Visual guide to understanding p-values and what they really mean. What is a P-Value? P-value: The probability of observing data at least as extreme as what we observed, assuming the null hypothesis is true. $$ p = P(\text{data as extreme or more} \mid H_0 \text{ is true}) $$ Visual Intuition The p-value represents the …