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

MeasureMeaningUse It When
MeanArithmetic average.Data are roughly balanced without extreme outliers.
MedianMiddle ordered value.Data are skewed or include outliers.
Interquartile range$IQR=Q_3-Q_1$.You need the spread of the middle half.
Z-scoreNumber of standard deviations from the mean.You need to compare a value to a distribution.
CorrelationDirection 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
  1. Add all values in the data set.
  2. Count the values.
  3. 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
  1. Use the ordered middle value for the median.
  2. Find the middle of the lower half for $Q_1$.
  3. 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
  1. Subtract the mean from the score.
  2. Divide by the standard deviation.
  3. 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
  1. Read the overall direction from left to right.
  2. Name the association as positive.
  3. State the causation warning.
$$\text{points trend upward from left to right}$$$$\boxed{\text{positive correlation}}$$$$\text{association does not by itself prove causation}$$