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Influence of financial development on energy intensity subject to technological innovation: Evidence from panel threshold regression

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  • Uddin, Md. Kamal
  • Pan, Xiongfeng
  • Saima, Umme
  • Zhang, Chengming

Abstract

Controlling energy intensity has become a prime objective of present time as energy consumption is the main source of about three-fourth of the world's green house gas emissions. Therefore, scholars have been trying to detect the ways that can ensure efficient utilization of energy with minimal degradation of environment. Consequently, studies have been conducted to explore the linkages between financial development and energy consumption to see whether financial development can help reduce energy intensity. Nonetheless, this study considers technological innovation as a crucial dimension of socio-economic changes and explores the technology dependency of the influence of financial development on energy intensity. To do so, a panel threshold regression model is applied in a panel of 23 European Union (EU) countries. The results corroborate that the inhibiting effects of banking sector development, stock market development and overall financial development on energy intensity depend on the levels of technological innovation. Thus, policymakers need to consider the matter carefully when they devise policy decisions.

Suggested Citation

  • Uddin, Md. Kamal & Pan, Xiongfeng & Saima, Umme & Zhang, Chengming, 2022. "Influence of financial development on energy intensity subject to technological innovation: Evidence from panel threshold regression," Energy, Elsevier, vol. 239(PD).
    • Handle: RePEc:eee:energy:v:239:y:2022:i:pd:s0360544221025858
    DOI: 10.1016/j.energy.2021.122337
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    as
    1. Mantu Kumar Mahalik & Hrushikesh Mallick, 2014. "Energy consumption, economic growth and financial development: exploring the empirical linkages for India," Journal of Developing Areas, Tennessee State University, College of Business, vol. 48(4), pages 139-159, October-D.
    2. Mahalik, Mantu Kumar & Babu, M. Suresh & Loganathan, Nanthakumar & Shahbaz, Muhammad, 2017. "Does financial development intensify energy consumption in Saudi Arabia?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1022-1034.
    3. Pan, Xiongfeng & Uddin, Md. Kamal & Saima, Umme & Guo, Shucen & Guo, Ranran, 2019. "Regime switching effect of financial development on energy intensity: Evidence from Markov-switching vector error correction model," Energy Policy, Elsevier, vol. 135(C).
    4. Kahouli, Bassem, 2017. "The short and long run causality relationship among economic growth, energy consumption and financial development: Evidence from South Mediterranean Countries (SMCs)," Energy Economics, Elsevier, vol. 68(C), pages 19-30.
    5. Chor Tang & Bee Tan, 2014. "The linkages among energy consumption, economic growth, relative price, foreign direct investment, and financial development in Malaysia," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(2), pages 781-797, March.
    6. Hansen, Bruce E, 1996. "Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis," Econometrica, Econometric Society, vol. 64(2), pages 413-430, March.
    7. Clyde Eiríkur Hull & Sandra Rothenberg, 2008. "Firm performance: the interactions of corporate social performance with innovation and industry differentiation," Strategic Management Journal, Wiley Blackwell, vol. 29(7), pages 781-789, July.
    8. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    9. Mehmet Akif Destek, 2015. "Energy Consumption, Economic Growth, Financial Development and Trade Openness in Turkey: Maki Cointegration Test," Bulletin of Energy Economics (BEE), The Economics and Social Development Organization (TESDO), vol. 3(4), pages 162-168, December.
    10. Hao, Yu & Wang, Ling-Ou & Lee, Chien-Chiang, 2020. "Financial development, energy consumption and China's economic growth: New evidence from provincial panel data," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 1132-1151.
    11. Caner, Mehmet & Hansen, Bruce E., 2004. "Instrumental Variable Estimation Of A Threshold Model," Econometric Theory, Cambridge University Press, vol. 20(5), pages 813-843, October.
