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BODY METRICS

Body Adiposity Index Calculator — BAI from hip and height

Compute the Body Adiposity Index from hip circumference and height using the equation published by Bergman and colleagues, with no weight measurement needed.

The published equation takes hip circumference in centimetres and height in metres. Imperial entries are converted first.
Measured at the widest point around the buttocks, with the tape horizontal all the way round and snug without compressing. This is the only body measurement in the equation, so how you take it drives the whole result.
Standing height without shoes.
The published equation subtracts 18. It is exposed here so you can see how much of the result is the constant rather than the measurement, not because you should change it.
Not used by the Body Adiposity Index at all. Enter it only if you want the page to show the BMI that the same height and this weight would give, for comparison. Leave it at zero to skip.
Body Adiposity Index
 
Hip ÷ height1.5, before the constant
The height1.5 denominator
Change in BAI per 1 cm of hip
BMI for comparison, if weight entered
This page attaches no category, no risk statement and no verdict to any BAI value. It computes a published equation and reports what the paper behind it says. A clinician interprets body measurements, not a calculator.
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The body adiposity index calculator above applies one published equation to two measurements. Hip circumference in centimetres, divided by height in metres raised to the power one and a half, minus eighteen. That is the whole of it. The unusual thing about BAI, and the reason it exists, is that a scale is not involved anywhere.

Arb Digital builds free calculators that cite the paper behind the formula and say what the formula was and was not built to do. BAI is a research index with a specific derivation in two specific cohorts, and this page reports the number without wrapping a health judgement around it.

What This Body Adiposity Index Calculator Does

You enter hip circumference and height, in centimetres or inches. The tool converts to the units the published equation uses, computes the index, and shows you the working: the raw quotient before the constant is subtracted, the height denominator on its own, and how much the index moves for each additional centimetre of hip.

That third figure is worth more attention than it usually gets. Because the equation is linear in hip circumference, one centimetre of tape movement always changes BAI by the same amount for a given height, and at a height of 1.70 m that amount is about 0.45 percentage points. Knowing the sensitivity tells you how seriously to take a small change between two measurements.

The optional weight field does not feed the index. It exists only so the page can also show you the BMI that your height and that weight would produce, side by side, since the two numbers are frequently confused and are not interchangeable.

Where the Equation Comes From

The Body Adiposity Index was published by Richard N. Bergman and colleagues in A Better Index of Body Adiposity, in the journal Obesity in 2011. The equation was derived in the BetaGene study, a cohort of 1,733 Mexican-American adults, and then evaluated in the TARA study, a cohort of 223 African-American adults, against body fat measured by dual-energy X-ray absorptiometry.

Those two populations matter. The index was fitted to them, and the paper's own validation was in them. Anthropometric relationships differ between ancestries, between sexes and with age, and an equation fitted in Mexican-American and African-American adults does not automatically transfer to every other group. Later studies applying BAI in other populations have reported mixed agreement with reference methods, and that literature is not settled.

What BAI was derived to predict is specific: percentage body fat, in adults, as measured by DXA. It was proposed as an alternative to BMI that does not need weight and that could be used in field settings where a scale is impractical. It was not derived as a predictor of disease, and it is not a clinical standard.

The Formula / How It's Calculated

The published equation is BAI = hip circumference in centimetres ÷ height in metres1.5 − 18. The result is expressed as a percentage of body fat.

Work the defaults through by hand. Height 170 cm is 1.70 m. Raise 1.70 to the power 1.5 — that is 1.70 multiplied by the square root of 1.70, so 1.70 × 1.30384 = 2.21654. A hip circumference of 100 cm divided by 2.21654 gives 45.116. Subtract 18 and BAI is 27.12.

The sensitivity figure falls straight out of the same denominator. Each extra centimetre of hip adds 1 ÷ 2.21654 = 0.451 to BAI at this height. At 1.60 m the denominator is 2.0239 and each centimetre is worth 0.494; at 1.85 m it is 2.5164 and each centimetre is worth 0.397. Shorter people therefore see larger swings in BAI from the same tape error, which is a useful thing to know before comparing two people.

Note where the exponent sits. Height is raised to 1.5, not squared as it is in BMI and not left linear as it is in a waist-to-height ratio. That exponent was fitted, not chosen for elegance, and it is the reason BAI cannot be rearranged into any of the other indices.

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How BAI Differs From the Body Fat and BMI Tools

Our body fat calculator uses the US Navy circumference equations, which need height, neck and waist, and hip as well for women. It reports a fat percentage and a category. Our skinfold body fat calculator estimates the same quantity from caliper measurements at several sites. Both need more measurements than BAI and both are trying to model composition from several inputs.

BAI needs two numbers and no equipment beyond a tape and a wall. That is its entire proposition. The trade-off is that a single circumference cannot distinguish between fat and muscle in the hips and buttocks, so a very muscular lower body reads the same to this equation as a fatty one. It also ignores the waist completely, which means it carries no information at all about central fat distribution — the thing that our waist-to-hip ratio calculator and the ABSI calculator are specifically built to describe.

Against BMI the difference is starker still. Our BMI calculator relates weight to height squared and reports the categories that health services publish. BAI and BMI are not two versions of the same number: they use different measurements, have different units of meaning, and can move in opposite directions in the same person over time. Someone who loses fat and gains muscle in the legs may see BMI hold steady while BAI rises. Comparing a BAI figure against BMI thresholds is a category error, and it is the single most common misuse of this index.

