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Shared e-scooters are sometimes presented as a sustainable mobility option, but their environmental impact depends on their utilization. When utilization is low, idle e-scooters increase operational costs and decrease overall energy efficiency. This thesis explores whether neighborhood-level built environment and socio-demographic characteristics influence the usage efficiency of shared e-scooters
