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Key Words: Multiple regression. Abstract Percentage of body fat, age, weight, height, and ten body circumference measurements (e.g., abdomen) are recorded for 252 men. Body fat, one measure of health, has been accurately estimated by an underwater weighing technique. good fat Fitting body fat to the other measurements using multiple regression provides a convenient way of estimating body fat for men using only a scale good fat and a measuring tape. This dataset can be good fat used to show students the utility of multiple regression and to provide practice in model building. 1. Introduction 1 A variety of popular health books suggest that readers assess their health, at least in part, by estimating their percentage of body fat. Bailey (1994, pp. 179-186), for instance, presents tables of estimates based on age, gender, and various skinfold measurements obtained using a caliper.
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