Normal Distribution
The symmetric bell-shaped distribution that arises naturally from sums of many small random effects.
Definition
The normal distribution is a bell-shaped, symmetric curve that describes how many real-world quantities are distributed. It is centred on the mean and its spread is controlled by the standard deviation .
Key features:
- Symmetric around the mean
- The mean, median, and mode are all equal
- Most values cluster near the centre; extreme values become increasingly rare
Definition
The 68โ95โ99.7 rule (empirical rule):
- About 68% of values fall within of the mean
- About 95% fall within
- About 99.7% fall within
Heights of adults
Adult heights in a population are approximately normal with mean and .
- About 68% of people are between 160 cm and 180 cm
- About 95% are between 150 cm and 190 cm
- Virtually everyone (99.7%) is between 140 cm and 200 cm
Try it
IQ scores are normally distributed with mean 100 and standard deviation 15. Approximately what percentage of people have IQ between 70 and 130?
Solution
70 and 130 are each standard deviations from the mean. By the empirical rule, approximately 95% of people fall in this range.
Related concepts
Statisticsยท Descriptive
MeanThe arithmetic average โ the sum of all values divided by how many there are.Statisticsยท Descriptive
Standard DeviationThe square root of variance, expressing spread in the same units as the data.Statisticsยท Probability
ProbabilityA number between 0 and 1 measuring how likely an event is to occur.