A genuine dispute of material fact exists when there is a real, significant disagreement between parties regarding facts that could affect the outcome of a case. This concept is central to summary judgment, where a party may seek to have a court rule in their favor without a trial, provided there is no genuine dispute over material facts that would warrant a trial.