cro-methodology

Run exit-intent surveys asking what stopped visitors, analyze live chat logs and support tickets for recurring hesitations, and review session recordings for friction points. Quantitative analytics shows where problems occur; qualitative research reveals why.

Use ICE scoring: rate each idea on Impact, Confidence, and Ease from 1-10, then average the scores. With low traffic, favor bold changes like new value propositions or redesigns, since small tweaks require huge samples to reach significance.

The O/CO framework maps every visitor objection to a specific evidence-backed counter-objection placed where the objection arises. It covers the Big 5 objections: trust, price, fit, timing, and effort, using testimonials, guarantees, and case studies as counters.

Use multivariate testing only after you have a proven winning page and at least 100k monthly visitors, since combinations multiply sample requirements. For most teams, A/B tests of two to four bold variants deliver faster, clearer insights.

Common causes include peeking and stopping early, insufficient sample size, ignoring full business cycles, and chasing statistically significant but practically trivial lifts. Pre-calculate sample size, run at least one to two full weeks, and report confidence intervals honestly.