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Links among population aging, economic globalization, per capita CO2 emission, and economic growth, evidence from East Asian countries

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Abstract

Population aging, economic globalization, and economic growth simultaneously cause changes in environmental quality, but so far no studies have integrated these key factors into the same environmental policy framework. Thus, this study uses the more robust Westerlund cointegration test and the augmented mean group (AMG) estimator (robust to cross-sectional dependence (CD), heterogeneity, and endogeneity) to estimate the long-term relationship between population aging, economic globalization, economic growth, and per capita carbon emissions in East Asian countries during the period 1975–2018. The analysis results reflect that population aging significantly reduces the long-term per capita carbon emissions of specific East Asian countries. However, energy generation and economic globalization make significant contributions to long-run per capita carbon emissions. Moreover, the impact of economic growth on long-term per capita carbon emissions is significantly positive, while the impact of square of economic growth on long-run per capita carbon emissions is significantly negative, thus validating the inverted U-shaped environmental Kuznets curve (EKC) hypothesis for specific East Asian countries. The results of the causality test indicated a two-way causality between energy generation and per capita carbon dioxide emission, supporting the feedback hypothesis. There is also a two-way causal relationship between aging population and per capita carbon dioxide emission. Policy recommendations are discussed in response to the empirical findings of this study.

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References

  • Acheampong AO, Opoku EEO, Dzator J (2022) Does democracy really improve environmental quality? Empirical contribution to the environmental politics debate. Energy Econ 109:105942

    Article  Google Scholar 

  • Adebayo TS, Onifade ST, Alola AA, Muoneke OB (2022) Does it take international integration of natural resources to ascend the ladder of environmental quality in the newly industrialized countries? Resour Policy 76:102616

    Article  Google Scholar 

  • Adeel-Farooq RM, Riaz MF, Ali T (2021) Improving the environment begins at home: revisiting the links between FDI and environment. Energy 215:119150

    Article  Google Scholar 

  • Ahmad M, Wu Y (2022) Combined role of green productivity growth, economic globalization, and eco-innovation in achieving ecological sustainability for OECD economies. J Environ Manage 302:113980

    Article  Google Scholar 

  • Akbar S, Saritha SK (2021) Quantum inspired community detection for analysis of biodiversity change driven by land-use conversion and climate change. Sci Rep 11(1):1–13

    Article  Google Scholar 

  • Ali A, Radulescu M, Balsalobre-Lorente D (2023) A dynamic relationship between renewable energy consumption, nonrenewable energy consumption, economic growth, and carbon dioxide emissions: evidence from Asian emerging economies. Energy Environ 0(0). https://doi.org/10.1177/0958305X231151684

  • 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(34):51442–51455

  • Amegavi GB, Langnel Z, Ahenkan A, Buabeng T (2022) The dynamic relationship between economic globalisation, institutional quality, and ecological footprint: evidence from Ghana. J Int Trade Econ Dev 31(6):876–893

    Article  Google Scholar 

  • Awosusi AA, Adebayo TS, Altuntaş M, Agyekum EB, Zawbaa HM, Kamel S (2022) The dynamic impact of biomass and natural resources on ecological footprint in BRICS economies: a quantile regression evidence. Energy Rep 8:1979–1994

    Article  Google Scholar 

  • Ayesu EK, Sakyi D, Arthur E, Osei-Fosu AK (2022) The impact of trade on African welfare: does seaport efficiency channel matter? Res Globalization 5:100098

    Article  Google Scholar 

  • Badulescu D, Simut R, Mester I, Dzitac S, Sehleanu M, Bac DP, Badulescu A (2021) Do economic growth and environment quality contribute to tourism development in EU countries? A panel data analysis. Technol Econ Dev Econ 27(6):1509–1538

  • Balsalobre-Lorente D, Sinha A, Driha OM, Mubarik MS (2021) Assessing the impacts of ageing and natural resource extraction on carbon emissions: a proposed policy framework for European economies. J Clean Prod 296:126470

    Article  CAS  Google Scholar 

  • Baltagi BH, Feng Q, Kao C (2012) A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model. J Econ 170(1):164–177. https://doi.org/10.1016/j.jeconom.2012.04.004

