IDEAS home Printed from https://ideas.repec.org/a/sae/engenv/v33y2022i3p487-510.html
   My bibliography  Save this article

Ecological footprint, human capital, and urbanization

Author

Listed:
  • Yang Chen
  • Chien-Chiang Lee
  • Ming Chen

Abstract

The rapid development of the world economy has been accompanied by a significant increase in ecological footprint. Represented by population agglomeration, urbanization has exacerbated environmental pressure, but the improvements in the levels of human capital may offset this negative impact. This research thus uses cross-country data from 110 economies over the period 1990–2016 to explore the correlations among human capital, urbanization, and ecological footprint. The findings show that first, from a global perspective, human capital initially increases and then reduces ecological footprint. The analysis based on sub-samples shows that human capital of the high-income group decreases ecological footprint, whereas human capital of the low-income group and that of countries with large populations raise ecological footprint. Second, urbanization plays a linear moderating role in human capital’s impact on the ecological footprint. The higher the level of urbanization is, the higher is the turning point of human capital that is needed to improve environmental quality. Third, when the population size is larger or ecological footprint is greater, the turning point of human capital is higher under the same urbanization level. Therefore, countries should continue to enhance human capital to promote the upgrading of industrial structure, green technology innovation, and changes in energy-saving lifestyle. Moreover, it is beneficial for countries to pay close attention to the negative impact of population size or accelerated urbanization on environmental quality.

