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Skewness and Symmetry

For quantitative data, you can plot them into a histogram and observe how they are distributed. Are the data distributed evenly or are they skewed to one direction?

Consider these three unimodal distributions:

Symmetric Distribution

Mean = Median

Examples of symmetric distributions:
  • Exam grades
  • Time it takes to commute to work

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Left-Skewed Distribution (a.k.a. Negatively Skewed Distribution)


Mean < Median

Examples of left-skewed distributions:
  • Time people spend at a concert (very few people leave early; most people stay to the end)
  • Age of death (very few people die young; many people die old)

Right-Skewed Distribution (a.k.a. Positively Skewed Distribution)


Mean > Median

Examples of right-skewed distributions:
  • Number of bedrooms of homes (most homes have 1 or 2 bedrooms; few have many bedrooms)
  • Salary of employees (few employees earn very high salaries, like top executives)

Practice: Skewness

For each of the following distributions, determine if it is more likely to be symmetric, skewed to the right, or skewed to the left.


(i) Number of pets in a household.