For Reby, a start-up that manages a fleet of shared electric kick scooters, we created an algorithm that computes how the demand is distributed in the city. We use open data from the city and private usage data to predict when and where a kick scooter will be needed. This allows us to design a relocation strategy that maximizes fleet performance and optimize distribution routes.