Modeling the number of successes in a sequence of independent trials.
The Binomial Distribution is a discrete probability distribution that models the number of successes in a fixed number of independent 'Bernoulli' trials, where each trial has only two possible outcomes: success or failure.
Think of flipping a coin 10 times and counting the number of heads. In finance, this could model the number of winning trades in a month (where each trade is a trial), or the number of portfolio companies that meet their earnings target in a quarter.