    12. Yue, Shujing & Lu, Rou & Shen, Yongchang & Chen, Hongtao, 2019. "How does financial development affect energy consumption? Evidence from 21 transitional countries," Energy Policy, Elsevier, vol. 130(C), pages 253-262.
    13. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    14. Lim, G.C. & McNelis, Paul D., 2016. "Income growth and inequality: The threshold effects of trade and financial openness," Economic Modelling, Elsevier, vol. 58(C), pages 403-412.
    15. Furuoka, Fumitaka, 2015. "Financial development and energy consumption: Evidence from a heterogeneous panel of Asian countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 430-444.
    16. Hajamini, Mehdi, 2015. "The non-linear effect of population growth and linear effect of age structure on per capita income: A threshold dynamic panel structural model," Economic Analysis and Policy, Elsevier, vol. 46(C), pages 43-58.
    17. Chiu, Yi-Bin & Lee, Chien-Chiang, 2020. "Effects of financial development on energy consumption: The role of country risks," Energy Economics, Elsevier, vol. 90(C).
    18. Adnan RASHID & Naveed YOUSAF, 2015. "Linkage of financial development with electricity-growth, nexus of India and Pakistan," EuroEconomica, Danubius University of Galati, issue 2(34), pages 151-160, November.
    19. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia," Energy Policy, Elsevier, vol. 40(C), pages 473-479.
    20. Stephanie Kremer & Alexander Bick & Dieter Nautz, 2013. "Inflation and growth: new evidence from a dynamic panel threshold analysis," Empirical Economics, Springer, vol. 44(2), pages 861-878, April.
    21. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    22. Bülent Altay & Mert Topcu, 2015. "Relationship between Financial Development and Energy Consumption: The Case of Turkey," Bulletin of Energy Economics (BEE), The Economics and Social Development Organization (TESDO), vol. 3(1), pages 18-24, March.
    23. Rafindadi, Abdulkadir Abdulrashid & Ozturk, Ilhan, 2016. "Effects of financial development, economic growth and trade on electricity consumption: Evidence from post-Fukushima Japan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1073-1084.
    24. Karanfil, Fatih, 2009. "How many times again will we examine the energy-income nexus using a limited range of traditional econometric tools?," Energy Policy, Elsevier, vol. 37(4), pages 1191-1194, April.
    25. 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.
    26. Farhani, Sahbi & Solarin, Sakiru Adebola, 2017. "Financial development and energy demand in the United States: New evidence from combined cointegration and asymmetric causality tests," Energy, Elsevier, vol. 134(C), pages 1029-1037.
    27. Le, Thai-Ha & Quah, Euston, 2018. "Income level and the emissions, energy, and growth nexus: Evidence from Asia and the Pacific," International Economics, Elsevier, vol. 156(C), pages 193-205.
    28. Muhammad Shahbaz, 2015. "Electricity Consumption, Financial Development and Economic Growth Nexus in Pakistan: A Visit," Bulletin of Energy Economics (BEE), The Economics and Social Development Organization (TESDO), vol. 3(2), pages 48-65, June.
    29. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    30. Islam, Faridul & Shahbaz, Muhammad & Ahmed, Ashraf U. & Alam, Md. Mahmudul, 2013. "Financial development and energy consumption nexus in Malaysia: A multivariate time series analysis," Economic Modelling, Elsevier, vol. 30(C), pages 435-441.
    31. Shahbaz, Muhammad & Mallick, Hrushikesh & Mahalik, Mantu Kumar & Sadorsky, Perry, 2016. "The role of globalization on the recent evolution of energy demand in India: Implications for sustainable development," Energy Economics, Elsevier, vol. 55(C), pages 52-68.
    32. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    33. Xue, Xinhong & Wang, Zhongcheng, 2021. "Impact of finance pressure on energy intensity: Evidence from China’s manufacturing sectors," Energy, Elsevier, vol. 226(C).
    34. Feyyaz ZEREN & Mustafa KOC, 2014. "The Nexus between Energy Consumption and Financial Development with Asymmetric Causality Test: New Evidence from Newly Industrialized Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 4(1), pages 83-91.