    Article  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 

  • Cao L, Li L, Wu Y (2021) How does population structure affect pollutant discharge in China? Evidence from an improved STIRPAT model. Environ Sci Pollut Res 28(3):2765–2778

    Article  Google Scholar 

  • Chishti MZ, Sinha A (2022) Do the shocks in technological and financial innovation influence the environmental quality? Evidence from BRICS economies. Technol Soc 68:101828

    Article  Google Scholar 

  • Chu LK (2022) The role of technological innovation and population aging in environmental degradation in the Organization for Economic Co-operation and Development countries. Environment, Development and Sustainability, pp 1–39

    Google Scholar 

  • Destek MA (2020) Investigation on the role of economic, social, and political globalization on environment: evidence from CEECs. Environ Sci Pollut Res 27(27):33601–33614

    Article  Google Scholar 

  • Dinda S (2005) A theoretical basis for the environmental Kuznets curve. Ecol Econ 53(3):403–413

    Article  Google Scholar 

  • Dumitrescu EI, Hurlin C (2012) Testing for Granger non-causality in heterogeneous panels. Econ Model 29(4):1450–1460

    Article  Google Scholar 

  • Eberhardt M, Bond S (2009) Cross-section Dependence in Nonstationary Panel Models: A Novel Estimator. MPRA Paper, No. 17692. Germany: University Library of Munich. Available from: https://www.mpra.ub.uni-muenchen.de/17692

  • Environmental Defense Fund (2022). How Japan and other energy importers can spur global methane action. https://blogs.edf.org/energyexchange/2022/12/04/how-japan-and-other-energy-importers-can-spur-global-methane-action/

    Google Scholar 

  • Fan J, Zhou L, Zhang Y, Shao S, Ma M (2021) How does population aging affect household carbon emissions? Evidence from Chinese urban and rural areas. Energy Econ 100:105356

    Article  Google Scholar 

  • Gereffi G (2019) Global value chains and international development policy: bringing firms, networks and policy-engaged scholarship back in. J Int Bus Policy 2:195–210

    Article  Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. National Bureau Of Economic Research, Working Paper No. 3914

  • Gyamfi BA, Adebayo TS, Bekun FV, Agboola MO (2022) Sterling insights into natural resources intensification, ageing population and globalization on environmental status in Mediterranean countries. Energy Environ 0958305X221083240

  • Gyamfi BA, Bein MA, Udemba EN, Bekun FV (2021) Investigating the pollution haven hypothesis in oil and non-oil sub-Saharan Africa countries: evidence from quantile regression technique. Resour Policy 73:102119. https://doi.org/10.1016/j.resourpol.2021.102119

    Article  Google Scholar 

  • Hao Y, Zheng S, Zhao M, Wu H, Guo Y, Li Y (2020) Reexamining the relationships among urbanization, industrial structure, and environmental pollution in China—new evidence using the dynamic threshold panel model. Energy Rep 6:28–39

    Article  Google Scholar 

  • Hassan K, Salim R (2015) Population ageing, income growth and CO2 emission: Empirical evidence from high income OECD countries. J Econ Stud 42(1):54–67. https://doi.org/10.1108/JES-04-2013-0046

  • Huo C, Hameed J, Sharif A, Albasher G, Alamri O, Alsultan N (2022) Recent scenario and nexus of globalization to CO2 emissions: evidence from wavelet and quantile on quantile regression approach. Environ Res 212:113067

    Article  CAS  Google Scholar 

  • Jahanger A, Ozturk I, Onwe JC, Joseph TE, Hossain MR (2023) Do technology and renewable energy contribute to energy efficiency and carbon neutrality? Evidence from top ten manufacturing countries. Sustain Energ Technol Assessments 56:103084

  • Jahanger A, Usman M, Balsalobre-Lorente D (2022a) Autocracy, democracy, globalization, and environmental pollution in developing world: fresh evidence from STIRPAT model. J Public Aff 22(4):e2753

