IDEAS home Printed from https://ideas.repec.org/a/eee/teinso/v76y2024ics0160791x23002506.html
   My bibliography  Save this article

Associating environmental quality, human capital, financial development and technological innovation in 19 middle-income countries: A disaggregated ecological footprint approach

Author

Listed:
  • Aytun, Cengiz
  • Erdogan, Sinan
  • Pata, Ugur Korkut
  • Cengiz, Orhan

Abstract

The influence of human capital accumulation and technological innovation on the environment is one of the most significant topics in the environmental literature. The main goal of this research is to examine the influence of human capital (HC), technological innovation, and financial development (FD) on the ecological footprint (EF) and its subcomponents for 19 middle-income countries from 1980 to 2016. To this end, the study employs the cross-sectionally augmented autoregressive distributed lag (CS-ARDL) method. Empirical evidence reveals that economic expansion upsurges aggregated the EF, while HC and FD reduce ecological pollution. Technological innovation does not have a statistically significant impact on the EF. The findings of the study imply that the increase in technological progress does not contribute to achieving the sustainable development goals (SDGs) for middle-income countries, while HC and FD play an environmentally friendly role. Therefore, to minimize the negative impact of economic development on the environment, policymakers in middle-income countries should encourage FD, allocate resources to promote HC development, and use environmental awareness programs as a tool to achieve the SDGs.

