Stars or numbers? How rating formats change consumer behavior

Published on May 19, 2025

Researchers found that consumers tend to overestimate fractional star ratings and underestimate fractional numerals. In either case, the ratings can be misleading, potentially causing a company to unknowingly overpromise and underdeliver — or sell its own product short.

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