Abstract
Prior studies on environmental standards have highlighted the significance of urbanization and transportation in affecting environmental sustainability worldwide. As the empirical and theoretical debates are still unresolved and divisive, the argument of whether urbanization, transportation and economic growth in Association of Southeast Asian Nations (ASEAN) countries cause greenhouse gas (GHG) emissions remains unclear. This study aim is to examine dynamic linkage between transportation, urbanization, economic growth and GHG emissions, as well as the impact of environmental regulations on GHG emission reduction in ASEAN countries over the years 1995–2018. On methodological aspects, the study accompanies a few environmental studies that check the cross-sectional dependence and slope heterogeneity issues. Moreover, the new cross-sectionally augmented autoregressive distributed lags (CS-ARDL) methodology is also applied in the study to estimate the short-run and long-run effects of the factors on GHG emissions. Substantial evidence is provided that GHG emissions increase with transportation, urbanization and economic growth but decrease with the imposition of environmental-related taxations. Augmented mean group (AMG) and common correlated effect mean group (CCEMG) also support the findings of CS-ARDL estimates. Finally, the study calls for drastic actions in ASEAN countries to reduce GHG emissions, including environmentally friendly transportation services and environmental regulation taxes. This study also provides the guidelines to the regulators while developing policies related to control the GHG emission in the country.
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Notes
However, there is an ambiguity that either it is the economic development or urbanization that stimulates transport infrastructure development or it is the transport infrastructural development that accelerates economic development and urbanization (Maparu & Mazumder 2017). In a specific region, transportation infrastructure development boosts economic activity and labour demand and makes accessibility easier and living conditions better. These beneficial effects may enhance industrialization, urbanization and economic growth. On the contrary, concentration of people and economic developments in urban areas can generate demand and lead to infrastructural development. Nonetheless, the energy consumption by the road sector may be affected by migration to urban areas, industrialization and social and economic development connected with road infrastructure (Wang, Ahmed, Zhang, & Wang, 2019).
References
Achour H, Belloumi M (2016) Investigating the causal relationship between transport infrastructure, transport energy consumption and economic growth in Tunisia. Renew Sustain Energy Rev 56:988–998
Adams S, Boateng E, Acheampong AO (2020) Transport energy consumption and environmental quality: does urbanization matter? Sci Total Environ 744:140617
Ahmed K, Bhattacharya M, Shaikh Z, Ramzan M, Ozturk I (2017) Emission intensive growth and trade in the era of the Association of Southeast Asian Nations (ASEAN) integration: an empirical investigation from ASEAN-8. J Clean Prod 154:530–540
Al-Mulali U, Saboori B, Ozturk I (2015) Investigating the environmental Kuznets curve hypothesis in Vietnam. Energy Policy 76:123–131
Albulescu CT, Artene AE, Luminosu CT, Tămășilă M (2020) CO 2 emissions, renewable energy, and environmental regulations in the EU countries. Environ Sci Pollut Res 27(27):33615–33635
Alkhathlan K, Javid M (2013) Energy consumption, carbon emissions and economic growth in Saudi Arabia: an aggregate and disaggregate analysis. Energy Policy 62:1525–1532
Arvin MB, Pradhan RP, Norman NR (2015) Transportation intensity, urbanization, economic growth, and CO2 emissions in the G-20 countries. Utilities Policy 35:50–66
Aye GC, Edoja PE (2017) Effect of economic growth on CO2 emission in developing countries: evidence from a dynamic panel threshold model. Cogent Econ Fin 5(1):1379239
Bai J, Carrion-I-Silvestre JL (2009) Structural changes, common stochastic trends, and unit roots in panel data. Rev Econ Stud 76(2):471–501
Bai J, Ng S (2004) A PANIC attack on unit roots and cointegration. Econometrica 72(4):1127–1177
Bakirtas T, Akpolat AG (2018) The relationship between energy consumption, urbanization, and economic growth in new emerging-market countries. Energy 147:110–121
