Precipitation Effects on Motor Vehicle Crashes Vary by Space, Time, and Environmental Conditions

J. D. Tamerius Department of Geographical and Sustainability Sciences, The University of Iowa, Iowa City, Iowa

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X. Zhou Department of Management Sciences, Tippie College of Business, The University of Iowa, Iowa City, Iowa

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R. Mantilla Department of Civil and Environmental Engineering, The University of Iowa, Iowa City, Iowa

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T. Greenfield-Huitt Highways Division, Iowa Department of Transportation, Ames, Iowa

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Abstract

Numerous studies have shown that precipitation has a significant impact on motor vehicle crashes. Hourly weather radar data with a 4-km resolution and over 600 000 crashes from 2002 to 2012 in Iowa are used to assess the effects of precipitation on motor vehicle crashes. Using a matched pairs analysis, this study finds that the relative accident risk (RAR) across the state during the study period was 1.69 [1.66, 1.71]. However, RAR increased to as high as 3.7 [3.6, 4.0] and as low as 1.1 [1.0, 1.2] for frozen and liquid precipitation types, respectively. RAR also varied significantly by hour of the day, with RAR near 2 in the late afternoon and 1.3 during the early morning hours, suggesting an interaction effect between precipitation and traffic volume and/or density on crash risk. The study also shows that interstates and major highways tend to have higher RAR than smaller roads, and it was able to identify locations that are particularly sensitive to precipitation with regard to crashes. This study can be used to inform future studies on the effects of weather and climate change on crashes.

Supplemental information related to this paper is available at the Journals Online website: http://dx.doi.org/10.1175/WCAS-D-16-0009.s1.

Corresponding author address: James D. Tamerius, Department of Geographical and Sustainability Sciences, The University of Iowa, 316 Jessup Hall, Iowa City, IA 52242. E-mail: james-tamerius@uiowa.edu

Abstract

Numerous studies have shown that precipitation has a significant impact on motor vehicle crashes. Hourly weather radar data with a 4-km resolution and over 600 000 crashes from 2002 to 2012 in Iowa are used to assess the effects of precipitation on motor vehicle crashes. Using a matched pairs analysis, this study finds that the relative accident risk (RAR) across the state during the study period was 1.69 [1.66, 1.71]. However, RAR increased to as high as 3.7 [3.6, 4.0] and as low as 1.1 [1.0, 1.2] for frozen and liquid precipitation types, respectively. RAR also varied significantly by hour of the day, with RAR near 2 in the late afternoon and 1.3 during the early morning hours, suggesting an interaction effect between precipitation and traffic volume and/or density on crash risk. The study also shows that interstates and major highways tend to have higher RAR than smaller roads, and it was able to identify locations that are particularly sensitive to precipitation with regard to crashes. This study can be used to inform future studies on the effects of weather and climate change on crashes.

Supplemental information related to this paper is available at the Journals Online website: http://dx.doi.org/10.1175/WCAS-D-16-0009.s1.

Corresponding author address: James D. Tamerius, Department of Geographical and Sustainability Sciences, The University of Iowa, 316 Jessup Hall, Iowa City, IA 52242. E-mail: james-tamerius@uiowa.edu

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  • Abdel-Aty, M., Ekram A.-A. , Huang H. , and Choi K. , 2011: A study on crashes related to visibility obstruction due to fog and smoke. Accid. Anal. Prev., 43, 1730–1737, doi:10.1016/j.aap.2011.04.003.

    • Search Google Scholar
    • Export Citation
  • Andrey, J., and Yagar S. , 1993: A temporal analysis of rain-related crash risk. Accid. Anal. Prev., 25, 465–472, doi:10.1016/0001-4575(93)90076-9.

    • Search Google Scholar
    • Export Citation
  • Andrey, J., Mills B. , Leahy M. , and Suggett J. , 2003: Weather as a chronic hazard for road transportation in Canadian cities. Nat. Hazards, 28, 319–343, doi:10.1023/A:1022934225431.

    • Search Google Scholar
    • Export Citation
  • Austin, P. C., and Small D. S. , 2014: The use of bootstrapping when using propensity-score matching without replacement: A simulation study. Stat. Med., 33, 4306–4319, doi:10.1002/sim.6276.

