Statistics

Normal Distribution

Understand the bell-shaped model, mean, standard deviation and calculator interpretation.

Core idea

A normal distribution is symmetric and bell-shaped. It is determined by the mean \(\mu\) and standard deviation \(\sigma\).

\[ X\sim N(\mu,\sigma^2) \]
μμ+σμ−σNormal distribution
The mean is the centre. The standard deviation measures spread.

Calculator questions

IB AI questions often ask for \(P(X\lt k)\), \(P(a\lt X\lt b)\), or an unknown value \(k\) given a probability.

Language matters: “less than” means left-tail area; “between” means area between two vertical lines.

Worked example

Let \(X\sim N(50,8^2)\). Interpret \(P(42\lt X\lt 58)\).

This is within one standard deviation of the mean, so the probability is approximately \(68\%\).