New trends in personal e-mobility devices have created an extremely diverse range of vehicle geometries and speed capabilities. E-mobility devices could include e-bikes, youth ATVs, e-scooters, hoverboards, electric skateboards, and several different configurations of unicycles, among others. These devices might be tested by battery manufacturers, OEMs, and regulatory bodies, and doing so without a rider and in a laboratory setting allows for the most controlled, safe, and repeatable analysis.