IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v18y2021i16p8503-d612744.html
   My bibliography  Save this article

Linking Innovative Human Capital, Economic Growth, and CO 2 Emissions: An Empirical Study Based on Chinese Provincial Panel Data

Author

Listed:
  • Xi Lin

    (Business School, Hohai University, Nanjing 211100, China
    Business School, Guilin University of Technology, Guilin 541004, China)

  • Yongle Zhao

    (Business School, Hohai University, Nanjing 211100, China)

  • Mahmood Ahmad

    (Business School, Shandong University of Technology, Zibo 255000, China)

  • Zahoor Ahmed

    (Department of Economics, Faculty of Economics and Administrative Sciences, Cyprus International University, Mersin 10, Haspolat 99040, Turkey)

  • Husam Rjoub

    (Department of Accounting and Finance, Faculty of Economics and Administrative Sciences, Cyprus International University, Mersin 10, Haspolat 99040, Turkey)

  • Tomiwa Sunday Adebayo

    (Department of Business Administration, Faculty of Economics and Administrative Science, Cyprus International University, Nicosia, Northern Cyprus, Mersin TR-10, Turkey)

Abstract

To study the economic and environmental effects of human capital, previous studies measure human capital based on education; however, this approach has many shortcomings because not all educated people are innovative human capital. Hence, this study introduces the concept of innovative human capital by developing a new index that measures human capital based on the number of patents every one million R&D staff full-time equivalent. After this, this paper studies the impact of innovative human capital on CO 2 emissions in China. The provincial panel data of 30 Chinese provinces from 2003 to 2017 is analyzed using the fixed effect, ordinary least squares, and the system generalized method of moments (SYS-GMM). The analysis revealed that innovative human capital alleviates environmental deterioration in China. The findings unfold the existence of the environmental Kuznets curve (EKC) considering innovative human capital in the model. It implies that Chinese economic development will eventually support environmental sustainability if China continues to develop its innovative human capital. Among the control variables, economic structure, population density, and energy intensity stimulate environmental degradation by increasing CO 2 emissions. However, FDI has a negative relationship with CO 2 emissions. Lastly, the study proposes comprehensive policies to increase innovative human capital for environmental sustainability.

