Skip to main content

Advertisement

Log in

The effect of transport infrastructure (road, rail, and air) investments on economic growth and environmental pollution and testing the validity of EKC in China, India, Japan, and Russia

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

Abstract

A key factor in social development and sustainable urban expansion is the establishment of sustainable and affordable transport systems. This study aims to investigate the impact of transport infrastructure investment on environmental degradation and economic growth and to test the validity of the EKC hypothesis in China, India, Russia, and Japan over the period 1995–2020. The results show that GDP has a significant positive effect, and GDP2 and GDP3 have significant adverse effects on environmental degradation, respectively. These results confirm the validity of the inverted U-shaped EKC hypothesis in selected emerging Asian economies. Rail infrastructure investment has significant adverse effects, while road infrastructure investment and aviation infrastructure investment have significant positive effects on environmental degradation. Likewise, the impact of investment in transport infrastructure system (roads, rail, and aviation) on economic growth is positive and statistically significant. Country-level estimates confirm the validity of the inverted U-shaped EKC hypothesis in China, India, and Russia, while the N-shaped EKC is only valid in Japan. Investments in rail infrastructure based on modern rail systems that run on electricity are believed to be less polluting in the transport mix, help create sustainable and safe transport systems, and reduce emissions at the urban and intercity levels in emerging Asian countries. In addition, the growing impact of free trade on environmental pollution should be strengthened to harmonize the strict enforcement of environmental conditions dominated by trade agreements.

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

Similar content being viewed by others

Data availability

The data that support the findings of this study are openly available in the World Development Indicator page published by World Bank (2020), at https://databank.worldbank.org/source/world-development-indicators. Infrastructure investment data are available online in the OECD page published by OECD (2020), retrieved from https://data.oecd.org/transport/infrastructure-investment.htm.

References

  • Abbas Q, Nurunnabi M, Alfakhri Y, Khan W, Hussain A, Iqbal W (2020) The role of fixed capital formation, renewable and non-renewable energy in economic growth and carbon emission: a case study of Belt and Road Initiative project. Environ Sci Pollut Res 27(36):45476–45486

    Google Scholar 

  • Adebayo TS (2020) Revisiting the EKC hypothesis in an emerging market: an application of ARDL-based bounds and wavelet coherence approaches. SN Appl Sci 2(12):1–15

    Google Scholar 

  • Adedoyin FF, Bekun FV, Alola AA (2020) Growth impact of transition from non-renewable to renewable energy in the EU: the role of research and development expenditure. Renew Energy 159:1139–1145

    Google Scholar 

  • Ahmad M, Muslija A, Satrovic E (2021) Does economic prosperity lead to environmental sustainability in developing economies? Environmental Kuznets curve theory. Environ Sci Pollut Res 28(18):22588–22601

    Google Scholar 

  • Ali A, Radulescu M, Lorente DB, Hoang VNV (2022) An analysis of the impact of clean and non-clean energy consumption on economic growth and carbon emission: evidence from PIMC countries. Environ Sci Pollut Res 29:51442–51455. https://doi.org/10.1007/s11356-022-19284-x

  • Alola AA, Ozturk I (2021) Mirroring risk to investment within the EKC hypothesis in the United States. J Environ Manage 293:112890

    Google Scholar 

  • Alola AA, Bekun FV, Sarkodie SA (2019) Dynamic impact of trade policy, economic growth, fertility rate, renewable and non-renewable energy consumption on ecological footprint in Europe. Sci Total Environ 685:702–709

    CAS  Google Scholar 

  • Amatuni L, Ottelin J, Steubing B, Mogollón JM (2020) Does car sharing reduce greenhouse gas emissions? Assessing the modal shift and lifetime shift rebound effects from a life cycle perspective. J Clean Prod 266:121869

    Google Scholar 

  • Amin N, Song H, Shabbir MS (2022) What factors contribute to environmental degradation in G11 economies? Emphasizing the importance of renewable and non-renewable energy sources. Int J Sustain Dev World Ecol 29(5):472–482. https://doi.org/10.1080/13504509.2022.2059720