Suggested Citation

  • Aytun, Cengiz & Erdogan, Sinan & Pata, Ugur Korkut & Cengiz, Orhan, 2024. "Associating environmental quality, human capital, financial development and technological innovation in 19 middle-income countries: A disaggregated ecological footprint approach," Technology in Society, Elsevier, vol. 76(C).
    • Handle: RePEc:eee:teinso:v:76:y:2024:i:c:s0160791x23002506
    DOI: 10.1016/j.techsoc.2023.102445
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0160791X23002506
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techsoc.2023.102445?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    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. Cengiz Aytun & Cemil Serhat Akin, 2022. "Can education lower the environmental degradation? Bootstrap panel Granger causality analysis for emerging countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(9), pages 10666-10694, September.
    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. Pata, Ugur Korkut & Kartal, Mustafa Tevfik & Erdogan, Sinan & Sarkodie, Samuel Asumadu, 2023. "The role of renewable and nuclear energy R&D expenditures and income on environmental quality in Germany: Scrutinizing the EKC and LCC hypotheses with smooth structural changes," Applied Energy, Elsevier, vol. 342(C).
    5. Alexander Chudik & Kamiar Mohaddes & M. Hashem Pesaran & Mehdi Raissi, 2017. "Is There a Debt-Threshold Effect on Output Growth?," The Review of Economics and Statistics, MIT Press, vol. 99(1), pages 135-150, March.
    6. Shahbaz, Muhammad & Shahzad, Syed Jawad Hussain & Ahmad, Nawaz & Alam, Shaista, 2016. "Financial development and environmental quality: The way forward," Energy Policy, Elsevier, vol. 98(C), pages 353-364.
    7. Yao, Yao & Ivanovski, Kris & Inekwe, John & Smyth, Russell, 2019. "Human capital and energy consumption: Evidence from OECD countries," Energy Economics, Elsevier, vol. 84(C).
    8. Tamazian, Artur & Bhaskara Rao, B., 2010. "Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies," Energy Economics, Elsevier, vol. 32(1), pages 137-145, January.
    9. 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.
    10. Appiah, Michael & Li, Mingxing & Sehrish, Saba & Abaji, Emad Eddin, 2023. "Investigating the connections between innovation, natural resource extraction, and environmental pollution in OECD nations; examining the role of capital formation," Resources Policy, Elsevier, vol. 81(C).
    11. 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.
    12. M. Hashem Pesaran & Aman Ullah & Takashi Yamagata, 2008. "A bias-adjusted LM test of error cross-section independence," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 105-127, March.
    13. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    14. Alexander Chudik & Kamiar Mohaddes & M. Hashem Pesaran & Mehdi Raissi, 2013. "Debt, inflation and growth robust estimation of long-run effects in dynamic panel data models," Globalization Institute Working Papers 162, Federal Reserve Bank of Dallas.
    15. Erdogan, Sinan & Pata, Ugur Korkut & Solarin, Sakiru Adebola, 2023. "Towards carbon-neutral world: The effect of renewable energy investments and technologies in G7 countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 186(C).
    16. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    17. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    18. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    19. Recep Ulucak & Danish & Yacouba Kassouri, 2020. "An assessment of the environmental sustainability corridor: Investigating the non‐linear effects of environmental taxation on CO2 emissions," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(4), pages 1010-1018, July.
    20. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    21. Gianni Carvelli, 2023. "The long-run effects of government expenditure on private investments: a panel CS-ARDL approach," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 47(3), pages 620-645, September.
    22. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    23. Meyer, Andrew, 2015. "Does education increase pro-environmental behavior? Evidence from Europe," Ecological Economics, Elsevier, vol. 116(C), pages 108-121.
    24. Muhammad Khan & Arslan Tariq Rana & Wafa Ghardallou, 2023. "FDI and CO2 emissions in developing countries: the role of human capital," 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. 117(1), pages 1125-1155, May.
    25. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    26. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    27. Khan, Anwar & Chenggang, Yang & Hussain, Jamal & Kui, Zhou, 2021. "Impact of technological innovation, financial development and foreign direct investment on renewable energy, non-renewable energy and the environment in belt & Road Initiative countries," Renewable Energy, Elsevier, vol. 171(C), pages 479-491.
    28. Jahanger, Atif & Hossain, Mohammad Razib & Usman, Muhammad & Chukwuma Onwe, Joshua, 2023. "Recent scenario and nexus between natural resource dependence, energy use and pollution cycles in BRICS region: Does the mediating role of human capital exist?," Resources Policy, Elsevier, vol. 81(C).
    29. 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.
    30. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    31. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    32. Zhao, Jing & Zhao, Ziru & Zhang, Huan, 2021. "The impact of growth, energy and financial development on environmental pollution in China: New evidence from a spatial econometric analysis," Energy Economics, Elsevier, vol. 93(C).
    33. Sapkota, Pratikshya & Bastola, Umesh, 2017. "Foreign direct investment, income, and environmental pollution in developing countries: Panel data analysis of Latin America," Energy Economics, Elsevier, vol. 64(C), pages 206-212.
    34. Zhang, Yue-Jun, 2011. "The impact of financial development on carbon emissions: An empirical analysis in China," Energy Policy, Elsevier, vol. 39(4), pages 2197-2203, April.
    35. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    36. Jan Ditzen, 2021. "Estimating long-run effects and the exponent of cross-sectional dependence: An update to xtdcce2," Stata Journal, StataCorp LP, vol. 21(3), pages 687-707, September.
    37. 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).
    38. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    39. Zhou, Runyu & Abbasi, Kashif Raza & Salem, Sultan & Almulhim, Abdulaziz.I. & Alvarado, Rafael, 2022. "Do natural resources, economic growth, human capital, and urbanization affect the ecological footprint? A modified dynamic ARDL and KRLS approach," Resources Policy, Elsevier, vol. 78(C).
    40. Jahanger, Atif & Usman, Muhammad & Murshed, Muntasir & Mahmood, Haider & Balsalobre-Lorente, Daniel, 2022. "The linkages between natural resources, human capital, globalization, economic growth, financial development, and ecological footprint: The moderating role of technological innovations," Resources Policy, Elsevier, vol. 76(C).
    41. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    42. Nathaniel, Solomon Prince & Yalçiner, Kürşat & Bekun, Festus Victor, 2021. "Assessing the environmental sustainability corridor: Linking natural resources, renewable energy, human capital, and ecological footprint in BRICS," Resources Policy, Elsevier, vol. 70(C).
    43. Ansari, Mohd Arshad, 2022. "Re-visiting the Environmental Kuznets curve for ASEAN: A comparison between ecological footprint and carbon dioxide emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    44. 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.
    45. Dai, Jiapeng & Ahmed, Zahoor & Sinha, Avik & Pata, Ugur Korkut & Alvarado, Rafael, 2023. "Sustainable green electricity, technological innovation, and ecological footprint: Does democratic accountability moderate the nexus?," Utilities Policy, Elsevier, vol. 82(C).
    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. Erdogan, Sinan, 2024. "Linking green fiscal policy, energy, economic growth, population dynamics, and environmental degradation: Empirical evidence from Germany," Energy Policy, Elsevier, vol. 189(C).
    2. Mahvish Muzaffar & Ghulam Ghouse & Fahad Abdulrahman Alahmad, 2024. "Assessing the Interplay of Financial Development, Human Capital, Democracy, and Industry 5.0 in Environmental Dynamics," Sustainability, MDPI, vol. 16(16), pages 1-30, August.
    3. Cuicui Ji & Hengcong Yang & Xiangjun Pei & Xiaochao Zhang & Lichuan Chen & Dan Liang & Yiming Cao & Jianping Pan & Maolin Chen, 2024. "Dynamic Integrated Ecological Assessment along the Corridor of the Sichuan–Tibet Railway," Land, MDPI, vol. 13(6), pages 1-21, June.

