The Larson-Miller parameter is a method used to predict the lifespan of materials under high temperature and stress by correlating time, temperature, and stress to assess creep behavior. It provides a way to extrapolate short-term test data to predict long-term material performance, crucial for designing components in high-temperature applications like turbines and reactors.