Baloch MA (2018) Dynamic linkages between road transport energy consumption, economic growth, and environmental quality: evidence from Pakistan. Environ Sci Pollut Res 25(8):7541–7552
Baloch MA, Suad S (2018) Modeling the impact of transport energy consumption on CO 2 emission in Pakistan: evidence from ARDL approach. Environ Sci Pollut Res 25(10):9461–9473
Baloch ZA, Tan Q, Kamran HW, Nawaz MA, Albashar G, Hameed J (2021) A multi-perspective assessment approach of renewable energy production: policy perspective analysis. Environ Dev Sustain 1–29. https://doi.org/10.1007/s10668-021-01524-8
Banerjee A, Carrion-i-Silvestre JL (2017) Testing for panel cointegration using common correlated effects estimators. J Time Ser Anal 38(4):610–636
Bashir A, Susetyo D, Suhel S, Azwardi A (2021) Relationships between urbanization, economic growth, energy consumption, and CO 2 emissions: empirical evidence from Indonesia. J Asian Fin Econ Bus 8(3):79–90
Bond S, Eberhardt M (2013) Accounting for unobserved heterogeneity in panel time series models. University of Oxford 1–11
Chandran V, Tang CF (2013) The impacts of transport energy consumption, foreign direct investment and income on CO2 emissions in ASEAN-5 economies. Renew Sustain Energy Rev 24:445–453
Chien F, Ananzeh M, Mirza F, Bakar A, Vu HM, Ngo TQ (2021a) The effects of green growth, environmental-related tax, and eco-innovation towards carbon neutrality target in the US economy. J Environ Manage. https://doi.org/10.1016/j.jenvman.2021.113633
Chien F, Hsu C-C, Zhang Y, Vu HM, Nawaz MA (2021b) Unlocking the role of energy poverty and its impacts on financial growth of household: is there any economic concern. Environ Sci Pollut Res 1–14
Chien F, Kamran HW, Nawaz MA, Thach NN, Long PD, Baloch ZA (2021c) Assessing the prioritization of barriers toward green innovation: small and medium enterprises nexus. Environ Dev Sustain 1–31. https://doi.org/10.1007/s10668-021-01513-x
Chien F, Pantamee AA, Hussain MS, Chupradit S, Nawaz MA, Mohsin M (2021d) Nexus between financial innovation and bankruptcy: evidence from information, communication and technology (ICT) sector. Sing Econ Rev 1–22. https://doi.org/10.1142/S0217590821500181
Chien F, Sadiq M, Kamran HW, Nawaz MA, Hussain MS, Raza M (2021e) Co-movement of energy prices and stock market return: environmental wavelet nexus of COVID-19 pandemic from the USA, Europe, and China. Environ Sci Pollut Res 1–15
Chien F, Sadiq M, Nawaz MA, Hussain MS, Tran TD, Le Thanh T (2021f) A step toward reducing air pollution in top Asian economies: the role of green energy, eco-innovation, and environmental taxes. J Environ Manage. https://doi.org/10.1016/j.jenvman.2021.113420
Chien F, Zhang Y, Sadiq M, Hsu CC (2021g) Financing for energy efficiency solutions to mitigate opportunity cost of coal consumption: an empirical analysis of Chinese industries. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-15701-9
Danielle NEL, Masilela L (2020) Open governance for improved service delivery innovation in South Africa. Int J eBus eGov Stud 12(1):33–47
Doğan, B., & Değer, O. (2018). The role of economic growth and energy consumption on CO 2 emissions in E7 countries. Theor Appl Econ 25(2)
Dlalisa SF, Govender DW (2020) Challenges of acceptance and usage of a learning management system amongst academics. Int J Ebus Egov Stud 12(1):63–78
Eberhardt M, Teal F (2010) Ghana and Côte d’Ivoire: changing places. Int Dev Policy 1:33–49
Ehsanullah S, Tran QH, Sadiq M, Bashir S, Mohsin M, Iram R (2021) How energy insecurity leads to energy poverty? Do environmental consideration and climate change concerns matters. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-14415-2
Flores A, Chang V (2020) Relación entre la demanda de transporte y el crecimiento económico: Análisis dinámico mediante el uso del modelo ARDL. Cuadernos Econ 43(122), 145–163. https://doi.org/10.32826/cude.v42i122.123
Govindaraju VC, Tang CF (2013) The dynamic links between CO2 emissions, economic growth and coal consumption in China and India. Appl Energy 104:310–318
Harding M, Lamarche C, Pesaran MH (2020) Common correlated effects estimation of heterogeneous dynamic panel quantile regression models. J Appl Economet 35(3):294–314
Hashmi R, Alam K (2019) Dynamic relationship among environmental regulation, innovation, CO2 emissions, population, and economic growth in OECD countries: a panel investigation. J Clean Prod 231:1100–1109