Suggested Citation

  • Yang Chen & Chien-Chiang Lee & Ming Chen, 2022. "Ecological footprint, human capital, and urbanization," Energy & Environment, , vol. 33(3), pages 487-510, May.
  • Handle: RePEc:sae:engenv:v:33:y:2022:i:3:p:487-510
    DOI: 10.1177/0958305X211008610
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0958305X211008610
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0958305X211008610?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    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. G. Agiomirgianakis & D. Asteriou & V. Monastiriotis, 2002. "Human capital and economic growth revisited: A dynamic panel data study," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 8(3), pages 177-187, August.
    3. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    4. Martínez-Zarzoso, Inmaculada & Maruotti, Antonello, 2011. "The impact of urbanization on CO2 emissions: Evidence from developing countries," Ecological Economics, Elsevier, vol. 70(7), pages 1344-1353, May.
    5. Sencer Atasoy, Burak, 2017. "Testing the environmental Kuznets curve hypothesis across the U.S.: Evidence from panel mean group estimators," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 731-747.
    6. Kumar, Alok & Kober, Brianne, 2012. "Urbanization, human capital, and cross-country productivity differences," Economics Letters, Elsevier, vol. 117(1), pages 14-17.
    7. Nadia Hanif & Noman Arshed & Osama Aziz, 2020. "On interaction of the energy: Human capital Kuznets curve? A case for technology innovation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(8), pages 7559-7586, December.
    8. Awaworyi Churchill, Sefa & Inekwe, John & Smyth, Russell & Zhang, Xibin, 2019. "R&D intensity and carbon emissions in the G7: 1870–2014," Energy Economics, Elsevier, vol. 80(C), pages 30-37.
    9. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    10. Tsaurai Kunofiwa & Ndou Adam, 2019. "Infrastructure, Human Capital Development and Economic Growth in Transitional Countries," Comparative Economic Research, Sciendo, vol. 22(1), pages 33-52, March.
    11. Xu, Bin & Lin, Boqiang, 2015. "How industrialization and urbanization process impacts on CO2 emissions in China: Evidence from nonparametric additive regression models," Energy Economics, Elsevier, vol. 48(C), pages 188-202.
    12. Rauf, Abdul & Zhang, Jin & Li, Jinkai & Amin, Waqas, 2018. "Structural changes, energy consumption and carbon emissions in China: Empirical evidence from ARDL bound testing model," Structural Change and Economic Dynamics, Elsevier, vol. 47(C), pages 194-206.
    13. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    14. Jan K. Brueckner, 2000. "Urban Sprawl: Diagnosis and Remedies," International Regional Science Review, , vol. 23(2), pages 160-171, April.
    15. Jing Lan & Makoto Kakinaka & Xianguo Huang, 2012. "Foreign Direct Investment, Human Capital and Environmental Pollution in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(2), pages 255-275, February.
    16. Cohen, Daniel & Leker, Laura, 2014. "Health and Education: Another Look with the Proper Data," CEPR Discussion Papers 9940, C.E.P.R. Discussion Papers.
    17. Madhu Sehrawat & Sanjay Kumar Singh, 2019. "Human capital and income inequality in India: is there a non-linear and asymmetric relationship?," Applied Economics, Taylor & Francis Journals, vol. 51(39), pages 4325-4336, August.
    18. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    19. Faisal Sultan Qadri & Abdul Waheed, 2013. "Human capital and economic growth: Cross-country evidence from low-, middle- and high-income countries," Progress in Development Studies, , vol. 13(2), pages 89-104, April.
    20. Lee, Chien-Chiang & Chiu, Yi-Bin & Sun, Chia-Hung, 2010. "The environmental Kuznets curve hypothesis for water pollution: Do regions matter?," Energy Policy, Elsevier, vol. 38(1), pages 12-23, January.
    21. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    22. Pata, Ugur Korkut & Caglar, Abdullah Emre, 2021. "Investigating the EKC hypothesis with renewable energy consumption, human capital, globalization and trade openness for China: Evidence from augmented ARDL approach with a structural break," Energy, Elsevier, vol. 216(C).
    23. Yanling Wang, 2007. "Trade, Human Capital, and Technology Spillovers: an Industry‐level Analysis," Review of International Economics, Wiley Blackwell, vol. 15(2), pages 269-283, May.
    24. Zhang, Chuanguo & Lin, Yan, 2012. "Panel estimation for urbanization, energy consumption and CO2 emissions: A regional analysis in China," Energy Policy, Elsevier, vol. 49(C), pages 488-498.
