This is the best explanation I have seen [1] : "Computer scientist Amit Sahai, PhD, is asked to explain the concept of zero-knowledge proofs to 5 different people; a child, a teen, a college student, a grad student, and an expert."

[1] https://youtu.be/fOGdb1CTu5c