Heinrich NEL, Blaauw D, Pretorius A (2020) Investigating the Hungarian money demand function: possible implications for monetary policy. Int J Econ Finance Stud 12(1):71–87
Helm D, Hepburn C, Ruta G (2012) Trade, climate change, and the political game theory of border carbon adjustments. Oxf Rev Econ Policy 28(2):368–394
Hsu CC, Quang-Thanh N, Chien F, Li L, Mohsin M (2021) Evaluating green innovation and performance of financial development: mediating concerns of environmental regulation. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-14499-w
Huang SZ, Chau KY, Chien F, Shen H (2020) The impact of startups’ dual learning on their green innovation capability: the effects of business executives’ environmental awareness and environmental regulations. Sustainability 12(16):1–17
Huang SZ, Sadiq M, Chien F (2021) The impact of natural resource rent, financial development, and urbanization on carbon emission. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-16818-7
Irfan M, Shaw K (2017) Modeling the effects of energy consumption and urbanization on environmental pollution in South Asian countries: a nonparametric panel approach. Qual Quant 51(1):65–78
Kapetanios G, Pesaran MH, Yamagata T (2011) Panels with non-stationary multifactor error structures. J Econ 160(2):326–348
Khan SAR, Zhang Y, Anees M, Golpîra H, Lahmar A, Qianli D (2018) Green supply chain management, economic growth and environment: A GMM based evidence. J Clean Prod 185:588–599. https://doi.org/10.1016/j.jclepro.2018.02.226
Khoshnevis Yazdi S, Golestani Dariani A (2019) CO 2 emissions, urbanisation and economic growth: evidence from Asian countries. Econ Res 32(1):510–530
Kikulwe E, Asindu M (2020) Consumer demand and prospects for commercialization of nutritionally enhanced GM bananas in Uganda. AgBioforum 22(1):13–24
Koçak E, Ulucak R, Ulucak ZŞ (2020) The impact of tourism developments on CO2 emissions: an advanced panel data estimation. Tourism Manag Perspect 33:100611
Koloba HA (2020) Purchase intention towards environmentally friendly products among consumers in South Africa. Applying the theory of planned behaviour. Int J Bus Manag Stud 12(1):34–49
Li W, Chien F, Hsu C-C, Zhang Y, Nawaz MA, Iqbal S, Mohsin M (2021) Nexus between energy poverty and energy efficiency: estimating the long-run dynamics. Resources Policy 72:102063
Li W, Chien F, Kamran HW, Aldeehani TM, Sadiq M, Nguyen VC, Taghizadeh-Hesary F (2021) The nexus between COVID-19 fear and stock market volatility. Econ Res. https://doi.org/10.1080/1331677X.2021.1914125
Liang W, Yang M (2019) Urbanization, economic growth and environmental pollution: evidence from China. Sustain Comput: Inform Syst 21:1–9
Liu Y, Yan B, Zhou Y (2016) Urbanization, economic growth, and carbon dioxide emissions in China: a panel cointegration and causality analysis. J Geog Sci 26(2):131–152
Liu Z, Tang YM, Chau KY, Chien F, Iqbal W, Sadiq M (2021) Incorporating strategic petroleum reserve and welfare losses: a way forward for the policy development of crude oil resources in South Asia. Resour Policy. https://doi.org/10.1016/j.resourpol.2021.102309
López FS (2020) Available income and issuance of international tourist flows from Mexico. Cuadernos Econ 43(121):17–28. https://doi.org/10.32826/cude.v43i121.77
Madzivhandila TS, Niyimbanira F (2020) Rural economies and livelihood activities in developing countries: exploring prospects of the emerging climate change crisis. Int J Econ Finance Stud 12(1):239–254
Malla S, Brewin DG (2020) An economic account of innovation policy in Canada: a comparison of canola, wheat, and pulses. AgBioforum 22(1)
Maparu TS, Mazumder TN (2017) Transport infrastructure, economic development and urbanization in India (1990–2011): Is there any causal relationship? Transp Res A: Policy Pract 100:319–336
Meo M, Nathaniel S, Shaikh G, Kumar A (2021) Energy consumption, institutional quality and tourist arrival in Pakistan: is the nexus (a) symmetric amidst structural breaks? J Public Aff 21(2):e2213. https://doi.org/10.1002/pa.2213
Mitić P, Munitlak Ivanović O, Zdravković A (2017) A cointegration analysis of real GDP and CO2 emissions in transitional countries. Sustainability 9(4):568
Mohsin M, Kamran HW, Nawaz MA, Hussain MS, Dahri AS (2021) Assessing the impact of transition from nonrenewable to renewable energy consumption on economic growth-environmental nexus from developing Asian economies. J Environ Manag 284:111999
Muhammad B (2019) Energy consumption, CO2 emissions and economic growth in developed, emerging and Middle East and North Africa countries. Energy 179:232–245
