Question

A data analyst at a fitness center reviews a histogram of member visit frequency per month. The histogram shows two distinct peaks — one cluster around 3 visits and another around 20 visits — with relatively few members visiting between 8 and 14 times. What does this pattern most likely indicate, and what should the analyst do?

Accepted Answer

The distribution is bimodal, likely reflecting two distinct member segments; the analyst should segment the groups before summarizing

Answer

The data contains outliers that should be removed before further analysis

Answer

The distribution is normal, so the mean visit frequency fully describes member behavior

Answer

The gap between peaks indicates missing data that must be imputed before analysis