Each of the following frequency tables represents a data set. Which of these frequency tables represents the data set with the smallest standard deviation?
Explanation
Setup: Standard deviation measures how far the values in a data set typically fall from the mean. All four tables use the same five values (), each table is symmetric about , and each has the same total frequency (). So every table has the same mean, — the only thing that separates them is how tightly the values cluster around that mean.
Compare the spread (sum of squared deviations from ):
- (A) of the values sit exactly at the mean; only sit one unit away:
- (B) Values fan out to and :
- (C) Every value occurs equally often (flat):
- (D) The heaviest frequencies sit at the extremes:
Dividing each by and taking the square root: .
Answer: A
Common slips:
- Assuming the flat, uniform table (C) has the smallest spread. A uniform distribution is actually quite wide — it puts just as many values at and as at .
- Choosing (D) because its bars look tall. Its peaks are at the extremes, which maximizes spread, not minimizes it.
- Computing full standard deviations for all four tables. Since the mean and are identical, you only need to compare how concentrated each set is around .