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inconclusive

Product: Page Level Navigation on Product Page

Hypothesis

If we add page-level navigation to long product pages, then engagement and conversion rates will improve because users can jump directly to the content sections most relevant to their purchase decision

NavigationProduct PageCross-Industrydesktopin-page-navlong-form

Test Results

90,196
Sample size

Key Learning

Context: Users arriving at the product can't efficiently find what they're looking for, increasing bounce rates.

What was tested: In-page navigation on long product pages enables users to jump directly to decision-relevant sections (specs, reviews, sizing); reduces scroll fatigue and improves conversion for high-consideration products

Result: No statistically significant difference was detected. Navigation tests that don't show a difference may indicate the issue is content findability, not menu structure. Consider search and filtering improvements.

How to Apply This to Your Site

This experiment tested product: page level navigation on product page but produced no statistically significant change. The test was run on a product 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 navigation 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

In this experiment, a single inline page navigation (going to external sub pages) was replaced with multiple and repeated inline page navigations (that linked within the same page). Impact on adds to cart an sales was measured.

Methodology

Confidence Level
70%

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