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Framework · Measurement · Hooked

Reading retention curves

Before comparing retention, pin four choices: bounded, unbounded or bracket retention; "active" as the value event; the denominator; and the cohort grouping. Then read the shape: declining to zero (no fit yet), flattening (a core found lasting value) or a smile. Newer cohorts beating older ones is the best sign an improvement program works.

ValueReturnStay

Plain label: cohort curve shapes and definitionsAlso known as: cohort retention, leaky bucket, smile curve, cohort stacking, bounded retention

Pin the definitions. N-day (bounded) retention gives low numbers; unbounded (day N or later) gives high ones; bracket retention (for example days 22-28) suits weekly products. Active means the value event, never a login. Published benchmarks use different denominators (registered users, users with a transaction, paying subscriptions), which is why they disagree by 5-10x.

Shapes. Declining to zero: fix value or activation before buying traffic. Flattening: find who is on the flat part and pull more users onto their path. Smile: confirm the returning event is real value.

Cohort stacking. Newer cohorts above older ones at the same age means the product is getting better for new users.

A dated example. Evernote's paying share rose from about 0.5% after month 1 to 26% at month 42 as habits formed (Hooked, dated 2011). HK-MEA11 (Hooked Ch.1)

Limits

What we don’t claim

Sources

  • Hooked · Nir Eyal

    Ch.1

  • What is good retention · Lenny's Newsletter (Lenny Rachitsky and Casey Winters), 2020

    Benchmark confidence B. A reputable dataset.

Source IDs: HK-MEA11

Book content is paraphrased, never quoted at length. Last verified October 24, 2026.

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