Suggested Citation

  • Xi Lin & Yongle Zhao & Mahmood Ahmad & Zahoor Ahmed & Husam Rjoub & Tomiwa Sunday Adebayo, 2021. "Linking Innovative Human Capital, Economic Growth, and CO 2 Emissions: An Empirical Study Based on Chinese Provincial Panel Data," IJERPH, MDPI, vol. 18(16), pages 1-18, August.
  • Handle: RePEc:gam:jijerp:v:18:y:2021:i:16:p:8503-:d:612744
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/18/16/8503/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/18/16/8503/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Khan, Zeeshan & Malik, Muhammad Yousaf & Latif, Kashmala & Jiao, Zhilun, 2020. "Heterogeneous effect of eco-innovation and human capital on renewable & non-renewable energy consumption: Disaggregate analysis for G-7 countries," Energy, Elsevier, vol. 209(C).
    3. Yao, Yao & Ivanovski, Kris & Inekwe, John & Smyth, Russell, 2019. "Human capital and energy consumption: Evidence from OECD countries," Energy Economics, Elsevier, vol. 84(C).
    4. Yao, Yao & Ivanovski, Kris & Inekwe, John & Smyth, Russell, 2020. "Human capital and CO2 emissions in the long run," Energy Economics, Elsevier, vol. 91(C).
    5. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    6. Khan, Zeeshan & Ali, Shahid & Dong, Kangyin & Li, Rita Yi Man, 2021. "How does fiscal decentralization affect CO2 emissions? The roles of institutions and human capital," Energy Economics, Elsevier, vol. 94(C).
    7. Ahmed, Zahoor & Asghar, Muhammad Mansoor & Malik, Muhammad Nasir & Nawaz, Kishwar, 2020. "Moving towards a sustainable environment: The dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China," Resources Policy, Elsevier, vol. 67(C).
    8. Zahoor Ahmed & Muhammad Mansoor Asghar & Muhammad Nasir Malik & Kishwar Nawaz, 2020. "Moving towards a sustainable environment: The dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China," Post-Print hal-03557938, HAL.
    9. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    10. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    11. Simone Marsiglio & Alberto Ansuategi & Maria Carmen Gallastegui, 2016. "The Environmental Kuznets Curve and the Structural Change Hypothesis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 63(2), pages 265-288, February.
    12. Zhang, Chuanguo & Zhou, Xiangxue, 2016. "Does foreign direct investment lead to lower CO2 emissions? Evidence from a regional analysis in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 943-951.
    13. Dogan, Eyup & Aslan, Alper, 2017. "Exploring the relationship among CO2 emissions, real GDP, energy consumption and tourism in the EU and candidate countries: Evidence from panel models robust to heterogeneity and cross-sectional depen," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 239-245.
    14. Song, Malin & Zhu, Shuai & Wang, Jianlin & Zhao, Jiajia, 2020. "Share green growth: Regional evaluation of green output performance in China," International Journal of Production Economics, Elsevier, vol. 219(C), pages 152-163.
    15. Rahman, Mohammad Mafizur & Alam, Khosrul, 2021. "Clean energy, population density, urbanization and environmental pollution nexus: Evidence from Bangladesh," Renewable Energy, Elsevier, vol. 172(C), pages 1063-1072.
    16. Md. Rabiul Islam & James B. Ang & Jakob B. Madsen, 2014. "Quality-Adjusted Human Capital And Productivity Growth," Economic Inquiry, Western Economic Association International, vol. 52(2), pages 757-777, April.
    17. Narayan, Paresh Kumar & Saboori, Behnaz & Soleymani, Abdorreza, 2016. "Economic growth and carbon emissions," Economic Modelling, Elsevier, vol. 53(C), pages 388-397.
    18. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    19. Ramphul Ohlan, 2015. "The impact of population density, energy consumption, economic growth and trade openness on CO 2 emissions in India," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 79(2), pages 1409-1428, November.
    20. Pablo-Romero, María del P. & Sánchez-Braza, Antonio, 2015. "Productive energy use and economic growth: Energy, physical and human capital relationships," Energy Economics, Elsevier, vol. 49(C), pages 420-429.
    21. Muhammad, Bashir, 2019. "Energy consumption, CO2 emissions and economic growth in developed, emerging and Middle East and North Africa countries," Energy, Elsevier, vol. 179(C), pages 232-245.
    22. Narayan, Paresh Kumar & Narayan, Seema, 2010. "Carbon dioxide emissions and economic growth: Panel data evidence from developing countries," Energy Policy, Elsevier, vol. 38(1), pages 661-666, January.
    23. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Khan, Naveed R. & Mirza, Faisal Mehmood & Hou, Fujun & Kirmani, Syed Ali Ashiq, 2019. "The impact of natural resources, human capital, and foreign direct investment on the ecological footprint: The case of the United States," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    24. Xia Pan & Yuning Gao & Dong Guo & Wenyin Cheng, 2020. "Does Higher Education Promote Firm Innovation in China?," Sustainability, MDPI, vol. 12(18), pages 1-14, September.
    25. McGuirk, Helen & Lenihan, Helena & Hart, Mark, 2015. "Measuring the impact of innovative human capital on small firms’ propensity to innovate," Research Policy, Elsevier, vol. 44(4), pages 965-976.
    26. Myriam Linster & Chan Yang, 2018. "China’s Progress Towards Green Growth: An International Perspective," OECD Green Growth Papers 2018/05, OECD Publishing.
    27. Alvarado, Rafael & Deng, Qiushi & Tillaguango, Brayan & Méndez, Priscila & Bravo, Diana & Chamba, José & Alvarado-Lopez, María & Ahmad, Munir, 2021. "Do economic development and human capital decrease non-renewable energy consumption? Evidence for OECD countries," Energy, Elsevier, vol. 215(PB).
    28. Balaguer, Jacint & Cantavella, Manuel, 2018. "The role of education in the Environmental Kuznets Curve. Evidence from Australian data," Energy Economics, Elsevier, vol. 70(C), pages 289-296.
