Skip to main content

Advertisement

Log in

The impact of temperature, rainfall, and health worker density index on road traffic fatalities in Pakistan

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

Abstract

A road traffic accident is a burning issue because the cost of road accidents is about 2% of gross domestic product in Pakistan. This paper explores the relationship between health force density index, temperature, rainfall, road lengths, and road traffic fatalities in Pakistan from 1985 to 2016. The stationarity was determined with the help of four-unit root tests. The existence of long-run cointegration was determined by using the autoregressive distributing lag bound test. The vector error correction model showed the long-run causality of road traffic fatalities, which implies that road traffic fatalities were affected by selected variables in the long-run. The short-run unidirectional causality was running from road traffic fatalities to health force density index; temperature to health force density index; rainfall to health force density index; health force density index to rainfall; road traffic fatalities to high type road length; health force density index to high type road length; and temperature to high type roads. The reduction in road fatalities was 1.713% due to a 1% increase in health force density. But, road fatalities increase by 3.628% due to a 1% increase in temperature. The road fatalities increase by 0.255% and 0.485% due to a 1% increase in rainfall and high type road length, respectively. The governments should increase the number of doctors and nurses for the life-saving of an injured person. Due to the adverse impact of temperature on road safety, the government should formulate a comprehensive environmental policy in order to mitigate global warming. It is recommended to increase the forest area to reduce the level of emission. It is required to modify the system of transportation according to the guidelines of international transportation associations with respect to the quality and maintenance of vehicles, medical check-up of drivers, and construction of roads. Installation of speed cameras is also needed on high type roads to ensure road safety. It is also recommended to increase traffic law enforcement. It is difficult for the Pakistani government to effectively execute road safety plans due to the limitation of resources. However, the government should invest the revenue collected through tax violation fine for the improvement in road safety. It is also needed to invest in the health sector and up-gradation of the hospitals for the safety of human beings. The government should ensure the availability of the latest medical technology in the hospitals and the improvement of emergency services. It is required to develop coordination between various ministries such as transportation, planning, law, education, public health, and information. It is necessary to make the public aware of the social and economic cost of road accidents using electronic, print, and social media.

Graphical abstract

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.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  • Abdel-Aty M, Ekram AA, Huang H, Choi K (2011) A study on crashes related to visibility obstruction due to fog and smoke. Accid Anal Prev 43(5):1730–1737

    Google Scholar 

  • Adom PK, Kwakwa PA (2014) Effects of changing trade structure and technical characteristics of the manufacturing sector on energy intensity in Ghana. Renew Sust Energ Rev 35:475–483

    Google Scholar 

  • Ageli MM, Zaidan AM (2013) Road traffic accidents in Saudi Arabia: an ARDL approach and multivariate granger causality. Int J Econ Finance 5(7):26–31

    Google Scholar 

  • Alam K, Mahal A (2016) The economic burden of road traffic injuries on households in South Asia. PLoS One 11(10):e0164362. https://doi.org/10.1371/journal.pone.0164362

    Article  CAS  Google Scholar 

  • Albalate D, Bel-Piñana P (2019) The effects of public private partnerships on road safety outcomes. Accid Anal Prev 128:53–64

    Google Scholar 

  • Albalate D, Fernández L, Yarygina A (2013) The road against fatalities: infrastructure spending vs. regulation? Accid Anal Prev 59:227–239

    Google Scholar 

  • Al-Harbi M, Yassin MF, Shams MB (2012) Stochastic modeling of the impact of meteorological conditions on road traffic accidents. Stoch Environ Res Risk Assess 26:739–750

    Google Scholar 

  • Ali Q, Yaseen MR, Khan MTI (2019a) The causality of road traffic fatalities with its determinants in upper middle income countries: a continent-wide comparison. Transport Res A 119:301–312

    Google Scholar 

  • Ali Q, Yaseen MR, Khan MTI (2019b) Road traffic fatalities and its determinants in high-income countries: a continent-wise comparison. Environ Sci Pollut Res 26:19915–19929. https://doi.org/10.1007/s11356-019-05410-9

    Article  Google Scholar 

  • Alirezaei M, Onat NC, Tatari O, Abdel-Aty M (2017) The climate change-road safety economy nexus: a system dynamics approach to understanding complex interdependencies. Systems 5(6). https://doi.org/10.3390/systems5010006

