12/32 = 37.5%
A value of 37.5% might describe how many students in a class prefer a certain lunch, or how much of a phone battery remains. It tells you the share of the whole, not the number of people or items by itself.
To picture it quickly, imagine a bar that’s a little over one-third full. It’s also close to three out of every eight parts, so it’s clearly less than half.
A common mix-up is treating 37.5% as 37.5 whole items. Percentages describe a proportion, and the actual number depends on how large the total is.