Product pages and the homepage advertised a discount for government employees, military, nurses, first responders, students and teachers. See what 14 days of data showed.
A Discount Message for Eligible Groups Makes No Clear Difference to Conversion Rate


If we prominently show a discount for eligible groups, then conversion rate will increase because the savings give those shoppers a clear financial reason to buy.
What We Changed
- Added a discount message for government employees, military, nurses, first responders, students and teachers.
- Placed it on the homepage and below the price on product pages.
- Linked every mention to the page where shoppers verify eligibility and apply the discount.
- Styled it like the site's existing promotional messages, visible to all visitors.
- Hid the product page message when the discount was already applied.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Revenue per visitor
Average order value
Key Learnings
- Conversion rate rose just 1.2%, and the variant had a 51.1% probability of beating the original: no clear difference.
- Revenue per visitor rose 9.4%, but on just 2,515 visitors that's within normal variation.
- Devices split sharply: on mobile conversion rate rose 31.5%, on desktop it fell 42.0%.
- Click-through rate rose 27.2%, but more clicks didn't turn into more orders.
Detailed results breakdown
Conversion rate
+1.2%
Revenue per visitor
+9.4%
Average order value
+8.1%
Add-to-cart rate
+6.1%
Click-through rate
+27.2%
Start with 3 experiments.
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30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
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Investing in paid traffic.
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Other experiments we've run

Search & Navigation
Loss Prevented
A More Prominent, Guided Search Cuts Conversion Rate 12.0%
The search bar became more visible and opened with examples, product previews, suggested collections and a customization banner. See how it affected orders and revenue.
-12.0% Conversion rate

Landing Page
Positive signal
A Simpler-to-Read Science Page Shows a 9.0% Conversion Rate Lift
The science page kept its content but swapped long paragraphs for short ones, bullet points and visuals. See how readers responded.
+9.0% Conversion rate

Product Page (PDP)
Positive signal
Delaying the Promo Pop-Up by 60 Seconds Shows a 7.9% Conversion Rate Lift
The promotional pop-up waited until visitors had spent 60 seconds on the page instead of appearing right away. See how 23,328 visitors responded.
+7.9% Conversion rate
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