    Google Scholar 

  • Ameen JRM, Naji JA (2001) Causal models for road accident fatalities in Yemen. Accid Anal Prev 33:547–561

    Google Scholar 

  • Aworemi JR, Abdul-Azeez IA, Olabode SO (2010) Analytical study of the causal factors of road traffic crashes in southwestern Nigeria. Educ Res 1(4):118–124

    Google Scholar 

  • Babcock MW, Gayle PG (2009) State variation in the determinants of motor vehicle fatalities. J Transport Res Forum 48(3):77–95

    Google Scholar 

  • Bahmani-Oskooee M, Nasir ABM (2004) ARDL approach to test the productivity bias hypothesis. Rev Dev Econ 8:483–488

    Google Scholar 

  • Bartolomeos KK (2018) The case for investing in public health surveillance in low- and middleincome countries. Afr J Emergy Med 8:127–128

    Google Scholar 

  • Basagaña X, Escalera-Antezana JP, Dadvand P, Llatje Ò, Barrera-Gómez J, Cunillera J, Medina-Ramón M, 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

    Google Scholar 

  • Batool I, Hussain G, Kanwal N, Abid M (2018) Identifying the factors behind fatal and non-fatal road crashes: a case study of Lahore, Pakistan. Int J Inj Contr Saf Promot. https://doi.org/10.1080/17457300.2018.1456466

    Google Scholar 

  • Beeck EFV, Borsboom GJJ, Mackenbach JP (2000) Economic development and traffic accident mortality in the industrilized world, 1962-1990. Int J Epidemiol 29:503–509

    Google Scholar 

  • Belaid F, Abderrahmani F (2013) Electricity consumption and economic growth in Algeria: a multivariate causality analysis in the presence of structural change. Energ Policy 55:286–295

    Google Scholar 

  • Bener A, Hussain SJ, Al-Malki MA, Shotar MM, Al-Said MF, Jadaan KS (2010) Road traffic fatalities in Qatar, Jordan and the UAE: estimates using regression analysis and the relationship with economic growth. East Mediterr Health J 16(3):318–323

    CAS  Google Scholar 

  • Bergel-Hayat R, Debbarh M, Antoniou C, Yannis G (2013) Explaining the road accident risk: weather effects. Accid Anal Prev 60:456–465

    Google Scholar 

  • Besharati MM, Kashani AT, Li Z, Washington S, Prato CG (2020) A bivariate random effects spatial model of traffic fatalities and injuries across provinces of Iran. Accid Anal Prev 136:105394

    Google Scholar 

  • Bilgili F, Koçak E, Bulut U (2016) The dynamic impact of renewable energy consumption on CO2 emissions: a revisited environmental Kuznets curve approach. Renew Sustain Energy Rev 54:838–845

    Google Scholar 

  • Black AW, Villarini G (2019) Effects of methodological decisions on rainfall-related crash relative risk estimates. Accid Anal Prev 130:22–29

    Google Scholar 

  • Black AW, Villarini G, Mote TL (2016) Effects of rainfall on vehicle crashes in six U.S. states. Weather Clim Soc 9(1):53–70

    Google Scholar 

  • Boniface R, Museru L, Kiloloma O, Munthali V (2016) Factors associated with road traffic injuries in Tanzania. Pan Afr Med J 23:46. https://doi.org/10.11604/pamj.2016.23.46.7487

    Article  Google Scholar 

  • Brown D (2015) Testing the export-led growth hypothesis: an application of the ARDL bounds test approach-evidence from Jamaica and selected Latin American and Caribbean countries. Working Paper, Bank of Jamaica

  • Castillo-Manzano JI, Castro-Nuño M, Fageda X (2013) Can health public expenditure reduce the tragic consequences of road traffic accidents? The EU-27 experience. Eur J Health Econ DOI 15:645–652. https://doi.org/10.1007/s10198-013-0512-1

    Article  Google Scholar 

  • Castillo-Manzano JI, Castro-Nuño M, López-Valpuesta L (2019) The complex relationship between increases to speed limits and traffic fatalities: evidence from a meta-analysis. Saf Sci 111:287–297

    Google Scholar 

  • Charles M (2011) The effects of the motorcycle transport revolution on the economic growth of Kenya: a case study of Thika district. M.B.A. thesis, School of Business, KCA University, Kenya

  • Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74:427–431

    Google Scholar 

  • Din IU, Xue MC, Abdullah AS, Shah T, Ilyas A (2017) Role of information & communication technology (ICT) and e-governance in health sector of Pakistan: a case study of Peshawar. Cogent Soc Sci 3. https://doi.org/10.1080/23311886.2017.1308051

  • Drosu A, Cofaru C, Popescu MV (2020) Influence of weather conditions on fatal road accidents on highways and urban and rural roads in Romania. Int J Auto Technol 21(2):309–317

    Google Scholar 

  • Elliott G, Rothenberg TJ, Stock JH (1996) Efficient tests for an autoregressive unit root. Econom 64:813–836

    Google Scholar 

  • Engel RF, Granger CWJ (1987) Cointegration and error correction: representation, estimation and testing. Econom 55(1):251–276

    Google Scholar 

  • Enu P (2009) Road traffic accidents and macroeconomic conditions in Ghana. Soc Basic Sci Res Rev 2(9):374–393

    Google Scholar 

  • Ergun SJ, Owusu PA, Rivas MF (2019) Determinants of renewable energy consumption in Africa. Environ Sci Pollut Res 26:15390–15405. https://doi.org/10.1007/s11356-019-04567-7

    Article  Google Scholar 

  • Gao J, Chen X, Woodward A, Liu X, Wu H, Lu Y, Li L, Liu Q (2016) The association between meteorological factors and road trafc injuries: a case analysis from Shantou city, China. Sci Reports 6:1–10. https://doi.org/10.1038/srep37300

    Article  CAS  Google Scholar 

  • Gichaga FJ (2017) The impact of road improvements on road safety and related characteristics. IATSS Res 40:72–75

    Google Scholar 

  • Government of Pakistan (GOP) (1992) Economic survey of Pakistan 1991–92. Ministry of Finance, Islamabad

    Google Scholar 

  • Government of Pakistan (GOP) (2001) Economic survey of Pakistan 2000–01. Ministry of Finance, Islamabad

    Google Scholar 

  • Government of Pakistan (GOP) (2004) Compendium on environmnet statistics of Pakistan 2004. Pakistan Bureau of Statistics, Islamabad

    Google Scholar 

  • Government of Pakistan (GOP) (2015) Compendium on environmnet statistics of Pakistan 2015. Pakistan Bureau of Statistics, Islamabad

    Google Scholar 

  • Government of Pakistan (GOP) (2017) Economic survey of Pakistan 2016–17. Ministry of Finance, Islamabad

    Google Scholar 

  • Government of Pakistan (GOP) (2019) Economic survey of Pakistan 2016–17. Ministry of Finance, Islamabad

    Google Scholar 

  • Government of Punjab (2016) Punjab development statistics 2016. Bureau of Statistics, Planning and Development Department, Lahore

    Google Scholar 

  • Gulzar S, Yahya F, Mir Z, Zafar R (2012) Provincial analysis of traffic accidents in Pakistan. Part-II. Soc Sci Human 3(3):365–374

    Google Scholar 

  • Hakim S, Shefer D (1991) A critical review of macro models for road accidents. Accid Anal Prev 23(5):379–400

    CAS  Google Scholar 

  • Hammad HM, Ashraf M, Abbas F, Bakhat HF, Qaisrani SA, Mubeen M, Fahad S, Awais M (2019) Environmental factors affecting the frequency of road traffic accidents: a case study of sub-urban area of Pakistan. Environ Sci Pollut Res 26:11674–11685. https://doi.org/10.1007/s11356-019-04752-8

    Article  Google Scholar 

  • Han H (1996) Small sample properties of canonical cointegrating regressions. Empir Econ 21(2):235–253

    Google Scholar 

  • Hansen BE (1992) Tests for parameter instability in regressions with I(1) processes. J Bus Econ Stat 10:321–336

    Google Scholar 

  • Hazen A, Ehiri JE (2006) Road traffic injuries: hidden epidemic in less developed countries. J Natl Med Assoc 98(1):73–82

    Google Scholar 

  • Hermans E, Wets G, Bossche VDF (2006) Frequency and severity of Belgian road traffic accidents studied by state-space methods. J Transp Stat 9:63–76

    Google Scholar 

  • Horsman G, Conniss LR (2015) Investigating evidence of mobile phone usage by drivers in road traffic accidents. Digital Invest 12:S30–S37

