To describe a distribution of a quantitative variable, talk about its shape, center, variability, and any unusual features, always in context. Generate samples from five population shapes, add an outlier, and read a model description written from the data.
Every description of a quantitative distribution covers four things, in context: shape, center, variability (spread), and unusual features such as outliers, gaps, and clusters.
A mystery sample appears below. Pick the word that best describes its shape.
Symmetric: the two halves are near mirror images. Skewed right: a long tail toward larger values. Skewed left: a long tail toward smaller values. Name the skew for the tail, not the peak.
Unimodal distributions have one peak, bimodal have two, and uniform distributions have no clear peak. Two peaks often mean two different groups are mixed together.
Report the median for skewed data or data with outliers, and the mean for roughly symmetric data. Give the value with units.
Report the IQR with the median, or the standard deviation with the mean. The range is a quick but non-resistant measure.
Outliers are values that fall outside the overall pattern (check with the 1.5 × IQR rule). Gaps are empty stretches; clusters are groups of values separated by gaps.
“The distribution of call length (minutes) is skewed right with a median of 4.6 minutes…” A description without context loses credit.
How each shape looks and what it does to the mean and median.
| Shape | What you see | Mean vs. median | Example | Report |
|---|---|---|---|---|
| Symmetric, unimodal | One peak, mirror-image sides | About equal | Adult heights | Mean and SD |
| Skewed right | Peak on the left, long tail to the right | Mean > median | Incomes, call lengths | Median and IQR |
| Skewed left | Peak on the right, long tail to the left | Mean < median | Scores on an easy test | Median and IQR |
| Uniform | Bars about equal height | About equal | Random digits | Mean and SD, or median and IQR |
| Bimodal | Two peaks | Depends; often between the peaks | Geyser wait times | Describe each cluster |
AP-style multiple choice. Pick an answer to see the explanation.
The vocabulary for topic 1.6. Read the list, flip through flashcards, or quiz yourself. For every term in the unit, see the Unit 1 terminology guide.