    • Search Google Scholar
    • Export Citation
  • Basagaña, X., Escalera-Antezana J. P. , Dadvand P. , Llatje Ã’. , Barrera-Gómez J. , Cunillera J. , Medina-Ramon M. , and Pérez K. , 2015: High ambient temperatures and risk of motor vehicle crashes in Catalonia, Spain (2000–2011): A time-series analysis. Environ. Health Perspect., 123, 1309–1316, doi:10.1289/ehp.1409223.

    • Search Google Scholar
    • Export Citation
  • Doherty, S. T., Andrey J. C. , and Marquis J. C. , 1993: Driver adjustments to wet weather hazards. Climatol. Bull., 27, 154–164.

  • Edwards, J. B., 1999: The temporal distribution of road accidents in adverse weather. Meteor. Appl., 6, 59–68, doi:10.1017/S1350482799001139.

    • Search Google Scholar
    • Export Citation
  • Eisenberg, D., and Warner K. E. , 2005: Effects of snowfalls on motor vehicle collisions, injuries, and fatalities. Amer. J. Public Health, 95, 120–124, doi:10.2105/AJPH.2004.048926.

    • Search Google Scholar
    • Export Citation
  • Fridstrøm, L., Ifver J. , Ingebrigtsen S. , Kulmala R. , and KrogsgÃ¥rd Thomsen L. , 1995: Measuring the contribution of randomness, exposure, weather, and daylight to the variation in road accident counts. Accid. Anal. Prev., 27, 1–20, doi:10.1016/0001-4575(94)E0023-E.

    • Search Google Scholar
    • Export Citation
  • Hambly, D., Andrey J. , Mills B. , and Fletcher C. , 2013: Projected implications of climate change for road safety in Greater Vancouver, Canada. Climatic Change, 116, 613–629, doi:10.1007/s10584-012-0499-0.

    • Search Google Scholar
    • Export Citation
  • Jaroszweski, D., and McNamara T. , 2014: The influence of rainfall on road accidents in urban areas: A weather radar approach. Travel Behav. Soc., 1, 15–21, doi:10.1016/j.tbs.2013.10.005.

    • Search Google Scholar
    • Export Citation
  • Jaroszweski, D., Chapman L. , and Petts J. , 2010: Assessing the potential impact of climate change on transportation: The need for an interdisciplinary approach. J. Transp. Geogr., 18, 331–335, doi:10.1016/j.jtrangeo.2009.07.005.

    • Search Google Scholar
    • Export Citation
  • Jung, S., Qin X. , and Noyce D. A. , 2010: Rainfall effect on single-vehicle crash severities using polychotomous response models. Accid. Anal. Prev., 42, 213–224, doi:10.1016/j.aap.2009.07.020.

    • Search Google Scholar
    • Export Citation
  • Keay, K., and Simmonds I. , 2005: The association of rainfall and other weather variables with road traffic volume in Melbourne, Australia. Accid. Anal. Prev., 37, 109–124, doi:10.1016/j.aap.2004.07.005.

    • Search Google Scholar
    • Export Citation
  • Keay, K., and Simmonds I. , 2006: Road accidents and rainfall in a large Australian city. Accid. Anal. Prev., 38, 445–454, doi:10.1016/j.aap.2005.06.025.

    • Search Google Scholar
    • Export Citation
  • Lin, Y., and Mitchell K. E. , 2005: The NCEP stage II/IV hourly precipitation analyses: Development and applications. 19th Conf. on Hydrology, San Diego, CA, Amer. Meteor. Soc., 1.2. [Available online at https://ams.confex.com/ams/Annual2005/techprogram/paper_83847.htm.]

  • Manly, B. F. J., 2006: Randomization, Bootstrap and Monte Carlo Methods in Biology. 3rd ed. Chapman & Hall/CRC, 480 pp.

  • Qin, X., Noyce D. , Lee C. , and Kinar J. , 2007: Snowstorm event-based crash analysis. Transp. Res. Rec., 1948, 135–141, doi:10.3141/1948-15.

    • Search Google Scholar
    • Export Citation
  • Qiu, L., and Nixon W. , 2008: Effects of adverse weather on traffic crashes: Systematic review and meta-analysis. Transp. Res. Rec., 2055, 139–146, doi:10.3141/2055-16.

    • Search Google Scholar
    • Export Citation
  • U.S. DOT, 2011: How do weather events impact roads? [Available online at http://ops.fhwa.dot.gov/weather/q1roadimpact.htm.]

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