Explanatory power refers to the ability of a hypothesis or theory to effectively explain the subject matter it pertains to, often evaluated by its simplicity, coherence, and scope. A theory with high explanatory power not only accounts for the known data but also predicts new phenomena and integrates well with existing knowledge.