Mustapa SI, Bekhet HA (2016) Analysis of CO2 emissions reduction in the Malaysian transportation sector: an optimisation approach. Energy Policy 89:171–183
Narayan PK, Saboori B, Soleymani A (2016) Economic growth and carbon emissions. Econ Model 53:388–397
Nasir MA, Huynh TLD, Tram HTX (2019) Role of financial development, economic growth & foreign direct investment in driving climate change: a case of emerging ASEAN. J Environ Manage 242:131–141
Nasreen S, Mbarek MB, Atiq-ur-Rehman M (2020) Long-run causal relationship between economic growth, transport energy consumption and environmental quality in Asian countries: Evidence from heterogeneous panel methods. Energy 192:116628
Nathaniel S, Khan SAR (2020) The nexus between urbanization, renewable energy, trade, and ecological footprint in ASEAN countries. J Clean Prod 272:122709
Nathaniel SP (2021a) Ecological footprint and human well-being nexus: accounting for broad-based financial development, globalization, and natural resources in the Next-11 countries. Future Bus J 7(1):1–18. https://doi.org/10.1186/s43093-021-00071-y
Nathaniel SP (2021b) Economic complexity versus ecological footprint in the era of globalization: evidence from ASEAN countries. Environ Sci Pollut Res 1–11. https://doi.org/10.1007/s11356-021-15360-w
Nathaniel SP (2021c) Natural resources, urbanisation, economic growth and the ecological footprint in South Africa: the moderating role of human capital. Quaestiones Geogr 40(2):63–76. https://doi.org/10.2478/quageo-2021-0012
Nathaniel SP, Adedoyin FF (2020) Tourism development, natural resource abundance, and environmental sustainability: another look at the ten most visited destinations. J Publ Aff e2553. https://doi.org/10.1002/pa.2553
Nathaniel SP, Barua S, Ahmed Z (2021) What drives ecological footprint in top ten tourist destinations? Evidence from advanced panel techniques. Environ Sci Pollut Res 1–10. https://doi.org/10.1007/s11356-021-13389-5
Nawaz MA, Hussain MS, Kamran HW, Ehsanullah S, Maheen R, Shair F (2021a) Trilemma association of energy consumption, carbon emission, and economic growth of BRICS and OECD regions: quantile regression estimation. Environ Sci Pollut Res 28:16014–16028. https://doi.org/10.1007/s11356-020-11823-8
Nawaz MA, Seshadri U, Kumar P, Aqdas R, Patwary AK, Riaz M (2021b) Nexus between green finance and climate change mitigation in N-11 and BRICS countries: empirical estimation through difference in differences (DID) approach. Environ Sci Pollut Res 28(6):6504–6519. https://doi.org/10.1007/s11356-020-10920-y
Neves, S. A., Marques, A. C., & Fuinhas, J. A. (2017). Is energy consumption in the transport sector hampering both economic growth and the reduction of CO2 emissions? A disaggregated energy consumption analysis. Transport Policy, 59(C), 64–70.
Neves SA, Marques AC, Patrício M (2020) Determinants of CO2 emissions in European Union countries: does environmental regulation reduce environmental pollution? Economic Analysis and Policy 68:114–125
NgoNdjama JD, Dhurup M, Joubert PA (2020) Exploring the relationship between organisational identification and organisational citizenship behaviour among employees in a university of technology in South Africa. International Journal of Business and Management Studies 12(1):84–100
Othman Z, Nordin MFF, Sadiq M (2020) GST fraud prevention to ensure business sustainability: a Malaysian case study. Journal of Asian Business and Economic Studies 27(3):245–265
Ozturk I, Acaravci A (2010) CO2 emissions, energy consumption and economic growth in Turkey. Renew Sustain Energy Rev 14(9):3220–3225. https://doi.org/10.1016/j.rser.2010.07.005
Paramati SR, Roca E (2019) Does tourism drive house prices in the OECD economies? Evidence from augmented mean group estimator. Tour Manage 74:392–395
Pesaran MH (2015) Testing weak cross-sectional dependence in large panels. Economet Rev 34(6–10):1089–1117
Pesaran MH, Yamagata T (2008) Testing slope homogeneity in large panels. Journal of Econometrics 142(1):50–93
Poon JP, Casas I, He C (2006) The impact of energy, transport, and trade on air pollution in China. Eurasian Geogr Econ 47(5):568–584
Sadiq M, Hsu CC, Zhang Y, Chien FS (2021a) COVID-19 fear and volatility index movements: empirical insights from ASEAN stock markets. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-15064-1
