Log in

The impact of drivers’ short-term exposure to air pollution on traffic deaths

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Air pollution may decrease drivers’ driving performance thus leading to traffic accidents, but this impact is almost ignored in existing literature. We investigate the short-term effect of air pollution on traffic deaths using the high-dimensional fixed effect model and instrument variable method based on the daily-city panel data in China from 2013 to 2018. The results show that drivers’ short-term exposure to air pollution significantly increases the number of traffic deaths. For every 1 ug/m3 increase of PM2.5 concentration each day, the daily number of traffic deaths will increase by 0.64%. The impacts of air pollution on traffic deaths can last for 2 days. We also find that impact varies from different driver groups.The male, the young (age under 22), the elderly (age over 60), and the two-wheeler drivers are more vulnerable. Worse air pollution may associate with more bad driving behaviors and less good manners. In this article, we reveal a new factor that leads to traffic deaths, i.e., air pollution, and we also put forward some prevention strategies which may provide policy references for traffic safety.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Data availability

The datasets used during the current study are available from the corresponding author on reasonable request.

Notes

  1. We will discuss about the validity of thermal inversion as an instrumental variable in the following variables and data part.

  2. https://wenshu.court.gov.cn/

  3. http://www.cnemc.cn/

  4. https://www.nasa.gov

  5. AQI is used to measure the concentration of main pollutants, and the most important pollutants in China from 2013 to 2018 are PM2.5 or PM10, so AQI mainly reflects the concentration of particulate pollutants.

References

  • Arceo E, Hanna R, Oliva P (2016) Does the effect of pollution on infant mortality differ between develo** and developed countries? Evidence from Mexico City. Econ J 126

  • Bakian AV, Huber RS, Coon H, Gray D, Wilson P, McMahon WM, Renshaw PF (2015) Acute air pollution exposure and risk of suicide completion. Am J Epidemiol. 181(5).

  • Chen S, Chen T (2014) Air pollution and public health: evidence from sulfur dioxide emission of coal-fired power stations in China. 49:158–69+83.

  • Claeson AS, Liden E, Nordin M, Nordin S (2013) The role of perceived pollution and health risk perception in annoyance and health symptoms: a population-based study of odorous air pollution. International Archives of Occupational and Environmental Health 86(3).

  • Correia S, Guimaraes P, Zylkin T (2020) Fast Poisson estimation with high-dimensional fixed effects. Stata J 20(1).

  • Cortez-Lugo M, Moreno-Macias H, Holguin-Molina F, Chow JC, Watson JG, Gutiérrez-Avedoy V, Mandujano F, Hernández-Ávila M, Romieu I (2008) Relationship between indoor, outdoor, and personal fine particle concentrations for individuals with COPD and predictors of indoor-outdoor ratio in Mexico city. J Exposure Sci Environ Epidemiol 18(1).

  • Dales RE, Cakmak S, Vidal CB (2009) Air pollution and hospitalization for headache in Chile. Am J Epidemiol 170(8).

  • Doiron D, de Hoogh K, Probst-Hensch N, Mbatchou S, Eeftens M, Cai Y, Schindler C, Fortier I, Hodgson S, Gaye A, Stolk R, Hansell A (2017) Residential air pollution and associations with wheeze and shortness of breath in adults: a combined analysis of cross-sectional data from two large European Cohorts. Environ Health Perspect 125:097025

    Article  Google Scholar 

  • Faria MV, Baptista PC, Farias TL, Pereira JMS (2020) Assessing the impacts of driving environment on driving behavior patterns. Transportation. 47(3).

  • Fu Z, Zhao H, Chen J, Yu M (2019) Influence model of social network traffic information on the travel mode choice behavior. J Transp Syst Eng Inf Technol 19:22–29

    Google Scholar 

  • Fu SH, Gu YZ (2017) Highway toll and air pollution: evidence from Chinese cities. Journal of Environmental Economics and Management. 83

  • Gu H, Yan W, Elahi E, Cao Y (2020) Air pollution risks human mental health: an implication of two-stages least squares estimation of interaction effects. Environ Sci Pollut Res 27(2).

  • Guarnieri M, Balmes JR (2014) Outdoor air pollution and asthma. The Lancet 383:1581–1592

    Article  CAS  Google Scholar 

  • Hu B, Wei L, Dai J, Lu J, Zhang D, Feng X (2019) Meta-analysis on the influence of short-term exposure of carbon monoxide on mortality in China. Modern Preventive Medicine 46:2144–8+62.

  • Huang S (2013) Research on safety and early warning technology of highway traffic in fog. Chang’an University.

  • Jacobs M, Hart EP, Miranda YM, Groeneveld GJ, van Gerven JMA, Roos RAC (2018) Altered driving performance of symptomatic Huntington’s disease gene carriers in simulated road conditions. Traffic Inj Prev 19(7):708–714

    Article  Google Scholar 

  • Jazani RK, Saremi M, Rezapour T, Kavousi A, Shirzad H (2015) Influence of traffic-related noise and air pollution on self-reported fatigue. International Journal of Occupational Safety and Ergonomics. 21(2).

