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How fiscal decentralization and trade diversification influence sustainable development: Moderating role of resources dependency

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  • Fang, Shuya
  • Fang, Wei

Abstract

After ratifying the Paris Climate Agreement (PCA), most advanced economies are contributing incessantly to the international climate change framework. However, their “Intended Nationally Determined Contributions (INDC) pledges are still far from achieved due to their high consumption of natural resources, which spurs economic activities and environmental impairments. Therefore, to coup this predicament, this study evaluates the influence of natural resource rent (NTR), fiscal decentralization (FSD), and trade diversification (TDF) on the sustainable development of G-7 countries from 1995 to 2020. The ecological footprint is used as the proxy to accurately represents environmental sustainability. The direction and magnitude of the asymmetric association of the nexus between FSD, NTR, TDF, and EFP have been evaluated with the quantile-based econometrics approach of “Method of the Moments Quantile Regression” (MMQR). The estimates of MMQR suggested that fiscal decentralization and trade diversification have negative and significant coefficients at all quantiles (Q0.25- Q0.90), which implies that these variables are the plausible solution to reducing ecological footprint by sharing the fiscal power with the local or subnational governments and excluding the specialized products from the trade basket. In contrast, NTR and GDP are positively and significantly associated across all quantiles (Q0.25- Q0.90), indicating the adverse impact of these variables due to the escalation of resource consumption and GHG emissions. Additionally, for the robustness of the MMQR estimates, the “Augmented Mean Group” (AMG) and “Common Correlated Effect Mean Group” (CCEMG) confirm a similar direction of association between variables. The results provide policy recommendations to enhance environmental sustainability through FSD and TDF.

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  • Fang, Shuya & Fang, Wei, 2023. "How fiscal decentralization and trade diversification influence sustainable development: Moderating role of resources dependency," Resources Policy, Elsevier, vol. 84(C).
    • Handle: RePEc:eee:jrpoli:v:84:y:2023:i:c:s0301420723004610
    DOI: 10.1016/j.resourpol.2023.103750
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    as
    1. Meng Lingyan & Ze Zhao & Haider Ali Malik & Asif Razzaq & Hui An & Marria Hassan, 2022. "Asymmetric impact of fiscal decentralization and environmental innovation on carbon emissions: Evidence from highly decentralized countries," Energy & Environment, , vol. 33(4), pages 752-782, June.
    2. 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.
    3. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    4. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    5. Wang, Kai-Hua & Liu, Lu & Adebayo, Tomiwa Sunday & Lobon, Oana-Ramona & Claudia, Moldovan Nicoleta, 2021. "Fiscal decentralization, political stability and resources curse hypothesis: A case of fiscal decentralized economies," Resources Policy, Elsevier, vol. 72(C).
    6. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    7. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    8. Yunpeng Sun & Asif Razzaq, 2022. "Composite fiscal decentralisation and green innovation: Imperative strategy for institutional reforms and sustainable development in OECD countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 944-957, October.
    9. 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.
    10. Shahzad, Umer & Doğan, Buhari & Sinha, Avik & Fareed, Zeeshan, 2021. "Does Export product diversification help to reduce energy demand: Exploring the contextual evidences from the newly industrialized countries," Energy, Elsevier, vol. 214(C).
    11. Siyu Ren & Zhiyuan Liu & Zhiyuan Liu & Mingyue Du, 2022. "Does the internet development put pressure on energy-saving potential for environmental sustainability? Evidence from China," Journal of Economic Analysis, Anser Press, vol. 1(1), pages 50-65, September.
    12. Olatunji Abdul Shobande & Joseph Onuche Enemona, 2021. "A Multivariate VAR Model for Evaluating Sustainable Finance and Natural Resource Curse in West Africa: Evidence from Nigeria and Ghana," Sustainability, MDPI, vol. 13(5), pages 1-15, March.
    13. Fu, Zheng & Chen, Zhiguo & Sharif, Arshian & Razi, Ummara, 2022. "The role of financial stress, oil, gold and natural gas prices on clean energy stocks: Global evidence from extreme quantile approach," Resources Policy, Elsevier, vol. 78(C).
    14. 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.
    15. Shahbaz, Muhammad & Abbas Rizvi, Syed Kumail & Dong, Kangyin & Vo, Xuan Vinh, 2022. "Fiscal decentralization as new determinant of renewable energy demand in China: The role of income inequality and urbanization," Renewable Energy, Elsevier, vol. 187(C), pages 68-80.
    16. Muhammad Wasif Zafar & Muhammad Mansoor Saleem & Mehmet Akif Destek & Abdullah Emre Caglar, 2022. "The dynamic linkage between remittances, export diversification, education, renewable energy consumption, economic growth, and CO2 emissions in top remittance‐receiving countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(1), pages 165-175, February.
