Abstract
The largest challenge still remains in enhancing the living conditions and economic progress, while growing the environmental footprint is related to energy. The move towards renewable sources means that energy utilization can be increased and environmental impacts reduced. The key purpose of the present analysis was to investigate the CO2 emissions interaction to industrialization, energy imports, carbon intensity, economic progress, and gross capital formation by using time span data ranging from 1971 to 2019. Variable stationarity was confirmed by utilizing the unit root tests, while quantile regression analysis was utilized to check the CO2 emission influence on the independent variables. Outcomes showed that industrialization has constructive influence with CO2 emission having coefficient (0.161636) with probability value (0.0000). Similarly the variable energy imports, carbon intensity, and gross capital formation have positive coefficients (0.206843), (0.895212), and (0.442922) with probability values (0.2171), (0.0004), and (0.0002) correspondingly that exposed the positive interaction with CO2 emission in Pakistan. The variable economic progress exposed an adverse impact to CO2 emission with having coefficient (−0.002841) with probability value (0.8795). In directive to improve the economic progress, the government of Pakistan should take future action to minimize carbon dioxide emission from different sectors that cause the climate change.
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Abbreviations
- CO2e:
-
Carbon dioxide emission
- GHG:
-
Greenhouse gases
- INDS:
-
Industrialization
- EI:
-
Energy imports
- CI:
-
Carbon intensity
- ECG:
-
Economic growth
- GCF:
-
Gross capital formation
- SD:
-
Standard deviation
- JB:
-
Jarque Bera
- ADF:
-
Augmented Dickey-Fuller
- P-P:
-
Phillips-Perron
References
Ahmad A, Zhao Y, Shahbaz M, Bano S, Zhang Z, Wang S, Liu Y (2016) Carbon emissions, energy consumption and economic growth: an aggregate and disaggregate analysis of the Indian economy. Energy Policy 96:131–143
Ahmad M, Khan Z, Ur Rahman Z, Khan S (2018) Does financial development asymmetrically affect CO2 emissions in China? An application of the nonlinear autoregressive distributed lag (NARDL) model. Carbon Manag 9(6):631–644
Ahmed K, Shahbaz M, Kyophilavong P (2016) Revisiting the emissions-energy-trade nexus: evidence from the newly industrializing countries. Environ Sci Pollut Res 23(8):7676–7691
Alam MM, Murad MW, Noman AHM, Ozturk I (2016) Relationships among carbon emissions, economic growth, energy consumption and population growth: testing Environmental Kuznets Curve hypothesis for Brazil, China, India and Indonesia. Ecol Indic 70:466–479
Al-Mulali U, Ozturk I, Lean HH (2015) The influence of economic growth, urbanization, trade openness, financial development, and renewable energy on pollution in Europe. Nat Hazards 79(1):621–644
Alsayed AR, Isa Z, Kun SS, Manzi G (2020) Quantile regression to tackle the heterogeneity on the relationship between economic growth, energy consumption, and CO2 emissions. Environ Model Assess 25(2):251–258
Alvarado R, Deng Q, Tillaguango B, Méndez P, Bravo D, Chamba J, Alvarado-Lopez M, Ahmad M (2021a) Do economic development and human capital decrease non-renewable energy consumption? Evidence for OECD countries. Energy 215:119147
Alvarado R, Ortiz C, Jiménez N, Ochoa-Jiménez D, Tillaguango B (2021b) Ecological footprint, air quality and research and development: the role of agriculture and international trade. J Clean Prod 288:125589
Amri F (2018) Carbon dioxide emissions, total factor productivity, ICT, trade, financial development, and energy consumption: testing environmental Kuznets curve hypothesis for Tunisia. Environ Sci Pollut Res 25(33):33691–33701
Anwar A, Younis M, Ullah I (2020) Impact of urbanization and economic growth on CO2 emission: a case of far east Asian countries. Int J Environ Res Public Health 17(7):2531
Arouri MEH, Youssef AB, M'henni H, Rault C (2012) Energy consumption, economic growth and CO2 emissions in Middle East and North African countries. Energy Policy 45:342–349
Baz K, Xu D, Ali H, Ali I, Khan I, Khan MM, Cheng J (2020) Asymmetric impact of energy consumption and economic growth on ecological footprint: using asymmetric and nonlinear approach. Sci Total Environ 718:137364
