While micromobility offers flexible solutions for first and last mile transportation, harmonizing with the existing public transportation, it raises substantial safety concerns, especially when overtaken by vehicles. Since the road infrastructure and regulations for micromobility have not kept pace with the rapid expansion, understanding the unique safety issues related to micromobility remains a critical task. This study aims to investigate the influence of cross-modal experience—drivers' direct experience with micromobility and road conditions on overtaking behavior towards micromobility, which includes e-scooters and bicycles, representatively. Using a VR-based simulator experiment, data were collected from 30 participants to analyze overtaking behavior. A linear mixed model was applied to assess how these factors impact driver's behaviors, such as lateral clearance, overtaking speed, and gaze fixation counts. The results indicate that drivers with cross-modal experience maintain wider lateral clearances when overtaking both e-scooters and bicycles, reflecting heightened awareness of micromobility safety needs. Additionally, poor road conditions make drivers increase lateral clearance and gaze fixation, emphasizing the importance of road infrastructure in ensuring safety. However, cross-modal experience did not significantly affect overtaking speed and road conditions for e-scooters. Conversely, a significant interaction with bicycles highlights the complexity of driving behavior and the need for comprehensive safety strategies. These findings support the development of educational programs promoting cross-modal experiences and targeted infrastructure improvements, such as dedicated e-scooter lanes, to enhance road safety for all users.
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