    Article  Google Scholar 

  • Jahanger A, Usman M, Murshed M, Mahmood H, Balsalobre-Lorente D (2022b) The linkages between natural resources, human capital, globalization, economic growth, financial development, and ecological footprint: the moderating role of technological innovations. Resour Policy 76:102569

    Article  Google Scholar 

  • Jahanger A, Yang B, Huang WC, Murshed M, Usman M, Radulescu M (2022c) Dynamic linkages between globalization, human capital, and carbon dioxide emissions: Empirical evidence from developing economies. Environ Dev Sustain 1–29. https://doi.org/10.1007/s10668-022-02437-w

  • Karaduman C (2022) The effects of economic globalization and productivity on environmental quality: evidence from newly industrialized countries. Environ Sci Pollut Res 29(1):639–652

    Article  Google Scholar 

  • Khan I, Hou F, Zakari A, Irfan M, Ahmad M (2022) Links among energy intensity, non-linear financial development, and environmental sustainability: new evidence from Asia Pacific Economic Cooperation countries. J Clean Prod 330:129747

    Article  Google Scholar 

  • Khan MK, Teng JZ, Khan MI, Khan MO (2019) Impact of globalization, economic factors and energy consumption on CO2 emissions in Pakistan. Sci Total Environ 688:424–436

    Article  CAS  Google Scholar 

  • Kisswani KM, Zaitouni M (2021) Does FDI affect environmental degradation? Examining pollution haven and pollution halo hypotheses using ARDL modelling. J Asia Pac Econ 1–27. https://doi.org/10.1080/13547860.2021.1949086

  • KOF Swiss Economic institute (2022). KOF globalisation index. https://kof.ethz.ch/en/forecasts-and-indicators/indicators/kof-globalisation-index.html

    Google Scholar 

  • Kuznets S (1955) Economic growth and income inequality. The American economic review 45(1):1–288

    Google Scholar 

  • Lai SL, Yip TM (2022) The role of older workers in population aging–economic growth nexus: evidence from developing countries. Econ Chang Restruct 55(3):1875–1912

    Article  Google Scholar 

  • Lawrence, P. (2022). Justifying representation of future generations and nature: contradictory or mutually supporting values?. Transnational Environ Law, 11(3), 553-579.

  • Liddle B, Casey G (2022) Population and Energy Consumption/Carbon Emissions: What We Know, What We Should Focus on Next. In: Hunter LM, Gray C, Véron J (eds) International Handbook of Population and Environment. International Handbooks of Population, vol 10. Springer, Cham. https://doi.org/10.1007/978-3-030-76433-3_19

  • Liu Y, Ali A, Chen Y, She X (2023) 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(12):32585–32599

  • 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(54):82256–82270

    Article  Google Scholar 

  • Majeed MT, Luni T, Tahir T (2022) Growing green through biomass energy consumption: the role of natural resource and globalization in a world economy. Environ Sci Pollut Res 29:33657–33673. https://doi.org/10.1007/s11356-021-18017-w

    Article  Google Scholar 

  • Mehmood U, Agyekum EB, Uhunamure SE, Shale K, Mariam A (2022) Evaluating the influences of natural resources and ageing people on CO2 emissions in G-11 nations: application of CS-ARDL approach. Int J Environ Res Public Health 19(3):1449

    Article  CAS  Google Scholar 

  • Mohsin M, Naseem S, Sarfraz M, Azam T (2022) Assessing the effects of fuel energy consumption, foreign direct investment and GDP on CO2 emission: new data science evidence from Europe & Central Asia. Fuel 314:123098

    Article  CAS  Google Scholar 

  • Nan S, Huo Y, You W, Guo Y (2022) Globalization spatial spillover effects and carbon emissions: what is the role of economic complexity? Energy Econ 112:106184

    Article  Google Scholar 

  • Nguyen QH (2022) The influence of key economic globalization factors on economic growth and environmental quality: An empirical study in Southeast Asian countries. J Int Trade Econ Dev 1–19. https://doi.org/10.1080/09638199.2022.2159060

  • OECD (2022). Ageing and employment policies in Korea – the challenge of an ageing population. https://www.oecd.org/els/emp/33906935.pdf