    25. Al-Mulali, Usama & Ozturk, Ilhan, 2015. "The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA (Middle East and North African) region," Energy, Elsevier, vol. 84(C), pages 382-389.
    26. Vinish Kathuria, 2018. "Does Environmental Governance Matter for Foreign Direct Investment? Testing the Pollution Haven Hypothesis for Indian States," Asian Development Review, MIT Press, vol. 35(1), pages 81-107, March.
    27. Khadiga Mohamed El-Aasar & Shaimaa A. Hanafy, 2018. "Investigating the Environmental Kuznets Curve Hypothesis in Egypt: The Role of Renewable Energy and Trade in Mitigating GHGs," International Journal of Energy Economics and Policy, Econjournals, vol. 8(3), pages 177-184.
    28. 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.
    29. Hainmueller, Jens & Mummolo, Jonathan & Xu, Yiqing, 2019. "How Much Should We Trust Estimates from Multiplicative Interaction Models? Simple Tools to Improve Empirical Practice," Political Analysis, Cambridge University Press, vol. 27(2), pages 163-192, April.
    30. William E. Rees, 2003. "Ecological footprints: A blot on the land," Nature, Nature, vol. 421(6926), pages 898-898, February.
    31. 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.
    32. Abdul Rauf & Xiaoxing Liu & Waqas Amin & Ilhan Ozturk & Obaid Ur Rehman & Suleman Sarwar, 2018. "Energy and Ecological Sustainability: Challenges and Panoramas in Belt and Road Initiative Countries," Sustainability, MDPI, vol. 10(8), pages 1-21, August.
    33. Michael Storper & Allen J. Scott, 2009. "Rethinking human capital, creativity and urban growth," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 147-167, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wang, Kai-Hua & Zhao, Yan-Xin & Jiang, Cui-Feng & Li, Zheng-Zheng, 2022. "Does green finance inspire sustainable development? Evidence from a global perspective," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 412-426.
    2. Fang, Jianchun & Gozgor, Giray & Mahalik, Mantu Kumar & Mallick, Hrushikesh & Padhan, Hemachandra, 2022. "Does urbanisation induce renewable energy consumption in emerging economies? The role of education in energy switching policies," Energy Economics, Elsevier, vol. 111(C).
    3. Bashir, Muhammad Farhan & Pan, Yanchun & Shahbaz, Muhammad & Ghosh, Sudeshna, 2023. "How energy transition and environmental innovation ensure environmental sustainability? Contextual evidence from Top-10 manufacturing countries," Renewable Energy, Elsevier, vol. 204(C), pages 697-709.
    4. Nabila Asghar & Muhammad Asif Amjad & Hafeez ur Rehman & Mubbasher Munir & Reda Alhajj, 2023. "Causes of Higher Ecological Footprint in Pakistan: Does Energy Consumption Contribute? Evidence from the Non-Linear ARDL Model," Sustainability, MDPI, vol. 15(4), pages 1-12, February.
    5. Jafar Hussain & Chien‐Chiang Lee, 2022. "A green path towards sustainable development: Optimal behavior of the duopoly game model with carbon neutrality instruments," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(6), pages 1523-1541, December.
    6. Lee, Chien-Chiang & Wang, Chang-song, 2022. "Financial development, technological innovation and energy security: Evidence from Chinese provincial experience," Energy Economics, Elsevier, vol. 112(C).
    7. Geng, Yaxin & Rao, Pinyang & Sharif, Arshian, 2022. "Natural resource management and ecological sustainability: Dynamic role of social disparity and human development in G10 Economies," Resources Policy, Elsevier, vol. 79(C).
    8. Lee, Chien-Chiang & Wang, Chang-song, 2022. "Does natural resources matter for sustainable energy development in China: The role of technological progress," Resources Policy, Elsevier, vol. 79(C).
    9. Abdul Majeed & Juan Wang & Yewang Zhou & Muniba, 2024. "The Symmetric Effect of Financial Development, Human Capital and Urbanization on Ecological Footprint: Insights from BRICST Economies," Sustainability, MDPI, vol. 16(12), pages 1-25, June.
    10. Ke An & Yike Shan & Sheng Shi, 2022. "Impact of Industrial Intelligence on Total Factor Productivity," Sustainability, MDPI, vol. 14(21), pages 1-21, November.
    11. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang, 2022. "How does the use of industrial robots affect the ecological footprint? International evidence," Ecological Economics, Elsevier, vol. 198(C).
    12. Zhu, Chen & Jin, Zhuo & Lee, Chien-Chiang, 2022. "The impact of informal care from children to their elderly parents on self-employment? Evidence from China," Economic Modelling, Elsevier, vol. 117(C).
    13. Liu, Min & Lee, Chien-Chiang, 2022. "Is gold a long-run hedge, diversifier, or safe haven for oil? Empirical evidence based on DCC-MIDAS," Resources Policy, Elsevier, vol. 76(C).

