Ian Oliver defines a supervolcano based on its eruption power, explaining that a level 8 on the Volcano Explosivity Index (VEI) qualifies a volcano as a supervolcano. He clarifies the core difference between a regular volcano and a supervolcano lies in the sheer force of its eruption.