Disclaimer: This calculator provides an estimation of body fat percentage based on formulas that use height, weight, age, and gender. These are estimations and may not be as accurate as clinical methods (e.g., DEXA scans, hydrostatic weighing). Body fat distribution and muscle mass can significantly influence results. The categories provided are general guidelines. Always consult with a qualified healthcare professional or certified fitness expert for personalized health assessments and advice.