  • Jerrett M, Burnett R, Pope C, Ito K, Thurston G, Krewski D, Shi Y, Calle E, Thun M (2009) long-term ozone exposure and mortality. N Engl J Med 360:1085–1095

    Article  CAS  Google Scholar 

  • Ji M, Yang S, Zhao X, Bao X, You X (2011) The role of risk perception and hazardous attitudes in the effects of risk tolerance on safety operation behaviors among airline pilots. Acta Psychol Sin 43:1308–1319

    Google Scholar 

  • Jia Y, Zhang L, Duan Y (2016) Associations of anger while driving and driving style with aggressive behaviors in drivers. Chin J Public Health 32:1373–1377

    Google Scholar 

  • Kaplan S, Guvensan MA, Yavuz AG, Karalurt Y (2015) Driver behavior analysis for safe driving: a survey. IEEE Transactions on Intelligent Transportation Systems. 16(6).

  • Lee B-J, Kim B, Lee K (2014) Air pollution exposure and cardiovascular disease. Toxicological Research 30:71–75

    Article  CAS  Google Scholar 

  • Li L, Yan M, Wang T, Wang W, Gu Y (2019) Influence of fatigue driving on unsafe driving behaviors of drivers based on TPB. J **’an Univ Sci Technol 39(06):979–984

    Google Scholar 

  • Li X, Chen H, Li Y (2020) The effect of air pollution on migration: evidence from China. Environmental Science and Pollution Research. 27(11).

  • Liu N, Zhou H, Cao Y, Tang C (2017) A study on influencing factors of driver’s steering behavior in vehicle and two-wheelers accidents. Sci Technol Eng 17:344–348

    Google Scholar 

  • Long K, He L, Gong X (2011) Effects of countdown timer on driver behavior after the onset of yellow light. J Saf Environ. 11(02).

  • Lyu N, Cao Y, Wu C, Xu J, **e L (2018) The effect of gender, occupation and experience on behavior while driving on a freeway deceleration lane based on field operational test data. Accident analysis and prevention. 121

  • Oglesby L, Kunzli N, Monn C, Schindler C, Ackermann-Liebrich U, Leuenberger P (2000) Validity of annoyance scores for estimation of long term air pollution exposure in epidemiologic studies - The Swiss Study on Air Pollution and Lung Diseases in Adults. American Journal of Epidemiol. 152.

  • Pantangi SS, Fountas G, Anastasopoulos PCh, Pierowicz J, Majka K, Blatt A (2020) Do High Visibility Enforcement programs affect aggressive driving behavior? An empirical analysis using Naturalistic Driving Study data. Accident analysis and prevention. 138.

  • Shi D, Yu H (2020) Reevaluating the subjective welfare loss of air pollution. Journal of Cleaner Production 257.

  • Sun L, Chang R (2014) A study on driving styles of commercial driver. Chin J Ergon 20(03).

  • Szyszkowicz M (2009) Air pollution and ED visits for chest pain. American Journal of Emergency Medicine 27(2).

  • Wang J, Wang Q, Gao F (2019) The relationship between air quality and residents’ happiness——a study from the perspective of suicide rate. Review of Investment Studies 38:89–100

    Google Scholar 

  • Wang H, Zhu Y, Peng L, Su H (2018) A review of emotional induction and recognition of drivers. J Transport Inf Saf 36:1–6+50.

  • Wang N (2018) Analysis of haze influencing traffic safety. People’s Transportation. 64–5.

  • Wu S, Chen X, Gao Y, Chen W (2019) Study on driving behavior characteristics in foggy environment. J Qingdao Univ Technol 40:101–105

    Google Scholar 

  • **ng Y, Xu Y, Shi M, Lian Y (2016) The impact of PM2.5 on the human respiratory system. Journal of Thoracic Disease 8(1).

  • Yan X, Zhang H, Wu C, Mao Z, Lei H (2013) Research Progress and prospect of road traffic driving behavior. Journal of Transport Information and Safety 31:45–51

    Google Scholar 

  • Yu H, Liao et al (2021) Environmental regulation and corporate tax avoidance: A quasi-natural experiments study based on China’s new environmental protection law[J]. J Environ Manag 296

  • Zhang L, Liu T, Pan F, Guo T, Liu R (2014) Analysis of effects of driver factors on road traffic accident indexes. China Safety Science Journal 24:79–84

    Google Scholar 

  • Zheng S, Zhang X, Sun W, Wang J (2019) The effect of a new subway line on local air quality: a case study in Changsha. Transportation Research Part D 68

Download references

Funding

This paper is financially supported by the National Natural Science Foundation of China (Grant No. 72004170), National Outstanding Youth Science Fund Project of China (Grant No. 71725007), Chinese National Funding of Social Science (Grant No. 19ZDA083), and the Fundamental Research Funds for the Central Universities(Grant No. 2020SK040).

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the study conception and design. Data collection and analysis were performed by Daqian Shi, Jie Fu and Hongwei Yu. The first draft of the manuscript was written by Ziwei Liu and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Hongwei Yu.

Ethics declarations

Ethics approval and consent to participate

Not applicable.

Consent to publication

Not applicable.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Lotfi Aleya

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shi, D., Liu, Z., Fu, J. et al. The impact of drivers’ short-term exposure to air pollution on traffic deaths. Environ Sci Pollut Res 29, 61323–61333 (2022). https://doi.org/10.1007/s11356-022-20230-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-022-20230-0

Keywords

Navigation