The study examined the validity of simple and novel measures of generalized obesity- [body mass index (BMI, kg/m 2 ), fat mass index (FMI, kg/m 2 ), and body fat percent (BF%)] and central obesity- [waist circumference (WC, cm), waist-hip ratio (WHR), and waist-to-height ratio (WC/ht ratio)] against BF% and BMI as criteria. It also aimed to predict fat-free mass index (FFMI, kg/m 2 ), FMI, and BF% ranges for various BMI categories.