Random Utility Theory is a framework used in economics and psychology to model and predict decision-making under uncertainty by assuming that individuals choose the option that provides the highest utility, which is inherently random due to unobserved factors. This theory helps in understanding consumer choice behavior by incorporating both observed and unobserved variables into the utility function, allowing for probabilistic predictions of choice outcomes.