Statistics Reference
Statistics and Data Displays
Descriptive statistics summarize a data set; displays and standardized scores reveal its shape, spread, and unusual values.
Solved Examples
Jump directly to a worked example by summary measure or data-display task.
Fact Table
| Measure | Meaning | Use It When |
|---|---|---|
| Mean | Arithmetic average. | Data are roughly balanced without extreme outliers. |
| Median | Middle ordered value. | Data are skewed or include outliers. |
| Interquartile range | $IQR=Q_3-Q_1$. | You need the spread of the middle half. |
| Z-score | Number of standard deviations from the mean. | You need to compare a value to a distribution. |
| Correlation | Direction and strength of a linear association. | You are reading a scatter plot, not proving cause. |
Content Formulas
Mean
$$\bar{x}=\frac{\text{sum of values}}{\text{number of values}}$$
Range and IQR
$$\text{range}=\max-\min,\qquad IQR=Q_3-Q_1$$
Z-score
$$z=\frac{x-\mu}{\sigma}$$
Correlation describes association, not causation. A third variable can influence both quantities in a scatter plot.
Classic Examples
Find a Mean
Find the mean of $2,4,4,6,9$.
Solution Steps
- Add all values in the data set.
- Count the values.
- Divide the total by the count.
$$2+4+4+6+9=25$$$$n=5$$$$\boxed{\bar{x}=\frac{25}{5}=5}$$
Find the Median and Quartiles
For $1,2,3,4,5,6,7$, find the median, $Q_1$, and $Q_3$.
Solution Steps
- Use the ordered middle value for the median.
- Find the middle of the lower half for $Q_1$.
- Find the middle of the upper half for $Q_3$.
$$\text{median}=4$$$$\{1,2,3\}\Rightarrow Q_1=2$$$$\{5,6,7\}\Rightarrow\boxed{Q_3=6}$$
Interpret a Z-score
A score of $80$ comes from a distribution with mean $70$ and standard deviation $5$. Find its z-score.
Solution Steps
- Subtract the mean from the score.
- Divide by the standard deviation.
- Interpret the sign and size.
$$80-70=10$$$$z=\frac{10}{5}=2$$$$\boxed{\text{The score is 2 standard deviations above the mean.}}$$
Describe Correlation
As weekly study time increases, quiz scores generally increase in a scatter plot. Describe the association.
Solution Steps
- Read the overall direction from left to right.
- Name the association as positive.
- State the causation warning.
$$\text{points trend upward from left to right}$$$$\boxed{\text{positive correlation}}$$$$\text{association does not by itself prove causation}$$