    Google Scholar 

  • Hossain MS (2011) Panel estimation for CO2 emissions, energy consumption, economic growth, trade openness and urbanization of newly industrialized countries. Energ Policy 39:6991–6999

    CAS  Google Scholar 

  • Hossain S (2012) An econometric analysis for CO2 emissions, energy consumption, economic growth, foreign trade and urbanization of Japan. Low Carbon Econ 3:92–105

    Google Scholar 

  • Hung YC, Bababekov YJ, Stapleton SM, Mukhopadhyay S, Huang SL, Briggs SM, Chang DC (2018) Reducing road traffic deaths: where should we focus global health initiatives? J Surg Res 229:337–344

    Google Scholar 

  • Hussain T, Shu LY, Sosorburam T, Adji AS, Khan AH, Raja AF (2011) Road traffic accidents; an observational and analytical study exploring the hidden truths in Pakistan and south east-Asian countries. Healthline 2(1):52–57

    Google Scholar 

  • Imran M, Nasir JA (2015) Road traffic accidents; prediction in Pakistan. Professional Med J 22(6):705–709

    Google Scholar 

  • Islam MM, Alharthi M, Alam MM (2019) The impacts of climate change on road traffic accidents in Saudi Arabia. Climate 7:103. https://doi.org/10.3390/cli7090103

    Article  Google Scholar 

  • Ismael KS, Razzaq NA (2017) Traffic accidents analysis on dry and wet road bends surfaces in greater Manchester-UK. Kurdistan J App Res 2(3). https://doi.org/10.24017/science.2017.3.51

    Google Scholar 

  • Jalil A, Rao NH (2019) Time series analysis (stationarity, cointegration, and causality). Environmental Kuznets curve (EKC), a manual. Chapter 8: 85–99

  • Jaroszweski D, McNamara T (2014) The influence of rainfall on road accidents in urban areas: a weather radar approach. Travel Behav Soc 1:15–21

    Google Scholar 

  • Jung S, Qin X, Noyce DA (2010) Rainfall effect on single-vehicle crash severities using polychotomous response models. Accid Anal Prev 42:213–224

    Google Scholar 

  • Kao C, Chiang MH (2000) On the estimation and inference of a cointegrated regression in panel data. Adv Econ 15:179–222

    Google Scholar 

  • Kazmi JH, Zubair S (2014) Estimation of vehicle damage cost involved in road traffic accidents in Karachi, Pakistan: a geospatial perspective. Procedia Eng 77:70–78

    Google Scholar 

  • Khan AM, Tehreem A (2012) Causes of road accidents in Pakistan. J Asian Dev Stud 1(1):22–29

    Google Scholar 

  • Khan MTI, Ali Q, Ashfaq M (2018) The nexus between greenhouse gas emission, electricity production, renewable energy and agriculture in Pakistan. Renew Energy 118:437–451

    Google Scholar 

  • Khan MTI, Yaseen MR, Ali Q (2019) Nexus between financial development, tourism, renewable energy, and greenhouse gas emission in high-income countries: a continent-wise analysis. Energy Econ 83:293–310

    Google Scholar 

  • Li F, Dong S, Lia X, Liang Q, Yang W (2011) Energy consumption-economic growth relationship and carbon dioxide emissions in China. Energ Policy 39:568–574

    Google Scholar 

  • Malin F, Norros I, Innamaa S (2019) Accident risk of road and weather conditions on different road types. Accid Anal Prev 122:181–188

    Google Scholar 

  • Mark NC, Sul D (2001) Nominal exchange rates and monetary fundamentals evidence from a small post-Bretton woods panel. J Int Econ 53:29–52

    Google Scholar 

  • McCoskey S, Kao C (1999) Comparing panel data cointegration tests with an application of the twin deficits problem. Mimeo

  • Michalaki P, Quddus M, Pitfield D, Huetson A (2016) A time-series analysis of motorway collisions in England considering road infrastructure, socio-demographics, traffic and weather characteristics. J Transport Health 3(1):9–20

    Google Scholar 

  • Mohiuddin O, Asumadu-Sarkodie S, Obaidullah M (2016) The relationship between carbon dioxide emissions, energy consumption, and GDP: a recent evidence from Pakistan. Cogent Eng 3:1210491. https://doi.org/10.1080/23311916.2016.1210491