    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. Predrag Petrović & Mikhail M. Lobanov, 2022. "Impact of financial development on CO2 emissions: improved empirical results," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(5), pages 6655-6675, May.
    3. Taner Akan & Halil İbrahim Gündüz & Tara Vanlı & Ahmet Baran Zeren & Ali Haydar Işık & Tamerlan Mashadihasanli, 2023. "Why are some countries cleaner than others? New evidence from macroeconomic governance," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6167-6223, July.
    4. Iftikhar Yasin & Nawaz Ahmad & Muhammad Aslam Chaudhary, 2021. "The impact of financial development, political institutions, and urbanization on environmental degradation: evidence from 59 less-developed economies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(5), pages 6698-6721, May.
    5. Hussein Moghaddam & Robert M. Kunst, 2023. "The Role of Natural Gas in Mitigating Greenhouse Gas Emissions: The Environmental Kuznets Curve Hypothesis for Major Gas-Producing Countries," Sustainability, MDPI, vol. 15(5), pages 1-20, February.
    6. Lu, Yin & Tian, Tian & Ge, Chen, 2023. "Asymmetric effects of renewable energy, fintech development, natural resources, and environmental regulations on the climate change in the post-covid era," Resources Policy, Elsevier, vol. 85(PB).
    7. Gangopadhyay, Partha & Jain, Siddharth & Bakry, Walid, 2022. "In search of a rational foundation for the massive IT boom in the Australian banking industry: Can the IT boom really drive relationship banking?," International Review of Financial Analysis, Elsevier, vol. 82(C).
    8. Mohammed Musah, 2023. "Stock market development and environmental quality in EU member countries: a dynamic heterogeneous approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 11153-11187, October.
    9. Mahmood, Ahmad & Zahoor, Ahmed & Xiyue, Yang & Nazim, Hussain & Sinha, Avik, 2021. "Financial development and environmental degradation: Do human capital and institutional quality make a difference?," MPRA Paper 110039, University Library of Munich, Germany, revised 2021.
    10. Jin, Taeyoung, 2022. "The evolutionary renewable energy and mitigation impact in OECD countries," Renewable Energy, Elsevier, vol. 189(C), pages 570-586.
    11. Krieger, Tim & Meierrieks, Daniel, 2020. "Population size and the size of government," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 61, pages 1-1.
    12. Jahanger, Atif & Usman, Muhammad & Kousar, Rakhshanda & Balsalobre-Lorente, Daniel, 2023. "Implications for optimal abatement path through the deployment of natural resources, human development, and energy consumption in the era of digitalization," Resources Policy, Elsevier, vol. 86(PB).
    13. Pata, Ugur Korkut & Aydin, Mucahit & Haouas, Ilham, 2021. "Are natural resources abundance and human development a solution for environmental pressure? Evidence from top ten countries with the largest ecological footprint," Resources Policy, Elsevier, vol. 70(C).
    14. Yilmaz BAYAR, 2014. "Savings, Foreign Direct Investment Inflows and Economic Growth in Emerging Asian Economies," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(8), pages 1106-1122, August.
    15. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2022. "Which are the long-run determinants of US outward FDI? Evidence using large long-memory panels," Working Papers 2022.08, International Network for Economic Research - INFER.
    16. Chen, Jie & Huang, Shoujun & Kamran, Hafiz Waqas, 2023. "Empowering sustainability practices through energy transition for sustainable development goal 7: The role of energy patents and natural resources among European Union economies through advanced panel," Energy Policy, Elsevier, vol. 176(C).
    17. Bakry, Walid & Mallik, Girijasankar & Nghiem, Xuan-Hoa & Sinha, Avik & Vo, Xuan Vinh, 2023. "Is green finance really “green”? Examining the long-run relationship between green finance, renewable energy and environmental performance in developing countries," Renewable Energy, Elsevier, vol. 208(C), pages 341-355.
    18. Çetin, Murat & Sarıgül, Sevgi Sümerli & Işık, Cem & Avcı, Pınar & Ahmad, Munir & Alvarado, Rafael, 2023. "The impact of natural resources, economic growth, savings, and current account balance on financial sector development: Theory and empirical evidence," Resources Policy, Elsevier, vol. 81(C).
    19. Abdul Haseeb & Enjun Xia & Shah Saud & Muhammad Usman & Muhammad Umer Quddoos, 2023. "Unveiling the liaison between human capital, trade openness, and environmental sustainability for BRICS economies: Robust panel‐data estimation," Natural Resources Forum, Blackwell Publishing, vol. 47(2), pages 229-256, May.
    20. Carvelli, Gianni, 2024. "The dynamic effects of public investments on private capital formation: Modelling a heterogeneous asymmetric cointegration with unobserved global factors," International Economics, Elsevier, vol. 177(C).

    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:eee:teinso:v:76:y:2024:i:c:s0160791x23002506. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/technology-in-society .

    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.