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Shared e-scooters (SEs) are increasingly integrated into urban mobility systems, yet their role in commuting and contribution to sustainable transport remain insufficiently understood. This study examines SE commuting patterns in Malmo, Sweden, focusing on their use as both a first-/last-mile connection to public transport and a primary commuting mode. Using pre-pandemic trip data from a major SE