    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. Oscar Hernán Cerquera Losada & María de los Ángeles Clavijo Tovar & Carla Yanella Pérez Peña, 2022. "Capital humano y crecimiento económico: evidencia empírica para Suramérica," Apuntes del Cenes, Universidad Pedagógica y Tecnológica de Colombia, vol. 41(73), pages 143-167, February.
    2. Palakiyèm Kpemoua, 2016. "Levels Of Education And Economic Performances Of Togo [Niveaux D’Education Et Performances Economiques Du Togo]," Working Papers halshs-01506650, HAL.
    3. Bernard Njindan Iyke, 2018. "The real effect of currency misalignment on productivity growth: evidence from middle-income economies," Empirical Economics, Springer, vol. 55(4), pages 1637-1659, December.
    4. Dohyung Kim & Sun Go, 2020. "Human Capital and Environmental Sustainability," Sustainability, MDPI, vol. 12(11), pages 1-14, June.
    5. 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).
    6. David E. Bloom & Alex Khoury & Vadim Kufenko & Klaus Prettner, 2021. "Spurring Economic Growth through Human Development: Research Results and Guidance for Policymakers," Population and Development Review, The Population Council, Inc., vol. 47(2), pages 377-409, June.
    7. Lenkei, Balint & Mustafa, Ghulam & Vecchi, Michela, 2018. "Growth in emerging economies: Is there a role for education?," Economic Modelling, Elsevier, vol. 73(C), pages 240-253.
    8. E. Tsanana & X. Chapsa & C. Katrakilidis, 2016. "Is growth corrupted or bureaucratic? Panel evidence from the enlarged EU," Applied Economics, Taylor & Francis Journals, vol. 48(33), pages 3131-3147, July.
    9. Yao, Yao & Ivanovski, Kris & Inekwe, John & Smyth, Russell, 2019. "Human capital and energy consumption: Evidence from OECD countries," Energy Economics, Elsevier, vol. 84(C).
    10. Mushtaq Ahmad Malik & Tariq Masood, 2020. "Analysis of Growth Accounting and Convergence in MENA Countries: Panel Cointegration Approach," South Asian Journal of Macroeconomics and Public Finance, , vol. 9(2), pages 237-262, December.
    11. Georgios Garafas & Ioannis Sotiropoulos & Georgios Georgakopoulos, 2020. "Human Capital and Economic Growth in Greece: Evidence from the Toda–Yamamoto Approach," SPOUDAI Journal of Economics and Business, SPOUDAI Journal of Economics and Business, University of Piraeus, vol. 70(3-4), pages 6-11, July-Dece.
    12. Shaukat, Badiea & Zhu, Qigui & Khan, M. Ijaz, 2019. "Real interest rate and economic growth: A statistical exploration for transitory economies," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 534(C).
    13. Li, Kunming & Fang, Liting & He, Lerong, 2019. "How population and energy price affect China's environmental pollution?," Energy Policy, Elsevier, vol. 129(C), pages 386-396.
    14. Ángel de la Fuente & Rafael Doménech, 2024. "Cross‐country data on skills and the quality of schooling: A selective survey," Journal of Economic Surveys, Wiley Blackwell, vol. 38(1), pages 3-26, February.
    15. Bloom, David E. & Canning, David & Kotschy, Rainer & Prettner, Klaus & Schünemann, Johannes, 2024. "Health and economic growth: Reconciling the micro and macro evidence," World Development, Elsevier, vol. 178(C).
    16. 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.
    17. Susanto Basu & Luigi Pascali & Fabio Schiantarelli & Luis Serven, 2022. "Productivity and the Welfare of Nations," Journal of the European Economic Association, European Economic Association, vol. 20(4), pages 1647-1682.
    18. Bloom, David E. & Chen, Simiao & Kuhn, Michael & McGovern, Mark E. & Oxley, Les & Prettner, Klaus, 2020. "The economic burden of chronic diseases: Estimates and projections for China, Japan, and South Korea," The Journal of the Economics of Ageing, Elsevier, vol. 17(C).
    19. Siskova, M. & Kuhn, M. & Prettner, K. & Prskawetz, A., 2023. "Does human capital compensate for population decline?," The Journal of the Economics of Ageing, Elsevier, vol. 26(C).
    20. Tran, Nguyen Van & Alauddin, Mohammad & Tran, Quyet Van, 2019. "Labour quality and benefits reaped from global economic integration: An application of dynamic panel SGMM estimators," Economic Analysis and Policy, Elsevier, vol. 63(C), pages 92-106.

    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:sae:engenv:v:33:y:2022:i:3:p:487-510. 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: SAGE Publications (email available below). General contact details of provider: .

    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.