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Reviews that predict repeat orders

Star ratings barely correlate with repeat purchase. The review text does — if you know what to look for.

NKNeha KapoorHead of Marketplace Trust
8 June 20261 min read
Reviews that predict repeat orders

A 4.6-star supplier and a 4.7-star supplier convert repeat buyers at wildly different rates. The star average hides it; the review text doesn't.

  1. 1Mentions of "as described" predict repeat orders better than the star count.Buyers who don't have to reconcile the listing against what arrived come back at a much higher rate.
  2. 2Reviews that mention lead time accuracy matter more for B2B than consumer marketplaces.A buyer planning downstream production cares more about a reliable date than a fast one.
The short version
  • Star averages compress signal that the review text still carries.
  • "As described" and lead-time accuracy are the two phrases most correlated with repeat orders.
Reviews that predict repeat orders — photo 1Reviews that predict repeat orders — photo 2
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NK
Neha Kapoor
Head of Marketplace Trust

Neha leads trust and onboarding research for reCart Buyer, working with new suppliers to close the gap between listing and first order.