IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i17p7840-d1738585.html

Empirical Evidence on the Impact of Technological Innovation and Human Capital on Improving and Enhancing Environmental Sustainability

Author

Listed:
  • Sinan Erdogan

    (Department of Economics, Hatay Mustafa Kemal University, Hatay 31000, Türkiye
    Clinic of Economics, Azerbaijan State University of Economics (UNEC), Baku AZ1001, Azerbaijan)

  • Guray Akalin

    (Department of Economics, Kutahya Dumlupinar University, Kutahya 43000, Türkiye)

Abstract

Conservation of the natural balance to hinder global warming is a contemporary task for policymakers. To this end, several policy tools have been proposed. Technological innovation, which increases productivity and aids in the development of eco-friendly technologies, and human capital, which fosters environmental awareness and provides knowledge of technology use, are among the policy options. Therefore, the primary aim of this study is to test whether human capital accumulation and technological innovation improve environmental sustainability in emerging countries by utilizing the recently proposed novel Cross-sectionally Augmented Autoregressive Distributed Lag method in ten of N-11 countries from 1996 to 2019. The empirical results suggest that economic development and human capital negatively impact environmental sustainability, proxied by the load capacity factor. In contrast, renewable energy has a positive impact on sustainable development. Lastly, empirical estimations using several technological innovation indicators uncover that technological innovation may have no systematic impact on the load capacity factor. Therefore, technological advances and human capital may not create the desired impact on environmental quality.