    29. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    30. Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October.
    31. AkbostancI, Elif & Türüt-AsIk, Serap & Tunç, G. Ipek, 2009. "The relationship between income and environment in Turkey: Is there an environmental Kuznets curve?," Energy Policy, Elsevier, vol. 37(3), pages 861-867, March.
    32. Huang, Caihong & Zhang, Xiaoqing & Liu, Kai, 2021. "Effects of human capital structural evolution on carbon emissions intensity in China: A dual perspective of spatial heterogeneity and nonlinear linkages," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    33. Akintande, Olalekan J. & Olubusoye, Olusanya E. & Adenikinju, Adeola F. & Olanrewaju, Busayo T., 2020. "Modeling the determinants of renewable energy consumption: Evidence from the five most populous nations in Africa," Energy, Elsevier, vol. 206(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Opoku, Eric Evans Osei & Dogah, Kingsley E. & Aluko, Olufemi Adewale, 2022. "The contribution of human development towards environmental sustainability," Energy Economics, Elsevier, vol. 106(C).
    2. AM Priyangani Adikari & Haiyun Liu & DMSLB Dissanayake & Manjula Ranagalage, 2023. "Human Capital and Carbon Emissions: The Way forward Reducing Environmental Degradation," Sustainability, MDPI, vol. 15(4), pages 1-17, February.
    3. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    4. Huaide Wen & Jun Dai, 2021. "The Change of Sources of Growth and Sustainable Development in China: Based on the Extended EKC Explanation," Sustainability, MDPI, vol. 13(5), pages 1-19, March.
    5. Tang, Chor Foon & Abosedra, Salah & Naghavi, Navaz, 2021. "Does the quality of institutions and education strengthen the quality of the environment? Evidence from a global perspective," Energy, Elsevier, vol. 218(C).
    6. Muhammad Zahid Rafique & Abdul Majeed Nadeem & Wanjun Xia & Majid Ikram & Hafiz Muhammad Shoaib & Umer Shahzad, 2022. "Does economic complexity matter for environmental sustainability? Using ecological footprint as an indicator," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(4), pages 4623-4640, April.
    7. Hondroyiannis, George & Papapetrou, Evangelia & Tsalaporta, Pinelopi, 2022. "New insights on the contribution of human capital to environmental degradation: Evidence from heterogeneous and cross-correlated countries," Energy Economics, Elsevier, vol. 116(C).
    8. Roxana Pincheira & Felipe Zuniga & Pablo Neudorfer, 2021. "Carbon Kuznets curve: a dynamic empirical approach for a panel data," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(4), pages 5523-5541, December.
    9. Emrah Kocak & Hayriye Hilal Baglitas, 2022. "The path to sustainable municipal solid waste management: Do human development, energy efficiency, and income inequality matter?," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(6), pages 1947-1962, December.
    10. Hossain, Md. Emran & Islam, Md. Sayemul & Bandyopadhyay, Arunava & Awan, Ashar & Hossain, Mohammad Razib & Rej, Soumen, 2022. "Mexico at the crossroads of natural resource dependence and COP26 pledge: Does technological innovation help?," Resources Policy, Elsevier, vol. 77(C).
    11. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2022. "Foreign Direct Investment and Inclusive Green Growth in Africa: Energy Efficiency Contingencies and Thresholds," MPRA Paper 115379, University Library of Munich, Germany, revised 09 Nov 2022.
    12. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    13. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2023. "Foreign direct investment and inclusive green growth in Africa: Energy efficiency contingencies and thresholds," Energy Economics, Elsevier, vol. 117(C).
    14. Syed Tauseef Hassan & Enjun Xia & Chien-Chiang Lee, 2021. "Mitigation pathways impact of climate change and improving sustainable development: The roles of natural resources, income, and CO2 emission," Energy & Environment, , vol. 32(2), pages 338-363, March.
    15. Ahmad, Mahmood & Jiang, Ping & Majeed, Abdul & Umar, Muhammad & Khan, Zeeshan & Muhammad, Sulaman, 2020. "The dynamic impact of natural resources, technological innovations and economic growth on ecological footprint: An advanced panel data estimation," Resources Policy, Elsevier, vol. 69(C).
    16. Mei Zhang & Kazeem Bello Ajide & Lanre Ibrahim Ridwan, 2022. "Heterogeneous dynamic impacts of nonrenewable energy, resource rents, technology, human capital, and population on environmental quality in Sub-Saharan African countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(10), pages 11817-11851, October.
    17. Zhongwei, Huang & Liu, Yishu, 2022. "The role of eco-innovations, trade openness, and human capital in sustainable renewable energy consumption: Evidence using CS-ARDL approach," Renewable Energy, Elsevier, vol. 201(P1), pages 131-140.
    18. Malayaranjan Sahoo & Narayan Sethi, 2022. "The dynamic impact of urbanization, structural transformation, and technological innovation on ecological footprint and PM2.5: evidence from newly industrialized countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(3), pages 4244-4277, March.
    19. Arminen, Heli & Menegaki, Angeliki N., 2019. "Corruption, climate and the energy-environment-growth nexus," Energy Economics, Elsevier, vol. 80(C), pages 621-634.
    20. Ayoub Zeraibi & Daniel Balsalobre-Lorente & Khurram Shehzad, 2021. "Testing the Environmental Kuznets Curve Hypotheses in Chinese Provinces: A Nexus between Regional Government Expenditures and Environmental Quality," IJERPH, MDPI, vol. 18(18), pages 1-16, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:18:y:2021:i:16:p:8503-:d:612744. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.