  • Anwar A, Siddique M, Dogan E, Sharif A (2021) The moderating role of renewable and non-renewable energy in environment-income nexus for ASEAN countries: evidence from Method of Moments Quantile Regression. Renew Energy 164:956–967

    Google Scholar 

  • Asian Development Bank (2022) Regional: implementation of sustainable transport in Asia and the Pacific-new approaches to implement sustainable low carbon transport in the Asia and Pacific Region (Subproject 5). https://www.adb.org/projects/45105-001/main

  • Atasoy BS (2017) Testing the environmental Kuznets curve hypothesis across the US: evidence from panel mean group estimators. Renew Sustain Energy Rev 77:731–747

    Google Scholar 

  • Awan AM, Azam M (2021) Evaluating the impact of GDP per capita on environmental degradation for G-20 economies: does N-shaped environmental Kuznets curve exist? Environ Dev Sustain 27(36):45405–45418

  • Azam M, Liu L, Ahmad N (2021) Impact of institutional quality on environment and energy consumption: evidence from developing world. Environ Dev Sustain 23(2):1646–1667

    Google Scholar 

  • Bashir I, Lone FA, Bhat RA, Mir SA, Dar ZA, Dar SA (2020) Concerns and threats of contamination on aquatic ecosystems. In Bioremediation and Biotechnology. Springer, Cham, pp 1–26. https://doi.org/10.1007/978-3-030-35691-0_1

  • Balsalobre-Lorente D, Leitão NC (2020) The role of tourism, trade, renewable energy use and carbon dioxide emissions on economic growth: evidence of tourism-led growth hypothesis in EU-28. Environ Sci Pollut Res 27(36):45883–45896

  • Belaïd F, Zrelli MH (2019) Renewable and non-renewable electricity consumption, environmental degradation and economic development: evidence from Mediterranean countries. Energy Policy 133:110929

    Google Scholar 

  • Bilgili F, Koçak E, Bulut Ü, Kuloğlu A (2017) The impact of urbanization on energy intensity: panel data evidence considering cross-sectional dependence and heterogeneity. Energy 133:242–256

    Google Scholar 

  • Breusch TS, Pagan AR (1980) The Lagrange multiplier test and its applications to model specification in econometrics. Rev Econ Stud 47(1):239–253. https://doi.org/10.2307/2297111

    Article  Google Scholar 

  • Çakar ND, Gedikli A, Erdoğan S, Yıldırım DÇ (2021) Exploring the nexus between human capital and environmental degradation: the case of EU countries. J Environ Manage 295:113057

    Google Scholar 

  • Carayannis EG, Dezi L, Gregori G, Calo E (2022) Smart environments and techno-centric and human-centric innovations for Industry and Society 5.0: a quintuple helix innovation system view towards smart, sustainable, and inclusive solutions. J Knowledge Econ 13(2):926–955

    Google Scholar 

  • Chhabra M, Giri AK, Kumar A (2022) Do technological innovations and trade openness reduce CO2 emissions? Evidence from selected middle-income countries. Environ Sci Pollut Res 29:65723–65738. https://doi.org/10.1007/s11356-022-20434-4

  • Chang Y, Lei S, Teng J, Zhang J, Zhang L, Xu X (2019) The energy use and environmental emissions of high-speed rail transportation in China: a bottom-up modeling. Energy 182:1193–1201

    Google Scholar 

  • Chien F, Sadiq M, Nawaz MA, Hussain MS, Tran TD, Le Thanh T (2021) A step toward reducing air pollution in top Asian economies: the role of green energy, eco-innovation, and environmental taxes. J Environ Manage 297:113420

    CAS  Google Scholar 

  • Ciach M, Fröhlich A (2019) Ungulates in the city: light pollution and open habitats predict the probability of roe deer occurring in an urban environment. Urban Ecosyst 22(3):513–523

    Google Scholar 

  • Cui L, Weng S, Nadeem AM, Rafique MZ, Shahzad U (2022) Exploring the role of renewable energy, urbanization and structural change for environmental sustainability: comparative analysis for practical implications. Renew Energy 184:215–224

