“…Personal mobility refers to all aspects related to time management (time gain, predictability, comparability, planning, and flexibility) and (choice of) route. Cost of ownership refers to the total cost of ownership as it is in [52]-the purchase cost of the vehicle but also the operational costs (i.e., charging costs) and the non-operational costs (i.e., battery pack, maintenance, leasing, fines) for the electric bicycles. The category of Traffic safety, on the other hand, can be divided into the following categories: infrastructure, visibility, conflicts, and legislative knowledge of the user and others.…”