Stop calling it user error
When a customer does the wrong thing, the interface usually asked them to. On the phrase that lets product teams off the hook.
By Daniel Côté
(This issue)
The retention issue
Why customers stay, why they drift and what the first week of a product decides — studies, teardowns and field tests from teams who measured it.
(Cover story)
A launch email can buy a spike. Only a habit buys week twelve. A subscription team’s year of chasing reactivation, and what changed when they stopped.
[ Read the story ]
We publish careful stories about why customers click, buy, stay and leave — written by the people who run the experiments.
(About Returnonbehavior)
Return on behavior is what you earn by understanding a customer before you change a screen. We treat every story the same way: the evidence first, then the change.
[ Our story ]Landing pages, sign-up flows, checkouts and paywalls: where intent turns into action, and where it quietly leaks away.
[ Browse Conversion ]Usability research, onboarding and interface design, judged by what people actually do on the screen rather than what they say.
[ Browse UX ]Anchors, decoys, plans and billing: the psychology of how customers read a price and decide what something is worth.
[ Browse Pricing ]Habits, lifecycle messaging and churn: why customers come back in week two, and what makes them stop.
[ Browse Retention ]Cohorts, funnels and experiments: reading product data honestly, including the numbers that flatter you.
[ Browse Analytics ]Each field test follows one team through one change, from the hypothesis to the numbers, including the parts that did not work.
[ Follow the series ]An online homeware shop removed four fields, one page and a forced account from its checkout. The first result looked like a failure.
Field test 02A project-management tool replaced its eight-step product tour with a single task. Fewer people finished onboarding. More of them were still there a month later.
Field test 03A language-learning app moved its upgrade prompt from the first session to the first streak. Free-to-paid conversion fell for two weeks, then overtook the old flow.
When a customer does the wrong thing, the interface usually asked them to. On the phrase that lets product teams off the hook.
By Daniel Côté
Sign-ups, page views and total users all go up and to the right. That is exactly why they are so dangerous to run a product on.
For pitches, data you would like us to look at and letters to the editor, write to us any time. We read everything.
Free. One study, one teardown and one thing to test, every Tuesday morning. Nothing else.