Bilan Y, Streimikiene D, Vasylieva T, Lyulyov O, Pimonenko T, Pavlyk A (2019) Linking between renewable energy, CO2 emissions, and economic growth: challenges for candidates and potential candidates for the EU membership. Sustainability 11(6):1528
Brahmasrene T, Lee JW (2017) Assessing the dynamic impact of tourism, industrialization, urbanization, and globalization on growth and environment in Southeast Asia. Int J Sust Dev World Ecol 24(4):362–371
Cheng Z, Li L, Liu J, Zhang H (2018) Total-factor carbon emission efficiency of China’s provincial industrial sector and its dynamic evolution. Renew Sust Energ Rev 94:330–339
Chishti MZ, Ahmad M, Rehman A, Khan MK (2021) Mitigations pathways towards sustainable development: assessing the influence of fiscal and monetary policies on carbon emissions in BRICS economies. J Clean Prod 292:126035
Destek MA, Okumus I (2019) Does pollution haven hypothesis hold in newly industrialized countries? Evidence from ecological footprint. Environ Sci Pollut Res 26(23):23689–23695
Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74(366a):427–431
Ding Y, Li F (2017) Examining the effects of urbanization and industrialization on carbon dioxide emission: evidence from China’s provincial regions. Energy 125:533–542
Dong F, Wang Y, Su B, Hua Y, Zhang Y (2019) The process of peak CO2 emissions in developed economies: a perspective of industrialization and urbanization. Resour Conserv Recycl 141:61–75
Dong B, Ma X, Zhang Z, Zhang H, Chen R, Song Y, Shen M, Xiang R (2020) Carbon emissions, the industrial structure and economic growth: evidence from heterogeneous industries in China. Environ Pollut 262:114322
Dubey B, Narayanan AS (2010) Modelling effects of industrialization, population and pollution on a renewable resource. Nonlinear Anal Real World Appl 11(4):2833–2848
Esseghir A, Khouni LH (2014) Economic growth, energy consumption and sustainable development: the case of the Union for the Mediterranean countries. Energy 71:218–225
Gen-xing PAN, Zhen-heng LIN, Lian-Qin L (2011) Perspective on biomass carbon industrialization of organic waste from agriculture and rural areas in China. J Agric Sci Technol 13(1):75–82
Hanif I (2018) Impact of economic growth, nonrenewable and renewable energy consumption, and urbanization on carbon emissions in sub-Saharan Africa. Environ Sci Pollut Res 25(15):15057–15067
Harada T (2015) Changing productive relations, linkage effects, and industrialization. Econ Syst Res 27(3):374–390
Hu Y, Liu X, Bai J, Shih K, Zeng EY, Cheng H (2013) Assessing heavy metal pollution in the surface soils of a region that had undergone three decades of intense industrialization and urbanization. Environ Sci Pollut Res 20(9):6150–6159
IPCC (2007). Climate Change, Synthesis report. Geneva, Switzerland; 2007.
Işik C, Kasımatı E, Ongan S (2017) Analyzing the causalities between economic growth, financial development, international trade, tourism expenditure and/on the CO2 emissions in Greece. Energy Sources, Part B: Economics, Planning, and Policy 12(7):665–673
Isik C, Dogru T, Turk ES (2018) A nexus of linear and non-linear relationships between tourism demand, renewable energy consumption, and economic growth: theory and evidence. Int J Tour Res 20(1):38–49
Işık C, Ongan S, Özdemir D (2019) Testing the EKC hypothesis for ten US states: an application of heterogeneous panel estimation method. Environ Sci Pollut Res 26(11):10846–10853
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
Johansen S, Juselius K (1990) Maximum likelihood estimation and inference on cointegration—with applications to the demand for money. Oxf Bull Econ Stat 52(2):169–210
Kasman A, Duman YS (2015) CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: a panel data analysis. Econ Model 44:97–103
Khan MWA, Panigrahi SK, Almuniri KSN, Soomro MI, Mirjat NH, Alqaydi ES (2019) Investigating the dynamic impact of CO2 emissions and economic growth on renewable energy production: evidence from FMOLS and DOLS tests. Processes 7(8):496
Kilic C (2015) Effects of globalization on economic growth: panel data analysis for developing countries. Petroleum-Gas University of Ploiesti Bulletin, Technical Series, 67(1).