    Google Scholar 

  • Özokcu S, Özdemir Ö (2017) Economic growth, energy, and environmental Kuznets curve. Renew Sustain Energy Rev 72:639–647

    Article  Google Scholar 

  • Pais-Magalhães V, Moutinho V, Robaina M (2022) Is an ageing population impacting energy use in the European Union? Drivers, lifestyles, and consumption patterns of elderly households. Energy Res Soc Sci 85:102443

    Article  Google Scholar 

  • Pesaran MH (2004) General diagnostic tests for cross section dependence in panels, CESifo Working Paper Series No. 1229; IZA Discussion Paper No. 1240. Available at SSRN: http://ssrn.com/abstract=572504

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

    Article  Google Scholar 

  • Pesaran MH (2021) General diagnostic tests for cross-sectional dependence in panels. Empir Econ 60(1):13–50

    Article  Google Scholar 

  • Pesaran MH, Yamagata T (2008) Testing slope homogeneity in large panels. J Econ 142(1):50–93. https://doi.org/10.1016/j.jeconom.2007.05.010

    Article  Google Scholar 

  • Pulicherla KK, Adapa V, Ghosh M, Ingle P (2022) Current efforts on sustainable green growth in the manufacturing sector to complement “make in India” for making “self-reliant India”. Environ Res 206:112263

    Article  CAS  Google Scholar 

  • Rehman A, Ma H, Ahmad M, Irfan M, Traore O, Chandio AA (2021) 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

    Article  CAS  Google Scholar 

  • Sadiq M, Shinwari R, Wen F, Usman M, Hassan ST, Taghizadeh-Hesary F (2023) Do globalization and nuclear energy intensify the environmental costs in top nuclear energy-consuming countries? Prog Nucl Energy 156:104533

    Article  CAS  Google Scholar 

  • Salahodjaev R, Isaeva A (2021) Post-Soviet states and CO2 emissions: the role of foreign direct investment. Post-Communist Econ:1–22. https://doi.org/10.1080/14631377.2021.1965360

  • Saqib N, Ozturk I, Usman M, Sharif A, Razzaq A (2023) Pollution haven or halo? How European countries leverage FDI, energy, and human capital to alleviate their ecological footprint. Gondw Res. https://doi.org/10.1016/j.gr.2022.12.018

  • Shan Y, Ou J, Wang D, Zeng Z, Zhang S, Guan D, Hubacek K (2021) Impacts of COVID-19 and fiscal stimuli on global emissions and the Paris Agreement. Nat Clim Chang 11(3):200–206

    Article  CAS  Google Scholar 

  • Solarin SA (2020) An environmental impact assessment of fossil fuel subsidies in emerging and developing economies. Environ Impact Assess Rev 85:106443

    Article  Google Scholar 

  • Su H, Geng Y, Xia XQ, Wang QJ (2022) Economic policy uncertainty, social development, political regimes and environmental quality. Int J Environ Res Public Health 19(4):2450

    Article  Google Scholar 

  • Sueyoshi T, Mo F, Wang DD (2022) Sustainable development of countries all over the world and the impact of renewable energy. Renew Energy 184:320–331

    Article  Google Scholar 

  • Syed QR, Bouri E (2022) Impact of economic policy uncertainty on CO2 emissions in the US: evidence from bootstrap ARDL approach. J Public Aff 22(3):e2595

    Article  Google Scholar 

  • Tarazkar MH, Dehbidi NK, Ozturk I, Al-Mulali U (2021) The impact of age structure on carbon emission in the Middle East: the panel autoregressive distributed lag approach. Environ Sci Pollut Res 28:33722–33734

    Article  CAS  Google Scholar 

  • Ullah S, Ali K, Shah SA, Ehsan M (2022) Environmental concerns of financial inclusion and economic policy uncertainty in the era of globalization: evidence from low & high globalized OECD economies. Environ Sci Pollut Res 29(24):36773–36787

    Article  Google Scholar 

  • UNDP (2022). The SDGs in action. https://www.undp.org/sustainable-development-goals?utm_source=EN&utm_medium=GSR&utm_content=US_UNDP_PaidSearch_Brand_English&utm_campaign=CENTRAL&c_src=CENTRAL&c_src2=GSR&gclid=CjwKCAiAwomeBhBWEiwAM43YIH4MJn6rVg0CbOlRA-5x5lpzrxHGZGSWV4Vwdm6ddxxKMx22uVlwwBoCRjkQAvD_BwE

