GTM Sauce

Duolingo · B2C · language learning app

Keep each test running 3-4 weeks, even if results look clear the next day

Unknownexperimentation

What they did

At Duolingo's scale, retention-team tests reach statistical significance on top-line metrics (DAU, D1 retention) the morning after launch, but experiments still run at least 3-4 weeks on average to rule out novelty effects. Teams with small user bases (e.g. Duolingo for Schools, a teacher dashboard) calculate required test length up front.
16:20
“Generally, we make sure we run experiments for at least three or four weeks on average, just so we're ruling out novelty effects”
Osman Mansur

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