    Google Scholar 

  • Charfeddine L, Mrabet Z (2017) The impact of economic development and social-political factors on ecological footprint: a panel data analysis for 15 MENA countries. Renew Sustain Energy Rev 76:138–154

    Google Scholar 

  • Christoforidis T, Katrakilidis C (2021) Does foreign direct investment matter for environmental degradation? Empirical evidence from Central–Eastern European countries. J Knowledge Econ 1–30. https://doi.org/10.1007/s13132-021-00820-y

  • Dagar V, Khan MK, Alvarado R, Rehman A, Irfan M, Adekoya OB, Fahad S (2022) Impact of renewable energy consumption, financial development and natural resources on environmental degradation in OECD countries with dynamic panel data. Environ Sci Pollut Res 29(12):18202–18212

    Google Scholar 

  • Del Rio DDF, Sovacool BK, Foley AM, Griffiths S, Bazilian M, Kim J, Rooney D (2022) Decarbonizing the ceramics industry: a systematic and critical review of policy options, developments and sociotechnical systems. Renew Sustain Energy Rev 157:112081

    Google Scholar 

  • Destek MA, Sarkodie SA, Asamoah EF (2021) Does biomass energy drive environmental sustainability? An SDG perspective for top five biomass consuming countries. Biomass Bioenerg 149:106076

    CAS  Google Scholar 

  • De Souza LLP, Lora EES, Palacio JCE, Rocha MH, Renó MLG, Venturini OJ (2018) Comparative environmental life cycle assessment of conventional vehicles with different fuel options, plug-in hybrid and electric vehicles for a sustainable transportation system in Brazil. J Clean Prod 203:444–468

    Google Scholar 

  • Dogan E, Inglesi-Lotz R (2020) The impact of economic structure to the environmental Kuznets curve (EKC) hypothesis: evidence from European countries. Environ Sci Pollut Res 27(11):12717–12724

    Google Scholar 

  • Dogan E, Madaleno M, Altinoz B (2020) Revisiting the nexus of financialization and natural resource abundance in resource-rich countries: new empirical evidence from nine indices of financial development. Resour Policy 69:101839

    Google Scholar 

  • Donaldson D (2018) Railroads of the Raj: estimating the impact of transportation infrastructure. Am Econ Rev 108(4–5):899–934

    Google Scholar 

  • Du Q, Wu N, Zhang F, Lei Y, Saeed A (2022) Impact of financial inclusion and human capital on environmental quality: evidence from emerging economies. Environ Sci Pollut Res 29(22):33033–33045

    Google Scholar 

  • Energypedia (2021) Climate change and transport. https://energypedia.info/wiki/Category:Climate_Change

  • Engle RF, Granger CW (1987) Co-integration and error correction: representation, estimation, and testing. Econometrica J Econ Soc 251–276

  • EPA (2022) Sources of greenhouse gas emissions. https://www.epa.gov/ghgemissions/sources-greenhouse-gas-emissions. Accessed 25 Aug 2022

  • Erdogan S (2020) Analyzing the environmental Kuznets curve hypothesis: the role of disaggregated transport infrastructure investments. Sustain Cities Soc 61:102338

    Google Scholar 

  • Erdogan S, Okumus I, Guzel AE (2020) Revisiting the environmental Kuznets curve hypothesis in OECD countries: the role of renewable, non-renewable energy, and oil prices. Environ Sci Pollut Res 27(19):23655–23663

    CAS  Google Scholar 

  • European Central Bank (2020) ECB euro reference exchange rate: US dollar (USD). Retrieved from https://www.ecb.europa.eu/stats/policy_and_exchange_rates/euro_reference_exchange_rateshtml/eurofxref-graph-usd.en.html. Accessed 11 Aug 2022

  • Feng Z, Zhu H, Deng Q, He Y, Li J, Yin J, ..., Li T (2018) Environmental pollution induced by heavy metal (loid) s from pig farming. Environ Earth Sci 77(3):1-10

  • Ganda F (2019) Carbon emissions, diverse energy usage and economic growth in South Africa: investigating existence of the environmental Kuznets curve (EKC). Environ Prog Sustain Energy 38(1):30–46

