A random variable is a fundamental concept in probability and statistics that assigns numerical values to outcomes of a random phenomenon, allowing for the quantitative analysis of uncertainty. It serves as a bridge between abstract probability spaces and real-world applications by enabling the calculation of probabilities, expectations, and other statistical measures.