What the claim gets wrong
The idea that each person is a visual, auditory, or kinesthetic learner — and learns better when taught in their style — is one of the most popular beliefs in education and one of the most thoroughly debunked. When tested properly, matching instruction to preferred style simply doesn't improve results.
Match format to the material
What the evidence supports instead: match the format to the material (diagrams for spatial relationships, practice problems for procedures), and use the techniques on this page — retrieval, spacing, mixing, explaining — which work for everyone.
What Sumi does instead
You'll never see a learning-style quiz in this app. Every feature here is built on methods with a real replication record, and when the evidence is thin we say so.