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Do natural resources, economic growth, human capital, and urbanization affect the ecological footprint? A modified dynamic ARDL and KRLS approach

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  • Zhou, Runyu
  • Abbasi, Kashif Raza
  • Salem, Sultan
  • Almulhim, Abdulaziz.I.
  • Alvarado, Rafael

Abstract

The interaction between the abundance of natural resources and environmental depletion has significant ecological consequences. Nonetheless, this area is not adequately studied, and numerous results are apparent throughout the literature. For massive economic development, it is vital to recognize the role of human capital, urbanization, and natural resources. Hence it is important to consider various factors that can play a constructive role in environmental sustainability. Therefore, this study investigates the relationship between total natural resources (TNR), gross domestic product (GDP), human capital index (HCI) and urbanization (URB) with ecological footprint (EFP) in Pakistan from 1980 to 2018. The research uses the latest versions of dynamic Autoregressive Distributed Lag (ARDL) simulations model. The key benefit of dynamic ARDL is to estimate positive and negative shifts between the selected variables with an immediate visual illustration over the short and long period. In addition, the Kernel-based Regularized Least Squares (KRLS) machine learning method is used to test robustness. The results show that the rise in TNR has a long-term detrimental influence on EFP. However, upsurge in GDP and HCI increases EFP in the long-term. Lastly, URB observed an important and detrimental long-term impact on the EFP. The KRLS also support the hypothesis. This study suggest a policies to the planners and government officials for managing rapid urbanization and minimizing its urban, environmental and economic challenges.

Suggested Citation

  • 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).
    • Handle: RePEc:eee:jrpoli:v:78:y:2022:i:c:s0301420722002306
    DOI: 10.1016/j.resourpol.2022.102782
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    1. Nawaz, Kishwar & Lahiani, Amine & Roubaud, David, 2019. "Natural resources as blessings and finance-growth nexus: A bootstrap ARDL approach in an emerging economy," Resources Policy, Elsevier, vol. 60(C), pages 277-287.
    2. Salim, Ruhul & Yao, Yao & Chen, George S., 2017. "Does human capital matter for energy consumption in China?," Energy Economics, Elsevier, vol. 67(C), pages 49-59.
    3. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    4. 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.
    5. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    6. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    7. Abbasi, Kashif Raza & Hussain, Khadim & Redulescu, Magdalena & Ozturk, Ilhan, 2021. "Does natural resources depletion and economic growth achieve the carbon neutrality target of the UK? A way forward towards sustainable development," Resources Policy, Elsevier, vol. 74(C).
    8. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    9. Junsoo Lee & Mark C. Strazicich, 2003. "Minimum Lagrange Multiplier Unit Root Test with Two Structural Breaks," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1082-1089, November.
    10. Yildirim, Ertugrul & Aslan, Alper & Ozturk, Ilhan, 2012. "Coal consumption and industrial production nexus in USA: Cointegration with two unknown structural breaks and causality approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(8), pages 6123-6127.
    11. Abbasi, Kashif Raza & Hussain, Khadim & Haddad, Akram Masoud & Salman, Asma & Ozturk, Ilhan, 2022. "The role of Financial Development and Technological Innovation towards Sustainable Development in Pakistan: Fresh insights from consumption and territory-based emissions," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    12. Almulhim, Abdulaziz I., 2022. "Understanding public awareness and attitudes toward renewable energy resources in Saudi Arabia," Renewable Energy, Elsevier, vol. 192(C), pages 572-582.
    13. Sebastian Kripfganz & Daniel C. Schneider, 2020. "Response Surface Regressions for Critical Value Bounds and Approximate p‐values in Equilibrium Correction Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(6), pages 1456-1481, December.
    14. Abbasi, Kashif Raza & Abbas, Jaffar & Tufail, Muhammad, 2021. "Revisiting electricity consumption, price, and real GDP: A modified sectoral level analysis from Pakistan," Energy Policy, Elsevier, vol. 149(C).
    15. Kishwar Nawaz & Amine Lahiani & David Roubaud, 2019. "Natural resources as blessings and finance-growth nexus: A bootstrap ARDL approach in an emerging economy," Post-Print hal-03532512, HAL.
    16. MacKinnon, James G, 1996. "Numerical Distribution Functions for Unit Root and Cointegration Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 601-618, Nov.-Dec..
    17. Soren Jordan & Andrew Q. Philips, 2018. "Cointegration testing and dynamic simulations of autoregressive distributed lag modelsJournal: Stata Journal," Stata Journal, StataCorp LP, vol. 18(4), pages 902-923, December.
    18. Erum, Naila & Hussain, Shahzad, 2019. "Corruption, natural resources and economic growth: Evidence from OIC countries," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    19. Lukas Figge & Kay Oebels & Astrid Offermans, 2017. "The effects of globalization on Ecological Footprints: an empirical analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 19(3), pages 863-876, June.
    20. Abbasi, Kashif Raza & Adedoyin, Festus Fatai & Abbas, Jaffar & Hussain, Khadim, 2021. "The impact of energy depletion and renewable energy on CO2 emissions in Thailand: Fresh evidence from the novel dynamic ARDL simulation," Renewable Energy, Elsevier, vol. 180(C), pages 1439-1450.
    21. 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).
    22. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    23. Robin L. Lumsdaine & David H. Papell, 1997. "Multiple Trend Breaks And The Unit-Root Hypothesis," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 212-218, May.
    24. Abdulaziz I. Almulhim & Ismaila Rimi Abubakar, 2021. "Understanding Public Environmental Awareness and Attitudes toward Circular Economy Transition in Saudi Arabia," Sustainability, MDPI, vol. 13(18), pages 1-15, September.
    25. Zhao, Jing & Sinha, Avik & Inuwa, Nasiru & Wang, Yihan & Murshed, Muntasir & Abbasi, Kashif Raza, 2022. "Does structural transformation in economy impact inequality in renewable energy productivity? Implications for sustainable development," Renewable Energy, Elsevier, vol. 189(C), pages 853-864.
    26. Awan, Ashar & Abbasi, Kashif Raza & Rej, Soumen & Bandyopadhyay, Arunava & Lv, Kangjuan, 2022. "The impact of renewable energy, internet use and foreign direct investment on carbon dioxide emissions: A method of moments quantile analysis," Renewable Energy, Elsevier, vol. 189(C), pages 454-466.
    27. Abbasi, Kashif Raza & Shahbaz, Muhammad & Zhang, Jinjun & Irfan, Muhammad & Alvarado, Rafael, 2022. "Analyze the environmental sustainability factors of China: The role of fossil fuel energy and renewable energy," Renewable Energy, Elsevier, vol. 187(C), pages 390-402.
    28. Zhang, Jinjun & Abbasi, Kashif Raza & Hussain, Khadim & Akram, Sabahat & Alvarado, Rafael & Almulhim, Abdulaziz I., 2022. "Another perspective towards energy consumption factors in Pakistan: Fresh policy insights from novel methodological framework," Energy, Elsevier, vol. 249(C).
    29. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    30. Wang, Rong & Zameer, Hashim & Feng, Yue & Jiao, Zhilun & Xu, Li & Gedikli, Ayfer, 2019. "Revisiting Chinese resource curse hypothesis based on spatial spillover effect: A fresh evidence," Resources Policy, Elsevier, vol. 64(C).
    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. Abbasi, Kashif Raza & Shahbaz, Muhammad & Jiao, Zhilun & Tufail, Muhammad, 2021. "How energy consumption, industrial growth, urbanization, and CO2 emissions affect economic growth in Pakistan? A novel dynamic ARDL simulations approach," Energy, Elsevier, vol. 221(C).
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