    CAS  Google Scholar 

  • Gao J, Xu W, Zhang L (2021) Tourism, economic growth, and tourism-induced EKC hypothesis: evidence from the Mediterranean region. Empirical Econ 60(3):1507–1529

    Google Scholar 

  • Gautam P, Kumar S, Lokhandwala S (2019) Energy-aware intelligence in megacities. In Current developments in biotechnology and bioengineering. Elsevier, pp 211–238. https://doi.org/10.1016/B978-0-444-64083-3.00011-7

  • Georgatzi VV, Stamboulis Y, Vetsikas A (2020) Examining the determinants of CO2 emissions caused by the transport sector: empirical evidence from 12 European countries. Econ Anal Policy 65:11–20

    Google Scholar 

  • Ghimire A, Lin F, Zhuang P (2021) The impacts of agricultural trade on economic growth and environmental pollution: evidence from Bangladesh using ARDL in the presence of structural breaks. Sustainability 13(15):8336

    Google Scholar 

  • Giller KE, Delaune T, Silva JV, Descheemaeker K, van de Ven G, Schut AG, ..., van Ittersum MK (2021) The future of farming: who will produce our food?. Food Sec 13(5):1073-1099

  • Global Energy Review (2020) Oil demand in 2020 saw its biggest ever annual decline. https://www.iea.org/reports/global-energy-review-2020

  • Gokmenoglu KK, Taspinar N (2018) Testing the agriculture-induced EKC hypothesis: the case of Pakistan. Environ Sci Pollut Res 25(23):22829–22841

    Google Scholar 

  • Gössling S, Humpe A (2020) The global scale, distribution and growth of aviation: implications for climate change. Glob Environ Chang 65:102194

    Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. WORKING PAPER pp 3914. https://doi.org/10.3386/w3914

  • Gormus S, Aydin M (2020) Revisiting the environmental Kuznets curve hypothesis using innovation: new evidence from the top 10 innovative economies. Environ Sci Pollut Res 27(22):27904–27913

    Google Scholar 

  • Guth J, Wursthorn S, Braun AC, Keller S (2019) Development of a generic concept to analyze the accessibility of emergency facilities in critical road infrastructure for disaster scenarios: exemplary application for the 2017 wildfires in Chile and Portugal. Nat Hazards 97(3):979–999

    Google Scholar 

  • Hanif S, Nawaz A, Hussain A, Bhatti MA (2022) Linking non renewable energy, renewable energy, globalization and CO2 emission under EKC hypothesis: evidence from ASEAN-6 countries through advance panel estimation. Pakistan J Human Soc Sci 10(1):391–402

    Google Scholar 

  • Hasanov FJ, Mikayilov JI, Mukhtarov S, Suleymanov E (2019) Does CO2 emissions–economic growth relationship reveal EKC in developing countries? Evidence from Kazakhstan. Environ Sci Pollut Res 26(29):30229–30241

    CAS  Google Scholar 

  • Hashem PM (2021) General diagnostic tests for cross-sectional dependence in panels. Empirical Econ 60(1):13–50

    Google Scholar 

  • He BJ, Zhao DX, Zhu J, Darko A, Gou ZH (2018) Promoting and implementing urban sustainability in China: an integration of sustainable initiatives at different urban scales. Habitat Int 82:83–93

    Google Scholar 

  • Hong S, Chung Y, Kim J, Chun D (2016) Analysis on the level of contribution to the national greenhouse gas reduction target in Korean transportation sector using LEAP model. Renew Sustain Energy Rev 60:549–559

    Google Scholar 

  • International Civil Aviation Organization (2020) The economic & social benefits of air transport. https://www.icao.int/meetings/wrdss2011/documents/jointworkshop2005/atag_socialbenefitsairtransport.pdf

  • Isik C, Ongan S, Özdemir D (2019) The economic growth/development and environmental degradation: evidence from the US state-level EKC hypothesis. Environ Sci Pollut Res 26(30):30772–30781

    Google Scholar 

  • Isik C, Ongan S, Ozdemir D, Ahmad M, Irfan M, Alvarado R, Ongan A (2021) The increases and decreases of the environment Kuznets curve (EKC) for 8 OECD countries. Environ Sci Pollut Res 28(22):28535–28543

    Google Scholar 

  • Jones P, Comfort D (2020) The COVID-19 crisis and sustainability in the hospitality industry. Int J Contemp Hospital Manag 32(10):3037–3050. https://doi.org/10.1108/IJCHM-04-2020-0357

  • Jonson JE, Gauss M, Schulz M, Jalkanen JP, Fagerli H (2020) Effects of global ship emissions on European air pollution levels. Atmos Chem Phys 20(19):11399–11422.

