Sampling with a multinomial distribution allows for drawing multiple samples from a population with different categories, with each sample being assigned to one of the categories. The probabilities of being assigned to each category are provided and must sum to 1. Drawing multiple samples from a multinomial distribution provides information about the distribution of categories in the overall population.