This is true in general. Look [0]. Especially for women who are slightly overweight, BMI underestimates body fat. People complain that BMI isn't accurate, but it's not the dunk they think it is, more accurate measures often paint an even worse picture.

[0]: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2877506/