Suggested Citation

  • Sinan Erdogan & Guray Akalin, 2025. "Empirical Evidence on the Impact of Technological Innovation and Human Capital on Improving and Enhancing Environmental Sustainability," Sustainability, MDPI, vol. 17(17), pages 1-17, August.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:17:p:7840-:d:1738585
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/17/7840/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/17/7840/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Pata, Ugur Korkut & Alola, Andrew Adewale & Erdogan, Sinan & Kartal, Mustafa Tevfik, 2023. "The influence of income, economic policy uncertainty, geopolitical risk, and urbanization on renewable energy investments in G7 countries," Energy Economics, Elsevier, vol. 128(C).
    2. Reenu, 2008. "Role of Economic Reform in the Growth of Indian Economy," Journal of Commerce and Trade, Society for Advanced Management Studies, vol. 3(1), pages 19-22, April.
    3. Cole, M.A. & Rayner, A.J. & Bates, J.M., 1997. "The environmental Kuznets curve: an empirical analysis," Environment and Development Economics, Cambridge University Press, vol. 2(4), pages 401-416, November.
    4. 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).
    5. 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.
    6. Damiaan Persyn & Joakim Westerlund, 2008. "Error-correction–based cointegration tests for panel data," Stata Journal, StataCorp LLC, vol. 8(2), pages 232-241, June.
    7. Ahmad, Najid & Youjin, Liu & Žiković, Saša & Belyaeva, Zhanna, 2023. "The effects of technological innovation on sustainable development and environmental degradation: Evidence from China," Technology in Society, Elsevier, vol. 72(C).
    8. Jason Hickel & Giorgos Kallis, 2020. "Is Green Growth Possible?," New Political Economy, Taylor & Francis Journals, vol. 25(4), pages 469-486, June.
    9. 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).
    10. Kaika, Dimitra & Zervas, Efthimios, 2013. "The Environmental Kuznets Curve (EKC) theory—Part A: Concept, causes and the CO2 emissions case," Energy Policy, Elsevier, vol. 62(C), pages 1392-1402.
    11. Caballe, Jordi & Santos, Manuel S, 1993. "On Endogenous Growth with Physical and Human Capital," Journal of Political Economy, University of Chicago Press, vol. 101(6), pages 1042-1067, December.
    12. 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.
    13. 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.
    14. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    15. Miguel Angel Esquivias & Lilik Sugiharti & Hilda Rohmawati & Omar Rojas & Narayan Sethi, 2022. "Nexus between Technological Innovation, Renewable Energy, and Human Capital on the Environmental Sustainability in Emerging Asian Economies: A Panel Quantile Regression Approach," Energies, MDPI, vol. 15(7), pages 1-16, March.
    16. Richmond, Amy K. & Kaufmann, Robert K., 2006. "Is there a turning point in the relationship between income and energy use and/or carbon emissions?," Ecological Economics, Elsevier, vol. 56(2), pages 176-189, February.
    17. 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.
    18. Alexander Chudik & M. Hashem Pesaran, 2013. "Large panel data models with cross-sectional dependence: a survey," Globalization Institute Working Papers 153, Federal Reserve Bank of Dallas.
    19. 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.
    20. Karlilar, Selin & Balcilar, Mehmet & Emir, Firat, 2023. "Environmental sustainability in the OECD: The power of digitalization, green innovation, renewable energy and financial development," Telecommunications Policy, Elsevier, vol. 47(6).
    21. 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.
    22. 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.
    23. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. 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).
    2. Chen, Jie & Huang, Shoujun & Ajaz, Tahseen, 2022. "Natural resources management and technological innovation under EKC framework: A glimmer of hope for sustainable environment in newly industrialized countries," Resources Policy, Elsevier, vol. 79(C).
    3. 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).
    4. Abdul Majeed & Chengang Ye & Ye Chenyun & Xu Wei & Muniba, 2022. "Roles of natural resources, globalization, and technological innovations in mitigation of environmental degradation in BRI economies," PLOS ONE, Public Library of Science, vol. 17(6), pages 1-22, June.
    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. Khan, Zeeshan & Hossain, Mohammad Razib & Badeeb, Ramez Abubakr & Zhang, Changyong, 2023. "Aggregate and disaggregate impact of natural resources on economic performance: Role of green growth and human capital," Resources Policy, Elsevier, vol. 80(C).
    7. Sinan Erdogan, 2024. "Linking natural resources and environmental sustainability: A panel data approach based on the load capacity curve hypothesis," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(4), pages 3182-3194, August.
    8. 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).
    9. 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.
    10. Ranjan Aneja & Manisha Yadav & Sanjeev Gupta, 2024. "The dynamic impact assessment of clean energy and green innovation in realizing environmental sustainability of G‐20," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(3), pages 2454-2473, June.
    11. Lian Xue & Mohammad Haseeb & Haider Mahmood & Tarek Tawfik Yousef Alkhateeb & Muntasir Murshed, 2021. "Renewable Energy Use and Ecological Footprints Mitigation: Evidence from Selected South Asian Economies," Sustainability, MDPI, vol. 13(4), pages 1-20, February.
    12. Pablo-Romero, M.P. & Cruz, L. & Barata, E., 2017. "Testing the transport energy-environmental Kuznets curve hypothesis in the EU27 countries," Energy Economics, Elsevier, vol. 62(C), pages 257-269.
    13. Chien-Chiang Lee & Farzan Yahya & Asif Razzaq, 2023. "Greening South Asia with Financial Liberalization, Human Capital, and Militarization: Evidence from the CS-ARDL Approach," Energy & Environment, , vol. 34(6), pages 1957-1981, September.
    14. 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).
    15. 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.
    16. Daniel Balsalobre‐Lorente & Tugba Nur & Emre E. Topaloglu & Ladislav Pilař, 2025. "Do ICT and green technology matter in sustainable development goals?," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(1), pages 1545-1574, February.
    17. 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).
    18. Siming Zuo & Mingxia Zhu & Zhexiao Xu & Judit Oláh & Zoltan Lakner, 2021. "The Dynamic Impact of Natural Resource Rents, Financial Development, and Technological Innovations on Environmental Quality: Empirical Evidence from BRI Economies," IJERPH, MDPI, vol. 19(1), pages 1-17, December.
    19. Zhang, Zhihe & Hou, Yufei & Zhang, Zesen & Li, Mulin, 2023. "Natural resources, carbon neutrality, and fiscal federalism: Implications for G7 countries amid rising Covid-19 concerns," Resources Policy, Elsevier, vol. 87(PA).
    20. Bright Akwasi Gyamfi & Divine Q. Agozie & Festus Victor Bekun & Cihat Köksal, 2024. "Beyond the Environmental Kuznets Curve in South Asian economies: accounting for the combined effect of information and communication technology, human development and urbanization," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(5), pages 11263-11288, May.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:jsusta:v:17:y:2025:i:17:p:7840-:d:1738585. 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.