    Google Scholar 

  • Usman M, Balsalobre-Lorente D, Jahanger A, Ahmad P (2022b) Pollution concern during globalization mode in financially resource-rich countries: do financial development, natural resources, and renewable energy consumption matter? Renew Energy 183:90–102

    Article  Google Scholar 

  • Usman M, Balsalobre-Lorente D, Jahanger A, Ahmad P (2023) Are Mercosur economies going green or going away? An empirical investigation of the association between technological innovations, energy use, natural resources and GHG emissions. Gondw Res 113:53–70

    Article  CAS  Google Scholar 

  • Usman M, Jahanger A, Makhdum MSA, Balsalobre-Lorente D, Bashir A (2022a) How do financial development, energy consumption, natural resources, and globalization affect Arctic countries’ economic growth and environmental quality? An advanced panel data simulation. Energy 241:122515

    Article  Google Scholar 

  • Wang Q, Li L, Li R (2023) Uncovering the impact of income inequality and population aging on carbon emission efficiency: an empirical analysis of 139 countries. Sci Total Environ 857:159508

    Article  CAS  Google Scholar 

  • Wang T, Shen B, Springer CH, Hou J (2021) What prevents us from taking low-carbon actions? A comprehensive review of influencing factors affecting low-carbon behaviors. Energy Res Soc Sci 71:101844

  • Wang Q, Wang X, Li R (2022) Does population aging reduce environmental pressures from urbanization in 156 countries? Sci Total Environ 848. https://doi.org/10.1016/j.scitotenv.2022.157330

  • Wang Q, Zhang C, Li R (2022a) Towards carbon neutrality by improving carbon efficiency-a system-GMM dynamic panel analysis for 131 countries’ carbon efficiency. Energy 258:124880

    Article  CAS  Google Scholar 

  • Wang S, Ren Z, Xiao Z, Wang N, Yang H, Pu H (2022b) Coupling analysis of population aging and economic growth with spatial-temporal variation: a case study in China. Int J Equity Health 21(1):1–14. https://doi.org/10.1186/s12939-022-01711-7

  • Westerlund J (2007) Testing for error correction in panel data. Oxford Bull Econ Stat 69(6):709–748. https://doi.org/10.1111/j.1468-0084.2007.00477.x

  • Westerlund J (2008) Panel cointegration tests of the Fisher effect. J Appl Economet 23(2):193–233. https://doi.org/10.1002/jae.967

    Article  Google Scholar 

  • World Bank (2020) Data Bank, World Development Indicators. https://databank.worldbank.org/reports.aspx?source=World-Development-Indicators

  • World Bank (2022). Data bank, world development indicators. https://databank.worldbank.org/source/world-development-indicators

    Google Scholar 

  • World Economic Forum (2022). How to make active aging an integral part of economic growth in China. https://www.weforum.org/agenda/2022/05/solving-china-s-aging-population-problem/

    Google Scholar 

  • Xia W, Apergis N, Bashir MF, Ghosh S, Doğan B, Shahzad U (2022) Investigating the role of globalization, and energy consumption for environmental externalities: empirical evidence from developed and developing economies. Renew Energy 183:219–228

    Article  Google Scholar 

  • Xu L, Wang X, Guo W (2022) Does renewable energy adaptation, globalization, and financial development matter for environmental quality and economic progress? Evidence from panel of big five (B5) economies. Renew Energy 192:631–640

    Article  Google Scholar 

  • Yang S, Jahanger A, Hossain MR (2023a) Does China’s low-carbon city pilot intervention limit electricity consumption? An analysis of industrial energy efficiency using time-varying DID model. Energy Econ 121:106636

    Article  Google Scholar 

  • Yang S, Jahanger A, Hossain MR (2023b) How effective has the low-carbon city pilot policy been as an environmental intervention in curbing pollution? Evidence from Chinese industrial enterprises. Energy Econ 118:106523