    17. Jianmin Liu & Xiaomei Hu & Hongli Tang, 2016. "Fiscal Decentralization and Regional Financial Efficiency: An Empirical Analysis of Spatial Durbin Model," Discrete Dynamics in Nature and Society, Hindawi, vol. 2016, pages 1-14, May.
    18. Xie, Mingting & Irfan, Muhammad & Razzaq, Asif & Dagar, Vishal, 2022. "Forest and mineral volatility and economic performance: Evidence from frequency domain causality approach for global data," Resources Policy, Elsevier, vol. 76(C).
    19. CHARLES Ayobola & MESAGAN Ekundayo & SAIBU Muibi, 2018. "Resource Endowment And Export Diversification: Implications For Growth In Nigeria," Studies in Business and Economics, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 13(1), pages 29-40, December.
    20. Yann Ferrat & Frédéric Daty & Radu Burlacu, 2021. "Short- and long-term effects of responsible investment growth on equity returns," Post-Print hal-03981373, HAL.
    21. Muhammad, Sulaman & Pan, Yanchun & Agha, Mujtaba Hassan & Umar, Muhammad & Chen, Siyuan, 2022. "Industrial structure, energy intensity and environmental efficiency across developed and developing economies: The intermediary role of primary, secondary and tertiary industry," Energy, Elsevier, vol. 247(C).
    22. Naqvi, Bushra & Rizvi, Syed Kumail Abbas & Mirza, Nawazish & Umar, Muhammad, 2023. "Financial market development: A potentiating policy choice for the green transition in G7 economies," International Review of Financial Analysis, Elsevier, vol. 87(C).
    23. 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.
    24. Umar, Muhammad & Safi, Adnan, 2023. "Do green finance and innovation matter for environmental protection? A case of OECD economies," Energy Economics, Elsevier, vol. 119(C).
    25. Nihal Ahmed & Adnan Ahmed Sheikh & Zeeshan Hamid & Piotr Senkus & Ricardo Cosio Borda & Aneta Wysokińska-Senkus & Waldemar Glabiszewski, 2022. "Exploring the Causal Relationship among Green Taxes, Energy Intensity, and Energy Consumption in Nordic Countries: Dumitrescu and Hurlin Causality Approach," Energies, MDPI, vol. 15(14), pages 1-15, July.
    26. Ling Feng & Lulan Ge & Zhiyuan Li & Ching‐Yi Lin, 2022. "Financial development and natural resources: The dynamics of China’s outward FDI," The World Economy, Wiley Blackwell, vol. 45(3), pages 739-762, March.
    27. 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.
    28. Jundong (Jeff) Wang, 2020. "Does analyst forecast dispersion represent investors’ perceived uncertainty toward earnings?," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 19(3), pages 289-312, April.
    29. Ali, Adnan & Ramakrishnan, Suresh & Faisal,, 2022. "Financial development and natural resources. Is there a stock market resource curse?," Resources Policy, Elsevier, vol. 75(C).
    30. Pan, Kai & Cheng, Chengping & Kirikkaleli, Dervis & Genç, Sema Yılmaz, 2021. "Does financial risk and fiscal decentralization curb resources curse hypothesis in China? Analyzing the role of globalization," Resources Policy, Elsevier, vol. 72(C).
    31. Majeed, Abdul & Wang, Lijun & Zhang, Xiaohui & Muniba, & Kirikkaleli, Dervis, 2021. "Modeling the dynamic links among natural resources, economic globalization, disaggregated energy consumption, and environmental quality: Fresh evidence from GCC economies," Resources Policy, Elsevier, vol. 73(C).
    32. Li, Xiangrong & Zhu, Shaoying & Li, Yanyong & Chang, Ronghua, 2022. "What is the asymmetric influence of natural resource rent and green innovation on the ecological sustainability of the ARCTIC region," Resources Policy, Elsevier, vol. 79(C).
    33. Shahzad, Umer & Lv, Yulan & Doğan, Buhari & Xia, Wanjun, 2021. "Unveiling the heterogeneous impacts of export product diversification on renewable energy consumption: New evidence from G-7 and E-7 countries," Renewable Energy, Elsevier, vol. 164(C), pages 1457-1470.
    34. Razzaq, Asif & Sharif, Arshian & Ozturk, Ilhan & Afshan, Sahar, 2023. "Dynamic and threshold effects of energy transition and environmental governance on green growth in COP26 framework," Renewable and Sustainable Energy Reviews, Elsevier, vol. 179(C).
    35. Yuxin Meng & Lu Liu & Zhenlong Xu & Wenwen Gong & Guanpeng Yan, 2022. "Research on the Heterogeneity of Green Biased Technology Progress in Chinese Industries: Decomposition Index Analysis Based on the Slacks-based measure integrating," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 17-34, December.
    36. Li, Zongyun & Rizvi, Syed Kumail Abbas & Rubbaniy, Ghulame & Umar, Muhammad, 2021. "Understanding the dynamics of resource curse in G7 countries: The role of natural resource rents and the three facets of financial development," Resources Policy, Elsevier, vol. 73(C).
