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Impact of Driver’s Age and Gender, Built Environment, and Road Conditions on Crash Severity: A Logit Modeling Approach

Author

Listed:
  • Dongkwan Lee

    (Gangwon Institute, Chuncheon 24265, Republic of Korea)

  • Jean-Michel Guldmann

    (Department of City and Regional Planning, The Ohio State University, Columbus, OH 43210, USA)

  • Burkhard von Rabenau

    (Department of City and Regional Planning, The Ohio State University, Columbus, OH 43210, USA)

Abstract

The purpose of this research is (1) to investigate the relationship between crash severity and the age and gender of the at-fault driver, the socio-economic characteristics of the surrounding environment, and road conditions, and (2) to explain the probability of a bodily injury crash, including fatality, with the alternative being a property damage only crash. In contrast to earlier research that has focused on young and old drivers, age is considered here on its lifetime continuum. A logit model is adopted and the gender and age of the at-fault drivers are part of the independent explanatory variables. The unit of analysis is the individual crash. Since age is a continuous variable, this analysis shows more precisely how age impacts accident severity and identifies when age has little effect. According to the results, the type of vehicle, timing of the crash, type of road and intersection, road condition, regional and locational factors, and socio-economic characteristic have a significant impact on crashes. Regarding the effect of age, when an accident occurs the probability of bodily injury or fatality is 0.703 for female drivers, and 0.718 for male drivers at 15 years of age. These probabilities decline very slightly to 0.696 and 0.711, respectively, around 33 years of age, then very slightly increase to 0.697 and 0.712, respectively, around 47.5 years of age. The results show that age affects crash severity following a polynomial curve. While the overall pattern is one of a downward trend with age, this trend is weak until the senior years. The policy implications of the results are discussed.

Suggested Citation

  • Dongkwan Lee & Jean-Michel Guldmann & Burkhard von Rabenau, 2023. "Impact of Driver’s Age and Gender, Built Environment, and Road Conditions on Crash Severity: A Logit Modeling Approach," IJERPH, MDPI, vol. 20(3), pages 1-22, January.
    • Handle: RePEc:gam:jijerp:v:20:y:2023:i:3:p:2338-:d:1049516
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    References listed on IDEAS

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