Body segment inertial parameters (BSIP) were estimated from 3D body scans of 688 children between 2 and 13 years old. The dataset includes the BSIP normalized by body mass and segment length for every child + the proposed regressions of these BSIPs based on age (together with two other sets of regressions from the literature).