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inconclusive

Product: Countdown Timer on Product Page

Hypothesis

If we add a countdown timer showing limited-time offer expiration, then conversion rates will improve because time-bound urgency accelerates purchase decisions

LayoutProduct PageCross-Industrycountdown-timerdesktoppurchase-conversionsales-metricscarcity

Test Results

170,153
Sample size

Key Learning

Context: Coupon and promo code fields on products can distract users — they leave to hunt for codes, reducing completion rates.

What was tested: Countdown timers can accelerate purchase decisions but require genuine scarcity to maintain credibility; perceived fake urgency can damage trust and increase bounce rates With 170,153 visitors, this test has solid statistical power.

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 product: countdown timer 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 layout 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, 96 hours before the end of a promotion, a countdown timer was displayed on the desktop with a 80/20 split. Also excluded new users. Impact on sales 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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