Cohort retention analysis
Analyze retention by signup month. Enter cohort size and retention percentages for the next three months. The chart shows average retention across cohorts and the table provides a simple retention matrix.
Retention rate is (active users at period ÷ original cohort size) × 100%.
Cohort retention basics
Retention measures how many users from a given cohort are still active after a period. It is essential for validating long‑term value, product‑market fit, and sustainable growth.
Formula: retention (%) = active users at period ÷ original cohort size × 100. Month 1 (M1) gives a read on activation quality; M2–M3 show whether users develop ongoing habits.
What each input means
- Cohort size: Users who entered the product in that month.
- M1/M2/M3 %: Share of that cohort active in each subsequent month.
How to use the calculator
- Add cohorts by month or segment you want to compare.
- Enter the cohort size and retention percentages for M1–M3.
- Review the summary for average retention and number of cohorts.
- Compare cohorts to identify where activation or long‑term value is weaker.
Interpreting results
- Average retention today: 70% at M1, 55% at M2, 45% at M3.
- Large drop from M1→M2 often means users don’t build a repeat habit.
- Stable M2→M3 suggests sustained value or sticky workflows.
- Benchmark internally over time; absolute benchmarks vary widely by product.
Example
If M1 averages around 70% and then drops to 55% at M2, focus on reinforcing value moments and prompts that bring users back to the core workflow in weeks 2–4.
Common pitfalls
- Mixing seasonality and growth spikes—compare like cohorts to avoid bias.
- Using logins instead of meaningful activity—define “active” as completing a core action.
- Small cohort sizes—aggregate or smooth to reduce noise.
Actions to improve retention
- Map activation steps; remove friction and reduce time‑to‑value.
- Segment by source, plan, or persona; prioritize cohorts with the biggest gaps.
- Encourage repeat usage with timely, contextual nudges and saved workflows.