  • Kao C (1999) Spurious regression and residual-based tests for cointegration in panel data. J Econom 90(1):1–44

    Google Scholar 

  • Kirikkaleli D, Kalmaz DB (2020) Testing the moderating role of urbanization on the environmental Kuznets curve: empirical evidence from an emerging market. Environ Sci Pollut Res 27(30):38169–38180

    CAS  Google Scholar 

  • Klohe K, Koudou BG, Fenwick A, Fleming F, Garba A, Gouvras A, ..., Rollinson D (2021) A systematic literature review of schistosomiasis in urban and peri-urban settings. PLOS Neglect Trop Dis 15(2):e0008995

  • Koc S, Bulus GC (2020) Testing validity of the EKC hypothesis in South Korea: role of renewable energy and trade openness. Environ Sci Pollut Res 27(23):29043–29054

    CAS  Google Scholar 

  • Koh L, Dolgui A, Sarkis J (2020) Blockchain in transport and logistics–paradigms and transitions. Int J Prod Res 58(7):2054–2062

    Google Scholar 

  • Komninos N, Kakderi C, Collado A, Papadaki I, Panori A (2022) Digital transformation of city ecosystems: platforms shaping engagement and externalities across vertical markets. In Sustainable Smart City Transitions (pp. 91–112). Routledge

  • Lehtveer M, Brynolf S, Grahn M (2019) What future for electrofuels in transport? Analysis of cost competitiveness in global climate mitigation. Environ Sci Technol 53(3):1690–1697

    CAS  Google Scholar 

  • Li L, Li Z, Li X, Zhang S, Luo X (2020) A new framework of industrialized construction in China: towards on-site industrialization. J Clean Prod 244:118469

    Google Scholar 

  • Luo Y, Guo C, Ali A, Zhang J (2022) A dynamic analysis of the impact of FDI, on economic growth and carbon emission, evidence from China, India and Singapore. Environ Sci Pollut Res 29:82256–82270. https://doi.org/10.1007/s11356-022-21546-7

  • Lv Z, Li S (2021) How financial development affects CO2 emissions: a spatial econometric analysis. J Environ Manage 277:111397

    Google Scholar 

  • Marques AC, Caetano R (2020) The impact of foreign direct investment on emission reduction targets: evidence from high-and middle-income countries. Struct Chang Econ Dyn 55:107–118

    Google Scholar 

  • Mehmood U, Tariq S (2020) Globalization and CO2 emissions nexus: evidence from the EKC hypothesis in South Asian countries. Environ Sci Pollut Res 27(29):37044–37056

    CAS  Google Scholar 

  • Miceikiene A, Krikstolaitis R, Nausediene A (2021) An assessment of the factors affecting environmental pollution in agriculture in selected countries of Europe. Trans Bus Econ 20(1):93–110

  • Mikayilov JI, Mukhtarov S, Mammadov J, Azizov M (2019) Re-evaluating the environmental impacts of tourism: Does EKC exist? Environ Sci Pollut Res 26(19):19389–19402

    Google Scholar 

  • Minlah MK, Zhang X (2021) Testing for the existence of the environmental Kuznets curve (EKC) for CO2 emissions in Ghana: evidence from the bootstrap rolling window Granger causality test. Environ Sci Pollut Res 28(2):2119–2131

    CAS  Google Scholar 

  • Munir Q, Lean HH, Smyth R (2020) CO2 emissions, energy consumption and economic growth in the ASEAN-5 countries: a cross-sectional dependence approach. Energy Econ 85:104571

