Abstract
The primary focus of this study is to evaluate the impact of various levels of education on CO2 emissions in China. Moreover, the study also tested the EKC hypothesis for different levels of education and economic development. The analysis employed disaggregate and aggregate data for education that included enrollment at primary, secondary, and tertiary levels and the average year of schooling. For empirical analysis, we employed an error correction model and bounds testing approach to cointegration. The results of the study provided some useful information both in the short and long run. All the proxies of education positively impact CO2 emissions at the initial level both in the short and long run; however, when we take the square of these variables, the effects of education on CO2 emissions become negative. Similarly, the impact of economic growth on CO2 emissions is positive in the short and long run, and the square of economic growth on CO2 emissions is negative, supporting the EKC hypothesis. China should increase investment in human capital that promotes green growth and environmental quality.
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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Ahmed Z, Zafar MW, Ali S (2020) Linking urbanization, human capital, and the ecological footprint in G7 countries: an empirical analysis. Sustain Cities Soc 55:102064
Aslam B, Hu J, Majeed MT, Lib Z, Ullah S (2021) Asymmetric macroeconomic determinants of CO 2 emission in China and policy approaches. Environ Sci Pollut Res 1–14
Balaguer J, Cantavella M (2018) The role of education in the environmental Kuznets curve Evidence from Australian Data. Energy Econ 70:289–296
Bangay C (2016) Protecting the future: The role of school education in sustainable development–an Indian case study. Int J Dev Educ Glob Learn 8(1):5–19
Bano S, Zhao Y, Ahmad A, Wang S, Liu Y (2018) Identifying the impacts of human capital on carbon emissions in Pakistan. J Clean Prod 183:1082–1092
Caird S, Lane A, Swithenby E, Roy R, Potter S (2015) Design of higher education teaching models and carbon impacts. Int J Sustain Higher Educ
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 Manag 295:113057
Dauda L, Long X, Mensah CN, Salman M, Boamah KB, Ampon-Wireko S, Dogbe CSK (2021) Innovation, trade openness and CO2 emissions in selected countries in Africa. J Clean Prod 281:125143
Duarte R, Mainar A, Sánchez-Chóliz J (2012) Social groups and CO2 emissions in Spanish households. Energy Policy 44:441–450
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110(2):353–377
Hamid I, Shabbir A, Murshed M, Jena PK, Sha N, Alam MN (2021) The roles of foreign direct investments, economic growth, and capital investments in decarbonizing the economy of Oman. Environ Sci Pollut Res 1–17
Hamid I, Jena PK, Mukhopdhyay D (2020) Should China prefer more foreign direct investment inflows to environmental change? J Publ Aff 1–18
Inglesi-Lotz R, Morales LDDC (2017) The effect of education on a country’s energy consumption: evidence from developed and developing countries. ERSA work pap, 678
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
Jafri MAH, Abbas S, Abbas SMY, Ullah S (2021) Caring for the environment: measuring the dynamic impact of remittances and FDI on CO2 emissions in China. Environ Sci Pollut Res 1–9
Jan A, Xin-Gang Z, Ahmad M, Irfan M, Ali S (2021) Do economic openness and electricity consumption matter for environmental deterioration: silver bullet or a stake? Environ Sci Pollut Res 1–16
Jian L, Sohail MT, Ullah S, Majeed MT (2021) Examining the role of non-economic factors in energy consumption and CO2 emissions in China: policy options for the green economy. Environ Sci Pollut Res 1–10
Jinru L, Changbiao Z, Ahmad B, Irfan M, Nazir R (2021) How do green financing and green logistics affect the circular economy in the pandemic situation: key mediating role of sustainable production. Econ Res-Ekon Istraživanja 1–21
Khan M (2020) CO2 emissions and sustainable economic development: new evidence on the role of human capital. Sustain Dev 28(5):1279–1288
Khan Z, Ali S, Dong K, Li RYM (2021) How does fiscal decentralization affect CO2 emissions? The roles of institutions and human capital. Energy Econ 94:105060
Khattak SI, Ahmad M, Khan ZU, Khan A (2020) Exploring the impact of innovation, renewable energy consumption, and income on CO2 emissions: new evidence from the BRICS economies. Environ Sci Pollut Res 27(12):13866–13881
Lei W, Ozturk I, Muhammad H, Ullah S (2021) On the asymmetric effects of financial deepening on renewable and non-renewable energy consumption: insights from China. Econ Res-Ekon Istraživanja 1–18
Li H, Khattak SI, Ahmad M (2021a) Measuring the impact of higher education on environmental pollution: new evidence from thirty provinces in China. Environ Ecol Stat 28(1):187–217
Li S, Zhou C (2019) What are the impacts of demographic structure on CO2 emissions? A regional analysis in China via heterogeneous panel estimates. Sci Total Environ 650:2021–2031
Li X, Ullah S (2021) Caring for the environment: how CO2 emissions respond to human capital in BRICS economies? Environ Sci Pollut Res 1–11