    Article  Google Scholar 

  • Mohri SS, Akbarzadeh M, Matin SHS (2020) A hybrid model for locating new emergency facilities to improve the coverage of the road crashes. Soc-Econ Plan Sci 69:100683

    Google Scholar 

  • Nawaz M, Qayyum TI (2014) Development of road crash report form for Punjab traffic police. Int J Curr Res Acad Rev 2(11):10–19

    Google Scholar 

  • Nghiem S, Commandeur JJF, Connelly LB (2016) Determinants of road traffic safety: new evidence from Australia using state-space analysis. Accid Anal Prev 94:65–72

    Google Scholar 

  • Nketiah-Amponsah E, Sarpong B (2019) Effect of infrastructure and foreign direct investment on economic growth in Sub-Saharan Africa. Glob J Emerg Market Econ:1–19. https://doi.org/10.1177/0974910119887242

    Google Scholar 

  • Noland RB, Quddus MA (2004) Improvements in medical care and technology and reductions in traffic-related fatalities in Great Britain. Accid Anal Prev 36:103–113

    Google Scholar 

  • Olawole MO (2016) Impact of weather on road traffic accidents in Ondo state, Nigeria: 2005-2012. Analele Universităţii din Oradea, Seria Geografie XXVI 1:44–53

    Google Scholar 

  • Omranian E, Sharif H, Dessouky S, Weissmann J (2018) Exploring rainfall impacts on the crash risk on Texas roadways: a crashbased matched-pairs analysis approach. Accid Anal Prev 117:10–20

    Google Scholar 

  • Owusu PA, Asumadu-Sarkodie S (2016) A review of renewable energy sources, sustainability issues and climate change mitigation. Cogent Engg 3:1167990. https://doi.org/10.1080/23311916.2016.1167990

    Article  Google Scholar 

  • Park JY (1992) Canonical cointegrating regressions. Econom 60:119–143

    Google Scholar 

  • Pedroni P (2001) Purchasing power parity tests in cointegrated panels. Rev Econ Stat 83:727–731

    Google Scholar 

  • Pesaran MH, Shin Y, Smith RJ (2001) Bound testing approaches to the analysis of level relationships. J App Econom 16(3):289–326

    Google Scholar 

  • Phillips PCB, Ouliaris S (1990) Asymptotic properties of residual based tests for cointegration. Econom 58:165–193

    Google Scholar 

  • Phillips PCB, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75:335–346

    Google Scholar 

  • Reeves K, Chandan JS, Bandyopadhyay S (2019) Using statistical modelling to analyze risk factors for severe and fatal road traffic accidents. Int J Inj Control Saf Promot. https://doi.org/10.1080/17457300.2019.1635625

    Google Scholar 

  • Rezaei S, Lankarani KB, Matin BK, Bazyar M, Hamzeh B, Najafi F (2015) Determinant of road traffic crash fatalities in Iran: a longitudinal econometric analysis. J Res Health Sci 15(3):163–167

    Google Scholar 

  • Rolison JJ, Regev S, Moutari S, Feeney A (2018) What are the factors that contribute to road accidents? An assessment of law enforcement views, ordinary drivers’ opinions, and road accident records. Accid Anal Prev 115:11–24

    Google Scholar 

  • Sager L (2019) Estimating the effect of air pollution on road safety using atmospheric temperature inversions. J Environ Econ Manag 98:102250

    Google Scholar 

  • Shafi S, Ameer Y, Masood R, Mengal FUA, Tariq A (2015) Epidemiological study of road traffic accident cases. Pak J Med Health Sci 9(2):522–525

    Google Scholar 

  • Shah SAR, Ahmad N, Shen Y, Pirdavani A, Basheer MA, Brijs T (2018) Road safety risk assessment: an analysis of transport policy and management for low-, middle-, and high-income Asian countries. Sustain 10:389. https://doi.org/10.3390/su10020389

    Article  Google Scholar 

  • Shahbaz M, Zeshan M, Afza T (2012) Is energy consumption effective to spur economic growth in Pakistan? New evidence from bounds test to level relationships and Granger causality tests. Econ Model 29:2310–2319

    Google Scholar 

  • Shahid S, Minhans A (2015) Climate change and road safety: a review to assess impacts in Malaysia. J Teknol 78(4):1–8

