Wadsley-Roth shear structures represent a promising and high performance class of high-voltage Nb- and W-based anode materials that intrinsically avoid SEI formation, are capable of mulitelectron redox, and suppress large lattice expansion. Currently, there is huge momentum to design faster charging batteries. Wadsley-Roth materials, typically described by their block size, have been found to display outstanding charge storage at fast rates. Within this class of materials, however, there is significant diversity in terms of block size and block arrangement. It is understood that these materials as a class are all generally high performance, but what differentiates them between each other and why? Through data aggregation and visualization, we quantitatively relate the role of shear to rate performance. We find that the structures which have block arrangements with lower amounts edge-sharing polyhedra are capable of higher capacity retention at fast rates. Our findings suggest there is an optimal amount of shear for high-rate Wadsley-Roth materials, too little and the structure will have insufficient stability, too much and the structure will have insufficient channels for Li transport. We develop more nuanced understanding on the relationship between crystallographic features and high-rate properties, informing future material design strategies for fast-charging Li-ion batteries.