Measures of Center
& Variability
Master the mean, median, IQR, and MAD: the essential tools for describing what is typical in a data set and how spread out the values are.
What Are Measures of Center?
A measure of center is a single number that represents what is typical in a data set. It tells you where the "middle" of the data lives.
What Are Measures of Variability?
A measure of variability (or spread) tells you how spread out the data values are. Two data sets can share the same center but look very different.
Visualizing Center and Spread
The Mean: Adding & Dividing
The Median: The Middle Value
To find the median, arrange all data from least to greatest, then locate the middle value.
Mean vs. Median
| Mean | Median | |
|---|---|---|
| What it measures | Average of all values | Middle value |
| Affected by outliers? | Yes | No |
| Best for | Symmetric data | Skewed data |
| Uses all values? | Yes | Only position matters |
Interquartile Range (IQR)
Mean Absolute Deviation (MAD)
How to Describe a Data Set
Example 1: Mean & Median
Data: Test scores for 7 students: 72, 85, 90, 88, 76, 95, 82
Example 2: Finding the IQR
Ordered data: 72, 76, 82, 85, 88, 90, 95
Example 3: Calculating the MAD
Data: 3, 5, 7, 9, 11 → Mean: \( \bar{x} = \frac{35}{5} = 7 \)
| \( x_i \) | \( x_i - \bar{x} \) | \( |x_i - \bar{x}| \) |
|---|---|---|
| 3 | \( 3 - 7 = -4 \) | 4 |
| 5 | \( 5 - 7 = -2 \) | 2 |
| 7 | \( 7 - 7 = 0 \) | 0 |
| 9 | \( 9 - 7 = 2 \) | 2 |
| 11 | \( 11 - 7 = 4 \) | 4 |
Spotting Outliers & Patterns
A striking deviation (outlier) is a data value far from the rest. Outliers strongly affect the mean but barely change the median.
Common Mistakes to Avoid
Summary: All Four Measures
| Measure | Type | What It Tells You | Resists Outliers? |
|---|---|---|---|
| Mean | Center | Average value | No |
| Median | Center | Middle value | Yes |
| IQR | Variability | Spread of middle 50% | Yes |
| MAD | Variability | Avg distance from mean | No |
Question 1 of 4
Find the mean of the data set: 4, 8, 6, 10, 12
Question 2 of 4
Find the median of: 3, 7, 1, 9, 5, 11
Question 3 of 4
For the ordered data set 2, 5, 8, 11, 13, 15, 22, what is the IQR?
Question 4 of 4
A data set has values: 10, 10, 10, 10, 50. Which measure of center better represents the typical value?