    Google Scholar 

  • Shaikh BT (2015) Private sector in health care delivery: a reality and a challenge in Pakistan. J Ayub Med Coll Abbottabad 27(2):496–498

    Google Scholar 

  • Solmazer G, Üzümcüoglu Y, Özkan T (2016) The role of traffic law enforcements in the relationship between cultural variables and traffic fatality rates across some countries of the world. Transport Res F 38:137–150

    Google Scholar 

  • Soro WL, Wayoro D (2017) A Bayesian analysis of the impact of post-crash care on road mortality in sub-Saharan African countries. IATSS Res. https://doi.org/10.1016/j.iatssr.2017.01.001

    Google Scholar 

  • Sun L, Liu D, Chen T, He M (2019) Road traffic safety: An analysis of the cross-effects of economic, road and population factors. Chin J Traumatol 22:290–295

    Google Scholar 

  • Tamerius JD, Zhou X, Mantilla R, Greenfield-Huitt T (2016) Precipitation effects on motor vehicle crashes vary by space, time, and environmental conditions. Weather Clim Soc 8(4):399–407

    Google Scholar 

  • The Climate Change Knowledge Portal (TCCKP) (2020) The World Bank Group, http://sdwebx.worldbank.org/climateportal/

  • Vranes AJ, Mikanovic VB, Lazovic JM, Kosanovic V (2018) Road traffic safety as a public health problem: evidence from Serbia. J Transport Health 8:55–62

    Google Scholar 

  • Wachnicka J, Budzyński M, Kustra W, Gobis A (2019) The effects of selected factors on regional road fatalities-analysis of the Łódź region. MATEC Web of Conferences 262, 05016. https://doi.org/10.1051/matecconf/201926205016

    Google Scholar 

  • Wåhlberg AE (2008) If you can’t take the heat: influences of temperature on bus accident rates. Saf Sci 46:66–71

    Google Scholar 

  • Wang DD (2019) Assessing road transport sustainability by combining environmental impacts and safety concerns. Transp Res D 77:212–223

    Google Scholar 

  • Wegman F (2017) The future of road safety: a worldwide perspective. IATSS Res 40:66–71

    Google Scholar 

  • Wiebe DJ, Ray S, Maswabi T, Kgathi C, Branas CC (2016) Economic development and road traffic fatalities in two neighbouring African nations. Afr J Emerg Med 6:80–86

    Google Scholar 

  • World Health Organization (WHO) (2009) Global status report on road safety 2009. WHO press, 20 avenue Appia, 1211 Geneva 27, Switzerland

  • World Health Organization (WHO) (2013) Global status report on road safety 2013. WHO press, 20 avenue Appia, 1211 Geneva 27, Switzerland

  • World Health Organization (WHO) (2015) Global status report on road safety 2015. WHO press, 20 avenue Appia, 1211 Geneva 27, Switzerland

  • World Health Organization (WHO) (2018) Global status report on road safety 2018. WHO press, 20 avenue Appia, 1211 Geneva 27, Switzerland

  • Yaacob H, Hainin MR, Nair S, Baskara L (2014) Effect of rainfall intensity and road crossfall on skid resistance of asphalt pavement. J Teknol 70:121–125

    Google Scholar 

  • Yaseen MR, Ali Q, Khan MTI (2018) General dependencies and causality analysis of road traffic fatalities in OECD countries. Environ Sci Pollut Res 25:19612–19627. https://doi.org/10.1007/s11356-018-2146-4

    Article  Google Scholar 

  • Yu R, Abdel-Aty M, Ahmed M (2013) Bayesian random effect models incorporating real-time weather and traffic data to investigate mountainous freeway hazardous factors. Accid Anal Prev 50:371–376

    Google Scholar 

  • Zhang J, Yang X, Shen F, Li Y, Xiao H, Qi H, Peng H, Deng S (2012) Principal component analysis of electricity consumption factors in China. Energy Procedia 16:1913–1918

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Muhammad Rizwan Yaseen.

Additional information

Responsible editor: Philippe Garrigues

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

Ali, Q., Yaseen, M.R. & Khan, M.T.I. The impact of temperature, rainfall, and health worker density index on road traffic fatalities in Pakistan. Environ Sci Pollut Res 27, 19510–19529 (2020). https://doi.org/10.1007/s11356-020-08233-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-020-08233-1

Keywords

Navigation