    35. Sbia, Rashid & Shahbaz, Muhammad & Hamdi, Helmi, 2014. "A contribution of foreign direct investment, clean energy, trade openness, carbon emissions and economic growth to energy demand in UAE," Economic Modelling, Elsevier, vol. 36(C), pages 191-197.
    36. Komal, Rabia & Abbas, Faisal, 2015. "Linking financial development, economic growth and energy consumption in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 211-220.
    37. Hrushikesh Mallick & Mantu Kumar Mahalik, 2014. "Energy Consumption, Economic Growth and Financial Development: A Comparative Perspective on India and China," Bulletin of Energy Economics (BEE), The Economics and Social Development Organization (TESDO), vol. 2(3), pages 72-84, September.
    38. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    39. 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.
    40. James Ang, 2009. "Financial development and the FDI-growth nexus: the Malaysian experience," Applied Economics, Taylor & Francis Journals, vol. 41(13), pages 1595-1601.
    41. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    42. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    43. Wang, You & Gong, Xu, 2020. "Does financial development have a non-linear impact on energy consumption? Evidence from 30 provinces in China," Energy Economics, Elsevier, vol. 90(C).
    44. Bick, Alexander, 2010. "Threshold effects of inflation on economic growth in developing countries," Economics Letters, Elsevier, vol. 108(2), pages 126-129, August.
    45. Chang, Shu-Chen, 2015. "Effects of financial developments and income on energy consumption," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 28-44.
    46. Pan, Xiongfeng & Uddin, Md. Kamal & Han, Cuicui & Pan, Xianyou, 2019. "Dynamics of financial development, trade openness, technological innovation and energy intensity: Evidence from Bangladesh," Energy, Elsevier, vol. 171(C), pages 456-464.
    47. Adom, Philip Kofi, 2015. "Asymmetric impacts of the determinants of energy intensity in Nigeria," Energy Economics, Elsevier, vol. 49(C), pages 570-580.
    48. Ozturk, Ilhan & Acaravci, Ali, 2013. "The long-run and causal analysis of energy, growth, openness and financial development on carbon emissions in Turkey," Energy Economics, Elsevier, vol. 36(C), pages 262-267.
    49. Song, Malin & Xie, Qianjiao & Shen, Zhiyang, 2021. "Impact of green credit on high-efficiency utilization of energy in China considering environmental constraints," Energy Policy, Elsevier, vol. 153(C).
    50. Brana, Sophie & Prat, Stéphanie, 2016. "The effects of global excess liquidity on emerging stock market returns: Evidence from a panel threshold model," Economic Modelling, Elsevier, vol. 52(PA), pages 26-34.
    51. Malin Song & Jun Tao & Shuhong Wang, 2015. "FDI, technology spillovers and green innovation in China: analysis based on Data Envelopment Analysis," Annals of Operations Research, Springer, vol. 228(1), pages 47-64, May.
    52. Mohamed Amine Boutabba, 2014. "The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy," Post-Print hal-02877966, HAL.
    53. Boutabba, Mohamed Amine, 2014. "The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy," Economic Modelling, Elsevier, vol. 40(C), pages 33-41.
    54. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    55. Aslan, Alper & Apergis, Nicholas & Topcu, Mert, 2014. "Banking development and energy consumption: Evidence from a panel of Middle Eastern countries," Energy, Elsevier, vol. 72(C), pages 427-433.
    56. Ouyang, Yaofu & Li, Peng, 2018. "On the nexus of financial development, economic growth, and energy consumption in China: New perspective from a GMM panel VAR approach," Energy Economics, Elsevier, vol. 71(C), pages 238-252.
    57. Wei-Ru Chen, 2008. "Determinants of Firms' Backward- and Forward-Looking R&D Search Behavior," Organization Science, INFORMS, vol. 19(4), pages 609-622, August.
    58. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    59. Shahbaz, Muhammad & Gozgor, Giray & Hammoudeh, Shawkat, 2019. "Human capital and export diversification as new determinants of energy demand in the United States," Energy Economics, Elsevier, vol. 78(C), pages 335-349.
    60. Chen, Zhongfei & Huang, Wanjing & Zheng, Xian, 2019. "The decline in energy intensity: Does financial development matter?," Energy Policy, Elsevier, vol. 134(C).
    61. Gozgor, Giray & Mahalik, Mantu Kumar & Demir, