Circumstantial evidence refers to evidence that does not directly prove a fact but instead relies on an inference to connect it to a conclusion of fact. It allows a judge or jury to draw reasonable conclusions based on the circumstances surrounding a case, often leading to strong implications even without direct evidence. This type of evidence is crucial in legal contexts where direct evidence may be scarce or unavailable.