Objectives: Taxis play a crucial role in urban transportation systems, and increased ride-hailing services have further solidified their importance. However, traffic safety issues concerning taxis remain insufficiently addressed. This study investigates the effect of key occupational factors, including demographic characteristics, financial burdens, driver fatigue and risky driving behavior, on traffic crashes involving both traditional and ride-hailing taxi drivers.
Methods: Given the potential differences between the two groups, which could lead to distinct causes of crashes, a comparative evaluation was conducted. Data were collected through self-reported surveys, involving 2039 traditional taxi drivers and 2181 ride-hailing taxi drivers. Six hypotheses were proposed to examine the relationships between these occupational factors and crash risks, with particular attention to demographic differences. Two structural equation models were employed to test the hypotheses.
Results: Significant differences were observed between the two groups. For traditional taxi drivers, traffic violations were the most significant factor directly influencing crash risk, whereas for ride-hailing taxi drivers, employment status played the most substantial role.
Conclusion: These findings provide valuable insights for policymakers, highlighting the need for differentiated interventions such as regulating entry qualifications, strengthening fatigue management and establishing reward systems for safe driving to reduce crash risks among distinct driver groups.
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