    Article  Google Scholar 

  • Yang X, Li N, Ahmad M, Mu H (2022b) Natural resources, population aging, and environmental quality: analyzing the role of green technologies. Environ Sci Pollut Res 29(31):46665–46679

    Article  Google Scholar 

  • Yang X, Li N, Mu H, Ahmad M, Meng X (2022a) Population aging, renewable energy budgets and environmental sustainability: does health expenditures matter? Gondw Res 106:303–314

    Article  CAS  Google Scholar 

  • Yang X, Li N, Mu H, Pang J, Zhao H, Ahmad M (2021) Study on the long-term impact of economic globalization and population aging on CO2 emissions in OECD countries. Sci Total Environ 787:147625

    Article  CAS  Google Scholar 

  • Yaziz NAMM, Azlina AA, Hussain NE, Koris R (2022) The impact of population ageing on the environmental quality in late-demographic dividend countries. Int J Soc Econ 49(4):581–598

    Article  Google Scholar 

  • Yu M, Meng B, Li R (2022) Analysis of China’s urban household indirect carbon emissions drivers under the background of population aging. Struct Chang Econ Dyn 60:114–125

    Article  Google Scholar 

  • Yu S, Zhang Q, Hao JL, Ma W, Sun Y, Wang X, Song Y (2023) Development of an extended STIRPAT model to assess the driving factors of household carbon dioxide emissions in China. J Environ Manage 325:116502

    Article  CAS  Google Scholar 

  • Zha D, Liu P, Shi H (2022) Does population aging aggravate air pollution in China? Mitig Adapt Strat Glob Chang 27(2):15

    Article  Google Scholar 

  • Zhang C, Khan I, Dagar V, Saeed A, Zafar MW (2022) Environmental impact of information and communication technology: unveiling the role of education in developing countries. Technol Forecast Soc Chang 178:121570

    Article  Google Scholar 

  • Zhang S, Shinwari R, Zhao S (2023) Energy transition, geopolitical risk, and natural resources extraction: A novel perspective of energy transition and resources extraction. Res Policy 83:103608

  • Zhang J, Zheng Z, Zhang L, Qin Y, Wang J, Cui P (2021) Digital consumption innovation, socio-economic factors and low-carbon consumption: empirical analysis based on China. Technol Soc 67:101730

    Article  Google Scholar 

  • Zhou Q, Liu Y, Qu S (2022) Emission effects of China’s rural revitalization: the nexus of infrastructure investment, household income, and direct residential CO2 emissions. Renew Sustain Energy Rev 167:112829

    Article  Google Scholar 

  • Zhuo C, Xie Y, Mao Y, Chen P, Li Y (2022) Can cross-regional environmental protection promote urban green development: zero-sum game or win-win choice? Energy Econ 106:105803

    Article  Google Scholar 

  • Ziyuan C, Yibo Y, Simayi Z, Shengtian Y, Abulimiti M, Yuqing W (2022) Carbon emissions index decomposition and carbon emissions prediction in Xinjiang from the perspective of population-related factors, based on the combination of STIRPAT model and neural network. Environ Sci Pollut Res 29:31781–31796. https://doi.org/10.1007/s11356-021-17976-4

    Article  CAS  Google Scholar 

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Data availability 

The data that support the findings of this study are openly available in World Development Indicator page published by World Bank (2020), at https://databank.worldbank.org/source/world548 development-indicators. Economic globalization data can be obtained from KOF Swiss Economic institute (2022), at https://www.statista.com/statistics/268168/globalization-index-by-country/#:~:text=Globalization%20Index%20%2D%20top%2050%20countries%202022&text=In%20the%202022%20edition%20of,behind%2C%20with%20Belgium%20in%20third.

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

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Correspondence to Yuanchun Chen.

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Appendix

Table 9

Table 9 Description and measurement of variables and data sources

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Sun, ., Ali, A., Liu, Y. et al. Links among population aging, economic globalization, per capita CO2 emission, and economic growth, evidence from East Asian countries. Environ Sci Pollut Res 30, 92107–92122 (2023). https://doi.org/10.1007/s11356-023-28723-2

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