Cohort Analysis Framework

Build a cohort analysis framework to track user retention, revenue, or behaviour over time, with clear methodology, visualisation guidance, and insight narrative.

Data AnalystCo-PilotClaudeChatGPTGeminiHighUpdated Mar-26
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Prompt

I need to build a cohort analysis to understand trends over time. Product or service: Cohort definition: Key metric to track: Time window: Data available: Tooling: Please produce: 1. A methodology document — how to define, calculate, and segment cohorts correctly 2. The SQL or pseudocode to build the cohort matrix from raw event or transaction data 3. A description of how to visualise the output — chart type, axes, colour encoding, and what patterns to look for 4. An interpretation guide — what good, bad, and improving retention looks like in the data 5. The 5 most common cohort analysis mistakes and how to avoid them 6. A narrative template I can use to present findings to a non-technical stakeholder Ask me any questions that would help you tailor the methodology to our specific data and context.

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