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Stoichiometry says your reaction should make 10 grams of product. You run it carefully and collect 8 grams. Some was lost on the glassware, some didn't react, some escaped as vapor. Reality fell short of theory.
Percent yield measures that gap. It compares what you actually got to what was theoretically possible.