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inconclusive+35.0% lift

Multiple: Bokksu Subscription Marketplace: Oddit Audit Drives Per Client and 40% Conversion Lift

Hypothesis

UX optimization of Bokksu's subscription marketplace site will improve both conversion rate and per-customer revenue through better product presentation and subscription value communication.

LayoutLanding PageE-commerceecommercesubscriptionmarketplacejapanese-foodux-audit

Test Results

Key Learning

Context: Multi-step processes on the multiple can overwhelm users if they can't see how far along they are or how much is left.

What was tested: Subscription box brands can grow per-client revenue through better plan tier presentation and marketplace merchandising. Japanese/specialty food subscription brands have a strong story to tell — UX that tells that story converts better. Improving both CVR (40%) and revenue-per-client (36%) simultaneously suggests systemic UX improvements across the funnel. Marketplace elements within subscription brands are often under-optimized and represent high-upside opportunities

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 multiple: bokksu subscription marketplace: oddit audit drives per client and 40% conversion lift but produced no statistically significant change. The test was run on a landing page page in the e-commerce industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.

Before you test: Consider that layout tests typically require adequate traffic to reach statistical significance. Run your test for at least 2 full business cycles to account for weekly traffic patterns.

What Was Tested

Bokksu, a Japanese snack subscription and marketplace brand, worked with Oddit for site UX optimization. Post-implementation results showed a 36% jump in revenue per client and 40% increase in conversion rate. The revenue-per-client metric suggests improvements extended beyond just acquisition

Methodology

Confidence Level
85%
Lift Range
25.0% to 45.0%

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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