usually handheld BIA may be about 3 % off. calipers can vary on type of calipers used and person testing you. underwater weighing was considered the gold standard but there still may be a significant fluctuation in percentage. The only true way to tell is with a cadaver but screw that lol. BIA is a good reference point, there is no perfectly accurate method, just estimates.