A gym analyser says your body fat has fallen 1.3 percentage points since March. The scale at home says it has gone up. A DEXA report puts the figure several points above both. None of the three devices is broken. Each measures one physical quantity, models the rest from a prediction equation you cannot inspect, and carries its own noise.
What follows is what the five common methods measure, how far one reading can sit from a reference method, and the question that decides whether any of it is worth acting on: how large a change has to be before it is signal rather than noise.
Key Takeaways:
- No body-composition device measures fat directly. All estimate it from a surrogate: electrical resistance, air displacement or X-ray absorption, converted via a population equation you cannot inspect.
- Correlation with a reference method tells you about groups. Limits of agreement tell you about individuals. The two can be far apart.
- A reading can shift by 1 to 2 kg on an impedance device with no tissue change at all, from hydration, food, bladder fill or cycle phase.
- The least significant change is the smallest difference between two readings that exceeds measurement noise at 95% confidence. Almost no device printout states this figure, but it is the number that decides whether a change is real.
- The method matters less than the discipline of repeating it under the same conditions each time.