Koenker R, Basset GJ (1978) Regression quantiles. Econometrica 46(1):33–50
Latif Z, Latif S, Ximei L, Pathan ZH, Salam S, Jianqiu Z (2018) The dynamics of ICT, foreign direct investment, globalization and economic growth: panel estimation robust to heterogeneity and cross-sectional dependence. Telematics Inform 35(2):318–328
Lee JW (2019) Lagged effect of exports, industrialization and urbanization on carbon footprint in Southeast Asia. Int J Sustain Dev World Ecol 26(5):398–405
Lee JW, Brahmasrene T (2013) Investigating the influence of tourism on economic growth and carbon emissions: evidence from panel analysis of the European Union. Tour Manag 38:69–76
Li K, Lin B (2015) Impacts of urbanization and industrialization on energy consumption/CO2 emissions: does the level of development matter? Renew Sust Energ Rev 52:1107–1122
Liang W, Yang M (2019) Urbanization, economic growth and environmental pollution: evidence from China. Sustain Comput Inform Syst 21:1–9
Ling CH, Ahmed K, Muhamad RB, Shahbaz M (2015) Decomposing the trade-environment nexus for Malaysia: what do the technique, scale, composition, and comparative advantage effect indicate? Environ Sci Pollut Res 22(24):20131–20142
Liu X, Bae J (2018) Urbanization and industrialization impact of CO2 emissions in China. J Clean Prod 172:178–186
Liu Y, Xiao H, Zikhali P, Lv Y (2014) Carbon emissions in China: a spatial econometric analysis at the regional level. Sustainability 6(9):6005–6023
Lobao L, Stofferahn CW (2008) The community effects of industrialized farming: social science research and challenges to corporate farming laws. Agric Hum Values 25(2):219–240
Mahmood H, Alkhateeb TTY, Furqan M (2020) Industrialization, urbanization and CO2 emissions in Saudi Arabia: asymmetry analysis. Energy Rep 6:1553–1560
Mardani A, Streimikiene D, Nilashi M, Arias Aranda D, Loganathan N, Jusoh A (2018) Energy consumption, economic growth, and CO2 emissions in G20 countries: application of adaptive neuro-fuzzy inference system. Energies 11(10):2771
Marsiglio S (2011) On the relationship between population change and sustainable development. Res Econ 65(4):353–364
Menegaki AN, Tugcu CT (2017) Energy consumption and sustainable economic welfare in G7 countries; a comparison with the conventional nexus. Renew Sust Energ Rev 69:892–901
Nguyen TT, Pham TAT, Tram HTX (2020) Role of information and communication technologies and innovation in driving carbon emissions and economic growth in selected G-20 countries. J Environ Manag 261:110162
Odugbesan JA, Rjoub H (2020) Relationship among economic growth, energy consumption, CO2 emission, and urbanization: evidence from MINT countries. SAGE Open 10(2):2158244020914648
Ongan S, Isik C, Ozdemir D (2020) Economic growth and environmental degradation: evidence from the US case environmental Kuznets curve hypothesis with application of decomposition. J Environ Econ Policy 10:1–8. https://doi.org/10.1080/21606544.2020.1756419
Pata UK (2018) The effect of urbanization and industrialization on carbon emissions in Turkey: evidence from ARDL bounds testing procedure. Environ Sci Pollut Res 25(8):7740–7747
Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75(2):335–346
Rehman A, Rauf A, Ahmad M, Chandio AA, Deyuan Z (2019) The effect of carbon dioxide emission and the consumption of electrical energy, fossil fuel energy, and renewable energy, on economic performance: evidence from Pakistan. Environ Sci Pollut Res 26(21):21760–21773
Rehman A, Ma H, Chishti MZ, Ozturk I, Irfan M, Ahmad M (2021a) Asymmetric investigation to track the effect of urbanization, energy utilization, fossil fuel energy and CO 2 emission on economic efficiency in China: another outlook. Environ Sci Pollut Res 28:1–12. https://doi.org/10.1007/s11356-020-12186-w
Rehman A, Ma H, Ahmad M, Irfan M, Traore O, Chandio AA (2021b) Towards environmental sustainability: devolving the influence of carbon dioxide emission to population growth, climate change, forestry, livestock and crops production in Pakistan. Ecol Indic 125:107460. https://doi.org/10.1016/j.ecolind.2021.107460
Sadorsky P (2013) Do urbanization and industrialization affect energy intensity in developing countries? Energy Econ 37:52–59
Saidi K, Hammami S (2015) The impact of CO2 emissions and economic growth on energy consumption in 58 countries. Energy Rep 1:62–70
