Body metric (suggestion for display name on app) Pipeline variable name (partial) or formula User-friendly description Precision examples Units
Body Fat % BF % = tina_fit The percentage of your body that is fat. One of the top predictors of long-term health, lifespan, metabolism and athletic performance. Improve your body fat percentage by losing fat, building muscle or both. 23.7 %
Lean Mass % LM % = 100 - BF % Your non-fat or muscle percentage (also including water, bone, etc.). 76.3 %
Fat Mass Fat Mass (lbs) = user weight (lbs) x BFM Decreasing fat mass is associated with improved health, lifespan and athletic performance. However, it is not as strong of an indicator as body fat % because body fat % incorporates both fat and lean mass. 39.6 lbs
Lean Mass Lean Mass (lbs) = user weight (lbs) x (100% - BFM) Your non-fat or muscle mass (also including water, bone, etc.). More lean mass is associated with better health, lifespan, metabolism and athletic performance. 127.4 lbs
Basal Metabolic Rate basalMetabolicRate, https://journals.physiology.org/doi/full/10.1152/ajpendo.2000.279.3.E539 Metabolism is the sum of all chemical processes that take place in your body. It is also the amount of energy (Calories) your body needs daily.

Track your daily caloric intake and eat under this number to lose weight or over to gain. In general, a higher metabolism means better health and faster weight-loss. Improve yours by building muscle and/or improving cardiovascular fitness (VO2 max).” | 2000 | Kcal (Cal) | | Weight | weightAsKg | Weight as inputted by the user. | 167 | kg | | Waist-To-Hip % | Waist-To-Hip = (waist circumference) / (hip circumference) | The waist-to-hip ratio (WHR) is a measure used to assess fat distribution around your waist, hips, and buttocks and assess if it’s putting your health at risk.

Health Risk* Women Men Low 0.80 or lower 0.95 or lower Moderate 0.81-0.85 0.96-1.0 High 0.86 or higher 1.0 or higher Sources: https://iris.who.int/bitstream/handle/10665/44583/9789241501491_eng.pdf;jsessionid=F8462A4E484B6E9CDC6B42822F6C1B2A?sequence=1 | 0.97 | n/a | | Neck | Neck_fit | Circumference measurement of the neck. | 16.1 | in | | Shoulders | Shoulder_fit | Circumference measurement of the shoulders at their widest location. | 43.2 | in | | Upper Chest | Upper_chest_fit | Circumference measurement of the upper chest at its widest location. | 44.2 | in | | Chest | Chest_fit | Circumference measurement of the chest close to the sternum. | 42.4 | in | | High Waist | Waist_fit | Circumference measurement of the high waist just above the belly button. | 38.6 | in | | Waist | Stomach_fit | Circumference measurement of the waist at its widest location, typically at around or below the belly button. | 39.8 | in | | Hips | Hips_fit | Circumference measurement of the hips that goes around the buttocks, typically at its widest location. | 39.3 | in | | Left Bicep | Mid_arm_left_fit | Circumference measurement of the left biceps muscle at its widest location, typically mid-arm. | 13.8 | in | | Right Bicep | Mid_arm_right_fit | Circumference measurement of the right biceps muscle at its widest location, typically mid-arm. | 13.7 | in | | Left Thigh | Thigh_left_fit | Circumference measurement of the left thigh at its widest location, typically mid-thigh. | 18.1 | in | | Right Thigh | Thigh_right_fit | Circumference measurement of the right thigh at its widest location, typically mid-thigh. | 17.8 | in | | Lower Left Thigh | Lower_thigh_left_fit | Circumference measurement of the left lower thigh, typically just above the knee. | 18.1 | in | | Lower Right Thigh | Lower_thigh_right_fit | Circumference measurement of the right lower thigh, typically just above the knee. | 17.8 | in | | Left Calf | Calf_left_fit | Circumference measurement of the left lower leg, typically around the calf muscles at their widest location. | 16.4 | in | | Right Calf | Calf_right_fit | Circumference measurement of the right lower leg, typically around the calf muscles at their widest location. | 16.3 | in |

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