Li Y, Yang X, Ran Q, Wu H, Irfan M, Ahmad M (2021b) Energy structure, digital economy, and carbon emissions: evidence from China. Environ Scie Pollut Res 1–24
Lin X, Zhao Y, Ahmad M, Ahmed Z, Rjoub H, Adebayo TS (2021) Linking innovative human capital, economic growth, and CO2 emissions: an empirical study based on Chinese provincial panel data. Int J Environ Res Public Health 18(16):8503
Mahalik MK, Mallick H, Padhan H (2021) Do educational levels influence the environmental quality? The role of renewable and non-renewable energy demand in selected BRICS countries with a new policy perspective. Renewable Energy 164:419–432
Mahmood N, Wang Z, Hassan ST (2019) Renewable energy, economic growth, human capital, and CO 2 emission: an empirical analysis. Environ Sci Pollut Res 26(20):20619–20630
Mujtaba A, Jena PK (2021) Analyzing asymmetric impact of economic growth, energy use, FDI inflows and oil prices on co2 emissions through NARDL approach. Environ Sci Pollut Res 28(24):30873–30886. https://doi.org/10.1007/s11356-021-12660-z
Mujtaba A, Jena PK, Joshi DPP (2021) Growth and determinants of CO2 emissions: evidence from selected Asian emerging economies. Environ Sci Pollut Res 28(29):39357–39369
Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Economet 16(3):289–326
Rahman MM, Nepal R, Alam K (2021) Impacts of human capital, exports, economic growth and energy consumption on CO2 emissions of a cross-sectionally dependent panel: Evidence from the newly industrialized countries (NICs). Environ Sci Policy 121:24–36
Sarwar S, Shahzad U, Chang D, Tang B (2019) Economic and non-economic sector reforms in carbon mitigation: empirical evidence from Chinese provinces. Struct Chang Econ Dyn 49:146–154
Shen K, Feng W, Cai Y (2018) A benevolent state against an unjust society? Inequalities in public transfers in China. Chin Sociol Rev 50(2):137–162
Sippel M, Meyer D, Scholliers N (2018) What about greenhouse gas emissions from students? An analysis of lifestyle and carbon footprints at the University of Applied Science in Konstanz, Germany. Carbon Manag 9(2):201–211
Sohail S, Ullah S, Javid AY (2021) Fiscal decentralization, institutional quality, and government size: an asymmetry analysis for Asian economies. Transl Corp Rev 10:1–15
Subramaniam Y, Masron TA (2020) Education, methane emission and poverty in developing countries. J Environ Econ Policy 9(3):355–369
Tiwari S, Paltasingh KR, Jena PK (2020) Caste-class association and school participation in Uttar Pradesh, India: evidence from NSSO data. Int J Educ Dev 79:1–9
Uddin MM (2014) Causal relationship between education, carbon dioxide CO2 emission and economic growth in Bangladesh. IOSR J Human Soc Sci (IOSR-JHSS) 19:60–67
Ullah S, Ozturk I, Majeed MT, Ahmad W (2021) Do technological innovations have symmetric or asymmetric effects on environmental quality? Evidence from Pakistan. J Clean Prod 316:128239
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(12):13692–13702
Usman A, Bahmani-Oskoee M, Anwar S, Ullah S (2021a) Is there J-curve effect in the trade between Pakistan and United Kingdom? Asymmetric evidence from industry level data. Singap Econ Rev 1–21
Usman A, Ozturk I, Hassan A, Zafar SM, Ullah S (2021b) The effect of ICT on energy consumption and economic growth in South Asian economies: an empirical analysis. Telemat Inf 58:101537
Wang J, Xu Y (2021) Internet usage, human capital and CO2 emissions: A global perspective. Sustainability 13(15):8268
Wang X, Shao Q (2019) Non-linear effects of heterogeneous environmental regulations on green growth in G20 countries: evidence from panel threshold regression. Sci Total Environ 660:1346–1354
Yan G, Peng Y, Hao Y, Irfan M, Wu H (2021) Household head’s educational level and household education expenditure in China: the mediating effect of social class identification. Int J Educ Dev 83:102400
Yao Y, Ivanovski K, Inekwe J, Smyth R (2020) Human capital and CO2 emissions in the long run. Energy Econ 91:104907
Yin Y, Xiong X, Ullah S, Sohail S (2021) Examining the asymmetric socioeconomic determinants of CO2 emissions in China: challenges and policy implications. Environ Sci Pollut Res 1–11
Zafar MW, Saleem MM, Destek MA, Caglar AE (2021) The dynamic linkage between remittances, export diversification, education, renewable energy consumption, economic growth, and CO2 emissions in top remittance-receiving countries. Sustain Dev 1–11
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Major projects of Hebei Provincial Department of Education: Research on the development and innovation of modern agriculture in poor areas of Hebei Province from the perspective of economic and technological cooperation (ZD201713).
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This idea was given by Yuanpei Cui. Yuanpei Cui, Zikun Wei, and Qinglin Xue analyzed the data and wrote the complete paper, while Sidra Sohail read and approved the final version.
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Cui, Y., Wei, Z., Xue, Q. et al. Educational attainment and environmental Kuznets curve in China: an aggregate and disaggregate analysis. Environ Sci Pollut Res 29, 45612–45622 (2022). https://doi.org/10.1007/s11356-022-19051-y
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DOI: https://doi.org/10.1007/s11356-022-19051-y