Schuetze T, Lee JW, Lee TG (2013) Sustainable urban (re-) development with building integrated energy, water and waste systems. Sustainability 5(3):1114–1127
Shen L, Sun Y (2016) Review on carbon emissions, energy consumption and low-carbon economy in China from a perspective of global climate change. J Geogr Sci 26(7):855–870
Sun J, Shi J, Shen B, Li S, Wang Y (2018) Nexus among energy consumption, economic growth, urbanization and carbon emissions: heterogeneous panel evidence considering China’s regional differences. Sustainability 10(7):2383
Taghvaee VM, Parsa H (2015) Economic growth and environmental pollution in Iran: evidence from manufacturing and services sectors. Custos E Agronegocio Line 11(1):115–127
Temiz Dinç D, Akdoğan EC (2019) Renewable energy production, energy consumption and sustainable economic growth in Turkey: a VECM approach. Sustainability 11(5):1273
Uddin MGS, Bidisha SH, Ozturk I (2016) Carbon emissions, energy consumption, and economic growth relationship in Sri Lanka. Energy Sources, Part B: Economics, Planning, and Policy 11(3):282–287. https://doi.org/10.1080/15567249.2012.694577
Ullah S, Ozturk I, Usman A, Majeed MT, Akhtar P (2020) On the asymmetric effects of premature deindustrialization on CO2 emissions: evidence from Pakistan. Environ Sci Pollut Res 27:1–11. https://doi.org/10.1007/s11356-020-07931-0
Van DTB, Bao HHG (2018) The role of globalization on CO2 emission in Vietnam incorporating industrialization, urbanization, GDP per capita and energy use. Int J Energy Econ Policy 8(6):275
Wang Q, Su M (2019) The effects of urbanization and industrialization on decoupling economic growth from carbon emission–a case study of China. Sustain Cities Soc 51:101758
Wang W, Liu X, Zhang M, Song X (2014) Using a new generalized LMDI (logarithmic mean Divisia index) method to analyze China’s energy consumption. Energy 67:617–622
Wang S, Fang C, Wang Y, Huang Y, Ma H (2015) Quantifying the relationship between urban development intensity and carbon dioxide emissions using a panel data analysis. Ecol Indic 49:121–131
Wang ZX, Hao P, Yao PY (2017) Non-linear relationship between economic growth and CO2 emissions in China: an empirical study based on panel smooth transition regression models. Int J Environ Res Public Health 14(12):1568
Wang Q, Su M, Li R (2018) Toward to economic growth without emission growth: the role of urbanization and industrialization in China and India. J Clean Prod 205:499–511
Wang R, Zheng X, Wang H, Shan Y (2019) Emission drivers of cities at different industrialization phases in China. J Environ Manag 250:109494
Xiao B, Niu D, Wu H (2017) Exploring the impact of determining factors behind CO2 emissions in China: a CGE appraisal. Sci Total Environ 581:559–572
Yao L, Xu J, Li Y (2014) Evaluation of the efficiency of low carbon industrialization in cultural and natural heritage: taking Leshan as an example. Sustainability 6(6):3825–3842
Ying YH, Chang K, Lee CH (2014) The impact of globalization on economic growth. Rom J Econ Forecast 17(2):25–34
You H (2016) Impact of urbanization on pollution-related agricultural input intensity in Hubei, China. Ecol Indic 62:249–258
Zeng J, Liu T, Feiock R, Li F (2019) The impacts of China’s provincial energy policies on major air pollutants: a spatial econometric analysis. Energy Policy 132:392–403
Zhang N, Wei X (2015) Dynamic total factor carbon emissions performance changes in the Chinese transportation industry. Appl Energy 146:409–420
Zhang S, Liu X, Bae J (2017) Does trade openness affect CO 2 emissions: evidence from ten newly industrialized countries? Environ Sci Pollut Res 24(21):17616–17625
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Abdul Rehman: conceptualization, investigation, methodology, formal analysis, visualization, and writing the original draft. Hengyun Ma: investigation, visualization, review, and editing. Ilhan Ozturk: review, editing, and made suggestions of the manuscript.
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Rehman, A., Ma, H. & Ozturk, I. Do industrialization, energy importations, and economic progress influence carbon emission in Pakistan. Environ Sci Pollut Res 28, 45840–45852 (2021). https://doi.org/10.1007/s11356-021-13916-4
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DOI: https://doi.org/10.1007/s11356-021-13916-4