    Google Scholar 

  • Murshed M, Ali SR, Banerjee S (2021) Consumption of liquefied petroleum gas and the EKC hypothesis in South Asia: evidence from cross-sectionally dependent heterogeneous panel data with structural breaks. Energy Ecol Environ 6(4):353–377

    Google Scholar 

  • Muvawala J, Sebukeera H, Ssebulime K (2021) Socio-economic impacts of transport infrastructure investment in Uganda: insight from frontloading expenditure on Uganda’s urban roads and highways. Res Transp Econ 88:100971

    Google Scholar 

  • Nathaniel S, Aguegboh E, Iheonu C, Sharma G, Shah M (2020) Energy consumption, FDI, and urbanization linkage in coastal Mediterranean countries: re-assessing the pollution haven hypothesis. Environ Sci Pollut Res 27(28):35474–35487

    Google Scholar 

  • Navare K, Muys B, Vrancken KC, Van Acker K (2021) Circular economy monitoring–how to make it apt for biological cycles? Resour Conserv Recycl 170:105563

    Google Scholar 

  • Nawaz MA, Hussain MS, Kamran HW, Ehsanullah S, Maheen R, Shair F (2021) Trilemma association of energy consumption, carbon emission, and economic growth of BRICS and OECD regions: quantile regression estimation. Environ Sci Pollut Res 28(13):16014–16028

    CAS  Google Scholar 

  • Nyumba TO, Sang CC, Olago DO, Marchant R, Waruingi L, Githiora Y, ..., Omangi S (2021) Assessing the ecological impacts of transportation infrastructure development: a reconnaissance study of the Standard Gauge Railway in Kenya. PLoS One 16(1):e0246248

  • OECD (2020) Infrastructure investment. Retrieved from https://data.oecd.org/transport/infrastructure-investment.htm. Accessed 05 Aug 2022

  • Onifade ST (2022) Retrospecting on resource abundance in leading oil-producing African countries: how valid is the environmental Kuznets curve (EKC) hypothesis in a sectoral composition framework? Environ Sci Pollut Res 29:52761–52774. https://doi.org/10.1007/s11356-022-19575-3

  • Pata UK, Aydin M (2020) Testing the EKC hypothesis for the top six hydropower energy-consuming countries: evidence from Fourier Bootstrap ARDL procedure. J Clean Prod 264:121699

    Google Scholar 

  • Pata UK (2021) Renewable and non-renewable energy consumption, economic complexity, CO2 emissions, and ecological footprint in the USA: testing the EKC hypothesis with a structural break. Environ Sci Pollut Res 28(1):846–861

    CAS  Google Scholar 

  • Payne JE, Apergis N (2021) Convergence of per capita carbon dioxide emissions among developing countries: evidence from stochastic and club convergence tests. Environ Sci Pollut Res 28(26):33751–33763

    CAS  Google Scholar 

  • Pedroni P (1999) Critical values for cointegration tests in heterogeneous panels with multiple regressors. Oxford Bull Econ Stat 61(S1):653–670

    Google Scholar 

  • Pedroni P (2004) Panel cointegration: asymptotic and finite sample properties of pooled time series tests with an application to the PPP hypothesis. Economet Theor 20(3):597–625

    Google Scholar 

  • Pesaran MH (2007) A simple panel unit root test in the presence of cross‐section dependence. J Appl Econ 22(2):265–312

  • Pesaran MH, Tosetti E (2011) Large panels with common factors and spatial correlation. J Econom 161(2):182–202

    Google Scholar 

  • Proost S, Van Dender K (2020) What long-term road transport future? Trends and policy options. Rev Environ Econ Policy 5(1). https://doi.org/10.1093/reep/req022

  • Ragheb A, Aly R, Ahmed G (2022) Toward sustainable urban development of historical cities: case study of Fouh City, Egypt. Ain Shams Eng J 13(1):101520

    Google Scholar 

  • Rahman MM, Alam K (2022) Impact of industrialization and non-renewable energy on environmental pollution in Australia: do renewable energy and financial development play a mitigating role? Renew Energy 195:203–213. https://doi.org/10.1016/j.renene.2022.06.012

