Why Every Method Disagrees
Body-fat methods don't measure the same thing, and once you see that, the disagreements stop feeling like failures. Circumference equations infer fat from tape measurements plugged into population formulas. Skinfold calipers measure subcutaneous fat at a few sites and assume a fixed relationship with total fat. Bioelectrical impedance sends a small current through you and reads the result as a proxy for water, which is itself a proxy for lean mass. DEXA images the body with two X-ray energies and separates fat, lean, and bone directly.
Each method measures a different proxy, so each carries its own systematic error, and the errors stack when you compare methods against each other. That's why your scale, your calipers, and the Navy formula rarely agree to the decimal point. Chasing agreement between them is a category error. The published validation literature quantifies each method's typical error against reference standards, and this reference compiles exactly those numbers.
The Compiled Error Table
The figures below come from published validation studies, each with its reference standard noted. We report ranges rather than single numbers because error varies with population, tester skill, and device. Treat the midpoints as planning figures and the ranges as honest uncertainty.
Two conclusions fall out immediately. First, the ranking is stable across studies: DEXA is the reference standard, the three tape-and-caliper methods cluster within a few points of each other, and single-frequency BIA devices are the most variable of the common options. Second, every home method is accurate enough to track change when used consistently, and none is accurate enough to argue about one-off readings.
Choosing a Method in Practice
For tracking at home, the Navy circumference method is the strongest default. It needs only a tape measure, it has the most published validation among tape methods, and its error stays stable across testers. Skinfold calipers are comparable once the tester practices, and the literature is blunt about this: inter-tester error drops sharply after a few dozen supervised measurements.
BIA scales are the most convenient and the most condition-dependent. Hydration, recent meals, even foot calluses move the reading by several points. If you use one, weigh in at the same time of day, fasted, and give its absolute value the widest error band.
DEXA is the choice when the number has to be trustworthy: research, medical decisions, or calibrating your home method against a reference. It also settles the classic question of whether your home method reads high or low. One scan answers it.
The Rule That Makes All Methods Work
Every validation study converges on the same practical advice: single readings are noise, trends are signal. A method with ±3.5% error, used monthly for six months, detects a real 3% change with high confidence. The same method used once can't even establish your starting point with certainty.
So the workflow writes itself. Pick one method. Take two readings per session under identical conditions and record the average. Judge the trend across 8 to 12 weeks. And if you ever switch methods, bridge them with a reference measurement, ideally a DEXA scan. Otherwise the series breaks.
Sources
FAQ
Which body fat method is most accurate?
DEXA, at roughly ±1–2% against chemical analysis, is the reference standard. Among home methods, the Navy circumference method (±3.5%) and practiced skinfold (±3.3–3.9%) lead the tape-based options.
Why do my scale and calipers disagree?
They measure different proxies, impedance versus subcutaneous fat versus circumference, and each carries published error of ±3–8%. A spread of several points between methods is normal and expected, not a malfunction.
Is BIA trustworthy?
For trends, yes, with discipline: same time of day, fasted, consistent hydration. For absolute values, treat single-frequency BIA readings as the widest-error option.
How often should I measure body fat?
Monthly, two readings per session, same conditions. That cadence turns a ±3.5% method into a reliable trend detector within a quarter.
Important disclaimer: Results are educational estimates, not a substitute for professional medical advice. Discuss your numbers with a clinician before acting on them.