
}
});
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
Outgoing edges
lib_applies_to_domain1
- domain:software-engineering·DomainSoftware Engineering
lib_belongs_to_specialization1
- specialization:product-management·SpecializationProduct Management
lib_implements_workflow2
- workflow:product-discovery·WorkflowProduct Discovery
- workflow:competitive-analysis·WorkflowCompetitive Analysis
lib_involves_role2
- role:product-manager·RoleProduct Manager
- role:product-analyst·RoleProduct Analyst
lib_requires_skill_area2
- skill-area:product-strategy·SkillAreaProduct Strategy
- skill-area:product-analytics·SkillAreaProduct Analytics
uses_agent3
- lib-agent:data-science-ml--data-engineer·LibraryAgentdata-engineer
- lib-agent:game-development--analytics-engineer·LibraryAgentanalytics-engineer
- lib-agent:shared--quality-auditor·LibraryAgentquality-auditor
Incoming edges
None.