Measuring the Hip Consistently

Everything here rests on one tape measurement, and hip circumference is less standardised than people assume. The World Health Organization expert consultation report on waist circumference and waist-hip ratio sets out the protocol issues in detail: the tape should sit at the maximum circumference over the buttocks, horizontal all the way round, snug enough to stay in place but not so tight that it compresses soft tissue, taken over minimal clothing with the person standing with feet together and weight evenly distributed.

Get any of that wrong consistently and your number is biased. Get it wrong inconsistently and your number is noise. A two-centimetre difference in where the tape sits moves BAI by about 0.9 percentage points at average height, which is larger than most of the changes people are trying to detect month to month.

The same report also documents that the relationship between circumference measurements and health outcomes varies by sex and by ethnic group. That caveat applies with particular force to an index derived in two specific populations.

What the Index Does Not Contain

BAI has no term for sex, and that is unusual for a body fat equation. Almost every other method — the Navy circumference equations, skinfold equations, and the reference methods they are fitted against — uses different coefficients for men and women, because at the same measurements men and women typically carry different proportions of fat. The original paper reported that BAI performed similarly across sexes in its cohorts, but a sex-blind equation is a strong assumption and later work has questioned how well it holds elsewhere.

It also has no term for age, no term for muscle mass, and no way to distinguish subcutaneous fat from visceral fat. A pregnant person, a competitive cyclist and a sedentary adult with the same hip and height all produce the same figure. This is the general limit of every anthropometric index and not a special defect of this one, but with only two inputs there is less to soften it.

If you want an estimate of lean tissue rather than fat, our lean body mass calculator works from a different set of equations, and the body roundness index calculator models the torso as an ellipse rather than fitting a regression to hip size. None of them is a measurement. All of them are models.

Reading the Number Without Overreading It

The output of this equation is a percentage, and percentages invite comparison against thresholds. This page publishes none, and that is deliberate. Body fat percentage reference ranges differ by source, by sex, by age and by the reference method used to establish them, and applying a range derived from DXA measurement to an estimate produced by a two-input regression stacks one uncertainty on another.

What the number can reasonably be used for is tracking, provided your measurement protocol is fixed. A series of BAI values taken the same way over several months carries some signal about direction of change, even though any single value carries a wide margin of error. That is true of every field method for body composition.

What it cannot be used for is diagnosis, and it is not evidence about anyone's health. No single index describes an individual. If a figure here concerns you, or you are trying to make sense of your own measurements, the person to ask is a qualified clinician who can see the rest of the picture.

Want tools like this built for your own audience?

Arb Digital designs and builds free interactive calculators that cite the paper behind the formula, show the working, and stay on the right side of the line between information and advice. Browse what we have already published, or tell us what your audience keeps searching for.

Browse the Free Tools Hub Talk to Arb Digital

Common Mistakes to Avoid

  • Putting height in centimetres. The equation needs metres. Using 170 instead of 1.70 produces a value near minus eighteen and looks obviously wrong, which is at least a helpful failure mode.
  • Comparing BAI against BMI categories. They are different quantities with different units of meaning. BMI thresholds say nothing about a BAI figure.
  • Measuring the hip in a different place each time. Two centimetres of tape movement is worth around 0.9 points of BAI at average height, larger than most real changes.
  • Assuming it works equally everywhere. The equation was fitted in Mexican-American adults and evaluated in African-American adults. Agreement in other populations is mixed in the literature.
  • Treating an estimate as a measurement. BAI models body fat from two numbers. DXA and similar reference methods measure it. The gap between those is not small.

Related Free Tools From Arb Digital

Compare with the body fat calculator and the skinfold body fat calculator for methods that use more measurements, the BMI calculator for the standard published categories, the ABSI calculator and body roundness index calculator for indices built around the waist, the waist-to-hip ratio calculator for fat distribution, and the lean body mass calculator for the other side of composition. Everything else is on the free online tools hub.

Frequently Asked Questions

What is the Body Adiposity Index formula?

BAI is hip circumference in centimetres divided by height in metres raised to the power 1.5, minus 18. It was published by Bergman and colleagues in the journal Obesity in 2011 and is expressed as a percentage of body fat.

Why does BAI not need body weight?

That was the point of it. The equation was proposed for settings where a scale is impractical, so it uses only a tape measure and a height, and weight does not appear anywhere in the calculation.

Which populations was BAI developed in?

It was derived in the BetaGene study of 1,733 Mexican-American adults and evaluated in the TARA study of 223 African-American adults, against body fat measured by dual-energy X-ray absorptiometry. Agreement in other populations has been mixed in later work.

Is BAI more accurate than BMI?

They measure different things, so accuracy is not directly comparable. BAI estimates body fat percentage from hip and height; BMI relates weight to height squared and does not claim to estimate fat percentage at all. This page makes no claim that either is better.

What is a normal BAI value?

This page publishes no reference range and attaches no category to any value. Body fat reference ranges differ by source, sex, age and the reference method used, and applying them to a two-input estimate compounds the uncertainty.

Why does the same tape error matter more for shorter people?

Because the height denominator is smaller. At 1.60 m each centimetre of hip is worth about 0.49 points of BAI, while at 1.85 m it is worth about 0.40. The calculator shows this sensitivity for your own height.

Does BAI account for muscle?

No. A single hip circumference cannot distinguish muscle from fat, and the equation has no term for sex, age or activity. A muscular lower body and a fatty one of the same circumference produce the same number.

This page is a calculation tool for general information only. It is not medical advice, it does not diagnose or assess any condition, and it attaches no health category or risk statement to any result. The Body Adiposity Index is a research index, not a clinical standard, and it estimates rather than measures body fat. If you have questions about your measurements or your health, speak to a qualified clinician.

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