demonstration is usually expressed in terms of a probability (a P - value) quantifying the strength of the evidence against the null hypothesis in favor of the. The end result of a statistical significance test is a p value, which represents the probability that random fluctuations alone could have generated results that. You'll also run into something called a p - value. There's a lot packed in that little p and there are books written on the subject. Here's what you need to know.