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inconclusive

Listing: Onboarding Callouts

Hypothesis

If we implement 'Onboarding Callouts' on listing pages (This experiment added a small nudge or callout to encourage more signups), then key conversion metrics will improve.

Test Results

159,569
Sample size

Key Learning

Context: The registration experience on the listing asks too much too soon, causing potential users to drop off.

What was tested: REAL-WORLD TEST: 'Onboarding Callouts' was tested on a live listing page. The test involved 159,569 real visitors. Full statistical results require paid access. Test methodology: This experiment added a small nudge or callout to encourage more signups. Attention was directed towards the save function, which lead to the signup f...

Result: No statistically significant difference was detected. This null result is still valuable — it narrows the search space and helps calibrate your minimum detectable effect for future tests.

How to Apply This to Your Site

This experiment tested listing: onboarding callouts but produced no statistically significant change. The test was run on a category page page in the cross-industry industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.

Before you test: Consider that personalization tests typically require large sample sizes to detect small effects. Run your test for at least 2 full business cycles to account for weekly traffic patterns.

What Was Tested

This experiment added a small nudge or callout to encourage more signups. Attention was directed towards the save function, which lead to the signup flow for anyone not signed it. Impact on signups was measured.

Methodology

Confidence Level
70%

Build On These Learnings

Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.

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