For many years, Body Mass Index (BMI) was the primary measurement used to evaluate risk of obesity and associated health conditions. A new study, however, suggests that BMI is a poorly utilized measure of mortality risk, as it overlooks more than half of individuals considered to be at risk, at the same time, incorrectly categorizing muscular athletes as obese. Inaccurate estimations of risk factors often lead to inappropriate preemptive exercise prescriptions designed to mitigate risks basing them on erroneous BMI calculations. This study, published in the Annals of Family Medicine, reveals measuring body fat percentage via bioelectrical impedance analysis (BIA) is significantly more effective at predicting heart disease and premature death. Considering medications for obesity like Ozempic and Wegovy are issued on BMI criteria, experts claim that now is the time to redesign our health metrics.
The BMI Paradox: High Specificity, Poor Sensitivity

People have criticized the way Body Mass Index (BMI) is calculated as weight (kg) divided by height squared (m²) because it can’t tell the difference between fat and muscle. The new study backs this up: while BMI ≥30 had 95% specificity in men and 99% in women (correctly identifying non-obese individuals), its sensitivity was shockingly low at 36% and 49%, respectively.
This is why studies often find a U- or J-shaped link between BMI and death, with people who are moderately overweight sometimes living longer than people with “normal” BMI. The real problem is that BMI doesn’t account for “normal-weight obesity,” which is when a person is considered mildly obese based on their weight-to-height ratio but actually has a lot of fat.
Body Fat Percentage: A 262% Higher Risk of Heart Death

The research followed 4,252 adults in the United States over a period of 15 years, evaluating their BMI in comparison to body fat measured through BIA. The results were stark:
- Carrying high body fat (≥27% in men, ≥44% in women) increased the risk of all-cause mortality by 78%.
- High body fat individuals had 3.6 times greater mortality due to heart disease.
At the same time, BMI demonstrated no statistically significant association with mortality at all, which highlights its lack of credibility. “This is the ultimate Coke vs. Pepsi test,” explained lead researcher Arch Mainous. “BMI failed.”
The Hidden Danger of “Skinny Fat”

Perhaps the most overlooked aspect of BMI is identifying normal-weight obesity individuals with dangerously high fat levels relative to their weight class. Such individuals usually carry visceral fat (fat surrounding vital organs), which can cause inflammation, insulin resistance, and heart diseases.
Weak electrical currents flowing through a person’s body are utilized in bioelectrical impedance (body composition analysis) as a muscle fat measuring technique. As nutritionist Kristin Kirkpatrick pointed out, “It’s not just total fat, but where the fat is stored.” There are two types of fats that can be found in the body; as described above, subcutaneous fat (under the skin) and visceral fat.
Why BMI Persists And Why That’s Changing
BMI was everywhere because it was so easy to use just a scale and a tape measure. But BIA devices are now less than $300, which makes them possible for clinics to buy. DEXA scans (the gold standard) are still expensive ($400–$500 per scan), but BIA is a good middle ground.
Insurance problems are also a problem. People with a lot of body fat but a “normal” BMI are often turned down for Ozempic and Wegovy. Dr. Frank Orlando says this needs to change because “we’re missing patients who need treatment.”
Global Implications: Asia’s Lower BMI Cutoffs

The shortcomings of BMI are exacerbated in multicultural contexts. While the WHO considers obesity a BMI of 30 or greater, most Asian countries set the threshold at 25 because of elevated diabetes and cardiovascular disease risks associated with lower BMIs. South Korea, for instance, classifies a BMI of 25 and above as obesity after discovering a diabetes prevalence rate 6.5 times higher at that level.
This reinforces the argument for Body Fat Percentage as a global standard and highlights the problems of BMI’s ethnocentrism in South Korean obesity studies which relied heavily on Caucasian populations.
The Future: From BMI to Personalized Fat Measurement

Forecast shows movement toward these combined metrics:
- Waist measurement (associated with heart disease)
- Body fat via BIA
- Visceral fat scans
As cited in 9, Dr. Andrew Freeman has noted, “The magnitude of risk we found is enormous. It’s scary that we’ve relied on BMI for so long.” With the widespread adoption of BIA scales in households and clinics, we are likely witnessing the demise of BMI.
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