But the differences between the metabolically healthy obese and the metabolically abnormal obese are inconsistent. And, though age, sex, ethnicity, waist circumference, physical activity, smoking, and alcohol consumption all correlate with metabolic phenotypes, the BMI is unable to distinguish between the two groups.