Body Composition
As of 2026-04-24
How Body Fat Percentage Calculator works
Methodology for the Body Fat Percentage Calculator: formulas, coefficients, data sources, assumptions, and known limitations.
Scope
Estimates body fat percentage using the U.S. Navy circumference method.
Formula
Men: %BF = 86.010*log10(abdomen - neck) - 70.041*log10(height) + 36.76. Women: %BF = 163.205*log10(waist + hip - neck) - 97.684*log10(height) - 78.387.
Coefficients
| Parameter | Value | Note |
|---|---|---|
| Inputs | Neck, waist/abdomen, hip (F), height | |
| Units | inches (formula native) |
Data sources
Assumptions
- Tape measurements are taken at the anatomical landmarks specified by the original Navy protocol.
Approximation range
Typical RMSE vs DXA: 3–4 percentage points for adults inside the Navy cohort's demographic range.
Limitations
- Heavily influenced by abdominal girth; very muscular midsections or unusually wide shoulders mis-predict.
- Female formula requires consistent measurement of the hip's widest point; user error dominates residuals.
Reproducibility
Male, height 70 in, neck 16, abdomen 35: %BF = 86.010*log10(35-16) - 70.041*log10(70) + 36.76 ≈ 15.8%.
Change log
- 2026-04-24: methodology page first published.
Related tools
- BMI Calculator — Calculate BMI quickly with a plain-language range explanation and limitations.
- Ideal Weight Calculator — Compare Devine, Robinson, Miller, and Hamwi formulas as a realistic range.
- Waist-to-Hip Ratio Calculator — Calculate waist-to-hip ratio and assess body composition using WHO guidelines.
- FFMI Calculator — Calculate Fat-Free Mass Index to gauge muscularity and compare against natural benchmarks.