Statistics Tutorials How to Compute Z-Scores Assume that \(X\) has a normal distribution, with mean \(\mu\) and standard deviation \(\sigma\). This is typically written as \[X \sim N( \mu, \sigma^2 )\] Then, the Z-score associated to \(X\) is defined as