This graph shows the correlation between body mass index (BMI) and body fat percentage (BFP) for 8550 men in NCHS' NHANES 1994 data. Data in the upper left and lower right quadrants suggest the limitations of BMI.
The medical establishment and statistical community have both highlighted the limitations of BMI.