The dispersion parameter is a statistical measure used to quantify the variability or spread of data points in a probability distribution, particularly in models like the negative binomial distribution and generalized linear models. It helps in assessing the goodness-of-fit of a model and is crucial for understanding overdispersion, where the observed variance exceeds the theoretical variance assumed by the model.