Sadiq M, Nonthapot S, Mohamad K, O.C., Ehsanullah, S., Iqbal, N. (2021b) Does green finance matters for sustainable entrepreneurship and environmental corporate social responsibility during Covid-19? China Finance Review International. https://doi.org/10.1108/CFRI-02-2021-0038
Saidi K, Mbarek MB (2017) The impact of income, trade, urbanization, and financial development on CO 2 emissions in 19 emerging economies. Environ Sci Pollut Res 24(14):12748–12757
Saidi S, Hammami S (2017) Modeling the causal linkages between transport, economic growth and environmental degradation for 75 countries. Transp Res Part d: Transp Environ 53:415–427
Shahbaz M, Khraief N, Jemaa MMB (2015) On the causal nexus of road transport CO2 emissions and macroeconomic variables in Tunisia: evidence from combined cointegration tests. Renew Sustain Energy Rev 51:89–100
Shair F, Shaorong S, Kamran HW, Hussain MS, Nawaz MA (2021) Assessing the efficiency and total factor productivity growth of the banking industry: do environmental concerns matters? Environ Sci Pollut Res 1–17. https://doi.org/10.1007/s11356-020-11938-y
Shao X, Zhong Y, Liu W, Li RYM (2021) Modeling the effect of green technology innovation and renewable energy on carbon neutrality in N-11 countries? Evidence from advance panel estimations. J Environ Manage 296:113–119
Shen, Y., Su, Z.-W., Malik, M. Y., Umar, M., Khan, Z., & Khan, M. (2021). Does green investment, financial development and natural resources rent limit carbon emissions? A provincial panel analysis of China. Science of The Total Environment, 755, 142538.
Su, C.-W., Umar, M., & Khan, Z. (2021). Does fiscal decentralization and eco-innovation promote renewable energy consumption? Analyzing the role of political risk. Science of The Total Environment, 751, 142220.
Sun H, Awan RU, Nawaz MA, Mohsin M, Rasheed AK, Iqbal N (2020) Assessing the socio-economic viability of solar commercialization and electrification in south Asian countries. Environ Dev Sustain 1–23. https://doi.org/10.1007/s10668-020-01038-9
Swamy, P. A. (1970). Efficient inference in a random coefficient regression model. Econometrica: Journal of the Econometric Society, 311–323.
Timilsina GR, Shrestha A (2009) Transport sector CO2 emissions growth in Asia: underlying factors and policy options. Energy Policy 37(11):4523–4539
Udemba EN, Güngör H, Bekun FV (2019) Environmental implication of offshore economic activities in Indonesia: a dual analyses of cointegration and causality. Environ Sci Pollut Res 26(31):32460–32475. https://doi.org/10.1007/s11356-019-06352-y
Wang Z, Ahmed Z, Zhang B, Wang B (2019) The nexus between urbanization, road infrastructure, and transport energy demand: empirical evidence from Pakistan. Environ Sci Pollut Res 26(34):34884–34895
Westerlund J, Edgerton DL (2008) A simple test for cointegration in dependent panels with structural breaks. Oxford Bull Econ Stat 70(5):665–704
Wursten J (2017) XTCDF: Stata module to perform Pesaran's CD-test for cross-sectional dependence in panel context
Xiang, H., Ch, P., Nawaz, M. A., Chupradit, S., Fatima, A., & Sadiq, M. (2021). Integration and economic viability of fueling the future with green hydrogen: an integration of its determinants from renewable economics. Int J Hydrogen Energy
Xueying, W., Sadiq, M., Chien, F., Ngo, T. Q., & Nguyen, A. T. (2021). Testing role of green financing on climate change mitigation: evidences from G7 and E7 countries, https://doi.org/10.1007/s11356-021-15023-w
Zhang W, Li G, Uddin MK, Guo S (2020) Environmental regulation, foreign investment behavior, and carbon emissions for 30 provinces in China. J Clean Prod 248:119208
Zhuang Y, Yang S, Chupradit S, Nawaz MA, Xiong R, Koksal C (2021) A nexus between macroeconomic dynamics and trade openness: moderating role of institutional quality. Bus Process Manag J. https://doi.org/10.1108/BPMJ-12-2020-0594
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Shi-Zheng Huang: Conceptualization, writing—original draft. Muhammad Sadiq: Data curation, writing—literature review and editing. Fengsheng Chien: software, visualization, supervision, methodology.
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Huang, SZ., Sadiq, M. & Chien, F. Dynamic nexus between transportation, urbanization, economic growth and environmental pollution in ASEAN countries: does environmental regulations matter?. Environ Sci Pollut Res 30, 42813–42828 (2023). https://doi.org/10.1007/s11356-021-17533-z
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DOI: https://doi.org/10.1007/s11356-021-17533-z