  • Rahman MM, Vu XB (2020) The nexus between renewable energy, economic growth, trade, urbanization and environmental quality: a comparative study for Australia and Canada. Renew Energy 155:617–627

  • Rayegani A (2021) Synergies between the obligations and measures to reduce vessel-source underwater noise and greenhouse gas emissions. In Sustainability in the Maritime Domain. Springer, Cham, pp 235-256. https://doi.org/10.1007/978-3-030-69325-1_12

  • Robichaud A (2020) An overview of selected emerging outdoor airborne pollutants and air quality issues: the need to reduce uncertainty about environmental and human impacts. J Air Waste Manag Assoc 70(4):341–378

    CAS  Google Scholar 

  • Rodrigue JP (2020) The geography of transport systems. Routledge

    Google Scholar 

  • Saidi S, Hammami S (2017) Modeling the causal linkages between transport, economic growth and environmental degradation for 75 countries. Transp Res D: Transp Environ 53:415–427

    Google Scholar 

  • Saud S, Chen S, Haseeb A (2020) The role of financial development and globalization in the environment: accounting ecological footprint indicators for selected one-belt-one-road initiative countries. J Clean Prod 250:119518

    Google Scholar 

  • Seddon N, Smith A, Smith P, Key I, Chausson A, Girardin C, ..., Turner B (2021) Getting the message right on nature-based solutions to climate change. Glob Change Biol 27(8):1518-1546

  • Shobande OA, Ogbeifun L (2022) Has information and communication technology improved environmental quality in the OECD?—a dynamic panel analysis. Int J Sust Dev World 29(1):39–49

    Google Scholar 

  • Singh SK, Rathore S, Park JH (2020) Blockiotintelligence: a blockchain-enabled intelligent IoT architecture with artificial intelligence. Futur Gener Comput Syst 110:721–743

    Google Scholar 

  • Sirag A, Matemilola BT, Law SH, Bany-Ariffin AN (2018) Does environmental Kuznets curve hypothesis exist? Evidence from dynamic panel threshold. J Environ Econ Policy 7(2):145–165

    Google Scholar 

  • Skjong E, Rødskar E, Molinas Cabrera MM, Johansen TA, Cunningham J (2015) The marine vessel’s electrical power system: from its birth to present day. https://ntnuopen.ntnu.no/ntnuxmlui/bitstream/handle/11250/2393240/IEEE_Proceedings_Skjng_2015.pdf?sequence=3

  • Sodiq A, Baloch AA, Khan SA, Sezer N, Mahmoud S, Jama M, Abdelaal A (2019) Towards modern sustainable cities: review of sustainability principles and trends. J Clean Prod 227:972–1001

  • Styhre A, Brorström S, Gluch P (2022) The valuation of housing in low-amenity and low purchasing power city districts: social and economic value entangled by default. Constr Manag Econ 40(1):72–86

    Google Scholar 

  • Su Y, He S, Wang K, Shahtahmassebi AR, Zhang L, Zhang J, ..., Gan M (2020) Quantifying the sustainability of three types of agricultural production in China: an emergy analysis with the integration of environmental pollution. J Clean Prod252:119650

  • Sun D, Zeng S, Lin H, Meng X, Yu B (2019) Can transportation infrastructure pave a green way? A city-level examination in China. J Clean Prod 226:669–678

    Google Scholar 

  • Thomson DR, Rhoda DA, Tatem AJ, Castro MC (2020) Gridded population survey sampling: a systematic scoping review of the field and strategic research agenda. Int J Health Geogr 19(1):1–16

    Google Scholar 

  • Tiwari AK, Kocoglu M, Banday UJ, Awan A (2022) Hydropower, human capital, urbanization and ecological footprints nexus in China and Brazil: evidence from quantile ARDL. Environ Sci Pollut Res 29:68923–68940. https://doi.org/10.1007/s11356-022-20320-z

  • Tzeremes P (2019) Does the environmental Kuznets curve exist in the Chinese regions? Glob Econ Rev 48(4):363–377

    Google Scholar 

  • United States Environmental protection Agency (2022) Global Greenhouse Gas Emissions Data. https://www.epa.gov/ghgemissions/global-greenhouse-gas-emissions-data

