The Paradox
Key Takeaway: BMI describes weight relative to height. Body-fat percentage describes the proportion attributed to fat by a particular assessment method. They do not measure the same thing, and neither number alone defines an individual's health. CDC BMI explanation
A muscular athlete and another person can have the same height and weight and therefore the same BMI. That follows from the equation: the inputs contain no muscle measurement. It does not follow that the athlete has no health risks, that another person's lifestyle caused their weight or that one body-fat number settles every health question.
The original athlete illustration treated appearance and a visible six-pack as proof of metabolic health. This guide does not diagnose someone from a description of their physique. Likewise, the former claim that a specified number of Americans were misclassified cannot be attributed to a journal without checking the exact study, definition and population.
The useful question is more specific than “which number wins?” Ask what a measurement is intended to tell you. BMI is a screening measure. A composition assessment may provide additional information, but its method, assumptions and clinical purpose matter. A precise-looking percentage on a device is not automatically a direct measurement of every tissue in your body.
Three different meanings of accuracy: A calculation can be arithmetically correct, a method can agree to some extent with a reference measurement, and a result can help with a particular clinical decision. Those are separate questions. Correct division does not prove agreement with a scan; agreement with one reference does not prove that a number is the best treatment target.
This guide therefore keeps the formulas, examples, comparisons and practical questions, while avoiding the earlier blanket ranking of body-fat percentage as the superior measure for everyone. CDC describes BMI as useful in both population health and individual screening when considered with other information. CDC screening and individual-health sections