Experiment With Discipline: Ship Learning, Not Just Variants
Write test plans that state user problem, proposed change, expected behavioral shift, and target metrics. This clarity prevents “pretty” experiments that win clicks but harm long-term interaction or satisfaction.
Experiment With Discipline: Ship Learning, Not Just Variants
Track session length, error rates, and support tickets alongside conversion. A variant that spikes taps but raises churn is not a win. Share your must-have guardrails to keep results honest and durable.
Experiment With Discipline: Ship Learning, Not Just Variants
We once moved a ‘Save’ button above the fold and saw a 14% lift, but also a surge in accidental taps. Adding a confirmation microinteraction preserved gains while restoring trust and intent.
Experiment With Discipline: Ship Learning, Not Just Variants
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