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Data & Analytics

Cohort Analysis Builder

Build and interpret cohort analyses with AI assistance for SQL generation, visualization design, and insight extraction.

Intermediate1 promptSaves 45-60 minutes/task

Time Savings

Per Task45-60 minutes
Weekly2-4 hours

Best for

Data AnalystProduct AnalystGrowth AnalystData Scientist

Prerequisites

  • 1User-level data with timestamps
  • 2Clear definition of cohort criteria
  • 3Access to ChatGPT or Claude

Workflow Steps

1

Define Cohort Parameters

10 min

Decide how to group users and what behavior to track.

2

Generate SQL Query

5-10 min

Use AI to create the cohort analysis query.

Recommended: Claude or ChatGPT

3

Create Visualization

15-20 min

Build the cohort chart and heat map.

4

Extract Insights

10-15 min

Identify patterns and actionable findings.

Recommended: Claude or ChatGPT

Prompt Templates

Expected Outcome

Well-structured cohort analyses that reveal user behavior patterns over time.

Pro Tips

  • •Start with simple monthly cohorts before getting fancy
  • •Compare cohorts to identify what changed
  • •Look for stabilization points in retention curves

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