⚡AgentSkills
📊 Data Science & Analytics · Exploratory Analysis

Build cohort and funnel analyses that hold up

Segment users by acquisition period and trace retention/funnels without sampling traps.

intermediate~35 minData ScientistsAnalystsResearch Scientists

Steps

  1. 1Define cohorts by first meaningful action, not signup alone
  2. 2Choose observation windows honestly; censor incomplete periods
  3. 3Normalize funnels per-entry so step conversion is comparable
  4. 4Segment by platform before concluding; mixed traffic misleads
  5. 5Visualize retention curves with cohort overlay to spot shifts
  6. 6Annotate charts with launches/incidents explaining inflections

Common Pitfalls

  • ▲Comparing cohorts with unequal maturity windows
  • ▲Counting bots as activated users

Commands

Install with skills CLI
$ npx skills add aniruddhaadak80/skills --skill exploratory-analysis-cohort-funnel-analysis
Install globally
$ npx skills add aniruddhaadak80/skills --skill exploratory-analysis-cohort-funnel-analysis -g

Tags

#analytics#retention#product#data-science#exploratory-analysis

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