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Put the crowd sizing advice directly under the size picker

"Most customers choose a size smaller" sits right under the size grid, answering the fit question at the moment the shopper picks a size.

A shoe product page with a row of size boxes and the line Most customers choose a size smaller directly underneath
Groundiesproduct pagecaptured Nov 2026source

What it is

Directly beneath the size grid, one plain line says "Most customers choose a size smaller." It is not in a size chart, a modal or the description: it sits where the shopper's eye already is when they choose.

Why it works

Fit doubt is the main reason shoes go back, and a size chart asks the shopper to do work. A one-line recommendation drawn from what other customers kept removes the guesswork in the place it happens. It is only worth shipping when return or exchange data backs it; an invented sizing line just moves the returns around.

How to test it

Hypothesis
Adding a data-backed crowd sizing line under the size picker will cut size-related returns without lowering conversion rate.
Primary metric
Size-related return rate
Guardrail metric
Product page conversion rate

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