  • Usman M, Hammar N (2021) Dynamic relationship between technological innovations, financial development, renewable energy, and ecological footprint: fresh insights based on the STIRPAT model for Asia Pacific Economic Cooperation countries. Environ Sci Pollut Res 28(12):15519–15536

    Google Scholar 

  • Vaidya H, Chatterji T (2020) SDG 11 sustainable cities and communities. In Actioning the Global Goals for Local Impact. Springer, Singapore, pp 173–185. https://doi.org/10.1007/978-981-32-9927-6_12

  • Vinichenko V (2021) Critical tendencies in the transport industry and factors that determine them. Trans Res Procedia 54:370–379

    Google Scholar 

  • Vlahinić Lenz N, Pavlić Skender H, Mirković PA (2018) The macroeconomic effects of transport infrastructure on economic growth: the case of Central and Eastern EU member states. Econ Res-Ekonomska Istraživanja 31(1):1953–1964

    Google Scholar 

  • Wang C, Lim MK, Zhang X, Zhao L, Lee PTW (2020a) Railway and road infrastructure in the Belt and Road Initiative countries: estimating the impact of transport infrastructure on economic growth. Trans Res A: Policy Pract 134:288–307

    Google Scholar 

  • Wang Z, Bui Q, Zhang B (2020b) The relationship between biomass energy consumption and human development: empirical evidence from BRICS countries. Energy 194:116906

    Google Scholar 

  • Wenlong Z, Nawaz MA, Sibghatullah A, Ullah SE, Chupradit S, Minh Hieu V (2022) Impact of coal rents, transportation, electricity consumption, and economic globalization on ecological footprint in the USA. Environ Sci Pollut Res 1–16. https://doi.org/10.1007/s11356-022-20431-7

  • Westerlund J (2007) Error correction based panel cointegration tests. Oxf Bull Econ Stat 69:709–748

  • Xie R, Fang J, Liu C (2016) Impact and spatial spillover effect of transport infrastructure on urban environment. Energy Procedia 104:227–232

    Google Scholar 

  • Yasin I, Ahmad N, Chaudhary MA (2021) The impact of financial development, political institutions, and urbanization on environmental degradation: evidence from 59 less-developed economies. Environ Dev Sustain 23(5):6698–6721

    Google Scholar 

  • Yilanci V, Pata UK (2020) Investigating the EKC hypothesis for China: the role of economic complexity on ecological footprint. Environ Sci Pollut Res 27(26):32683–32694

    Google Scholar 

  • Yunzhao L (2022) Modelling the role of eco innovation, renewable energy, and environmental taxes in carbon emissions reduction in E−7 economies: evidence from advance panel estimations. Renew Energy 190:309–318

    Google Scholar 

  • Zahoor Z, Latif MI, Khan I, Hou F (2022) Abundance of natural resources and environmental sustainability: the roles of manufacturing value-added, urbanization, and permanent cropland. Environ Sci Pollut Res 29:82365–82378. https://doi.org/10.1007/s11356-022-21545-8

Download references

Author information

Authors and Affiliations

Authors

Contributions

A.A. (Ali), Y.l. (Liu), and Y.C (Chen) contributed to the conceptualization of the study, analysis, design, and conclusions; reviewed the manuscript; and approved the final submission. S.X. (Xiao) conceptualized the study, review, software data curation, editing, and literature search.

Corresponding author

Correspondence to Xiao She.

Ethics declarations

Ethical approval

The study obtained ethical approval from the Central University of Finance and Economics, Chines Academy of Finance and Development, China.

Consent to participate

Not applicable.

Consent for publication

The authors have provided consent to publish this work.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Ilhan Ozturk

Publisher's note

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

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liu, Y., Ali, A., Chen, Y. et al. The effect of transport infrastructure (road, rail, and air) investments on economic growth and environmental pollution and testing the validity of EKC in China, India, Japan, and Russia. Environ Sci Pollut Res 30, 32585–32599 (2023). https://doi.org/10.1007/s11356-022-24448-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-022-24448-w

Keywords

Navigation