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Reference table

Return rate plus keeper repeat purchase: reading the result

Table pairing return rate with the repeat purchase rate of customers who kept the item, showing which returns changes are real wins and which are suppression.
The return rate falls in every row. The keepers' repeat purchase rate is what tells them apart.

How to grade a returns reduction programme by pairing the return rate with the repeat purchase rate of customers who kept the item, measured at 90 and 180 days. Accuracy and a longer window keep that second number up or flat. Fees and shorter windows push it down. Koji can interview the keepers to find out which of them wanted to send the item back.

Where this appears

What's in this reference table

InterventionReturn rateKeepers' repeat purchaseVerdict
Accuracy: added the missing specDownUp or flatReal improvement
Time leniency: window extendedDownUp or flatReal improvement
Suppression: return fee introducedDownDownTrade, not a win
Suppression: window shortenedDownDown, and complaints upTrade, and a visible one
Denominator: a promotion ranDownFlatArtefact. Ignore

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<a href="https://www.koji.so/visuals/return-rate-vs-keeper-repeat-purchase-verdict"><img src="https://www.koji.so/visuals/return-rate-vs-keeper-repeat-purchase-verdict/return-rate-vs-keeper-repeat-purchase-verdict.png" alt="Table pairing return rate with the repeat purchase rate of customers who kept the item, showing which returns changes are real wins and which are suppression." width="1200" height="818" /></a>
<p>Source: <a href="https://www.koji.so/visuals/return-rate-vs-keeper-repeat-purchase-verdict">Return rate plus keeper repeat purchase: reading the result</a>, Koji</p>