    37. repec:bba:eallet:v:1:y:2022:i:2:p:23-27 is not listed on IDEAS
    38. Sangkyun Park, 2022. "Do Bank Capital Requirements Make Resource Allocation Suboptimal?," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 35-49, December.
    39. Li, Jingpeng & Umar, Muhammad & Huo, Jiale, 2023. "The spillover effect between Chinese crude oil futures market and Chinese green energy stock market," Energy Economics, Elsevier, vol. 119(C).
    40. Jiachong Hu & Jin Xu & Lei Tong & Ummara Razi, 2022. "The dynamic role of film and drama industry, green innovation towards the sustainable environment in China: fresh insight from NARDL approach," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 5292-5309, December.
    41. Yang, Xiao & Anser, Muhammad Khalid & Yusop, Zulkornain & Abbas, Shujaat & Khan, Muhammad Azhar & Zaman, Khalid, 2022. "Volatility in mineral resource pricing causes ecological footprints: A cloud on the horizon," Resources Policy, Elsevier, vol. 77(C).
    42. Tang, Chang & Irfan, Muhammad & Razzaq, Asif & Dagar, Vishal, 2022. "Natural resources and financial development: Role of business regulations in testing the resource-curse hypothesis in ASEAN countries," Resources Policy, Elsevier, vol. 76(C).
    43. Wang, Yuyan & Wu, Qinghua & Razi, Ummara, 2023. "Drivers and mitigants of resources consumption in China: Discovering the role of digital finance and environmental regulations," Resources Policy, Elsevier, vol. 80(C).
    44. Yann Ferrat & Frédéric Daty & Radu Burlacu, 2021. "Short- and long-term effects of responsible investment growth on equity returns," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 23(1), pages 1-13, December.
    45. Shao, Shuai & Razzaq, Asif, 2022. "Does composite fiscal decentralization reduce trade-adjusted resource consumption through institutional governance, human capital, and infrastructure development?," Resources Policy, Elsevier, vol. 79(C).
    46. Sun, Yunpeng & Guan, Weimin & Razzaq, Asif & Shahzad, Mohsin & Binh An, Nguyen, 2022. "Transition towards ecological sustainability through fiscal decentralization, renewable energy and green investment in OECD countries," Renewable Energy, Elsevier, vol. 190(C), pages 385-395.
    47. 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).
    48. Jiang, Chun & Zhang, Yadi & Kamran, Hafiz Waqas & Afshan, Sahar, 2021. "Understanding the dynamics of the resource curse and financial development in China? A novel evidence based on QARDL model," Resources Policy, Elsevier, vol. 72(C).
    49. Mirza, Nawazish & Umar, Muhammad & Afzal, Ayesha & Firdousi, Saba Fazal, 2023. "The role of fintech in promoting green finance, and profitability: Evidence from the banking sector in the euro zone," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 33-40.
    50. Jun Gao & Niall O’Sullivan & Meadhbh Sherman, 2021. "Chinese securities investment funds: the role of luck in performance," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 20(5), pages 271-297, October.
    51. Abdullah Emre Caglar & Bulent Guloglu & Ayfer Gedikli, 2022. "Moving towards sustainable environmental development for BRICS: Investigating the asymmetric effect of natural resources on CO2," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 1313-1325, October.
    52. Carlos A. Carrasco & Edgar Demetrio Tovar-García, 2021. "Trade and growth in developing countries: the role of export composition, import composition and export diversification," Economic Change and Restructuring, Springer, vol. 54(4), pages 919-941, November.
    53. Sun, Yunpeng & Bao, Qun & Siao-Yun, Wei & Islam, Misbah ul & Razzaq, Asif, 2022. "Renewable energy transition and environmental sustainability through economic complexity in BRICS countries: Fresh insights from novel Method of Moments Quantile regression," Renewable Energy, Elsevier, vol. 184(C), pages 1165-1176.
    54. Jundong (Jeff) Wang, 2020. "Does analyst forecast dispersion represent investors’ perceived uncertainty toward earnings?," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 19(3), pages 289-312, April.
    55. Zoey Wong & Afei Chen & Chenrong Shen & Dailong Wu, 2022. "Fiscal policy and the development of green transportation infrastructure: the case of China's high-speed railways," Economic Change and Restructuring, Springer, vol. 55(4), pages 2179-2213, November.
    56. Minli Yu & Fu-Sheng Tsai & Hui Jin & Hejie Zhang, 2022. "Digital finance and renewable energy consumption: evidence from China," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-19, December.
    57. Alfalih, Abdulaziz Abdulmohsen & Hadj, Tarek Bel, 2022. "Financialization, natural resources rents and environmental sustainability dynamics in Saudi Arabia under high and low regimes," Resources Policy, Elsevier, vol. 76(C).
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