Wearable sensor and optimization algorithm enable subject trajectory estimation. K-means cluster analysis reveals two distinct groups based on turning technique. Groups exhibit different adaptations to 20.5 kg load carriage. Load carriage eliminates group differences in turning technique. Future use of method includes informing training plans and equipment modifications.