Question
Classify the distribution of this complete data set as symmetric, left-skewed, or right-skewed:
16, 17, 19, 22, 22, 22, 22, 22, 23.
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Evidence boundary
The nine values and the classification task come from OpenStax Introductory Statistics, chapter 2 Practice exercise 50. No observations have been added or removed. The frequency table and center calculations explain the classification; the exercise does not require collecting data or drawing a new graph. The conclusion uses the full supplied shape rather than treating mean below median as a universal rule.