The alpha and beta parameters in the beta distribution seem very abstract and many stats texts don’t offer a concrete way to think about them. However, there is a very concrete way to think of alpha and beta if we think of them as being related to “hits” and “misses” from a sample. A “hit” in a sample is, say, a firm that had a breach in a given time period, and a “miss” is a firm that did not.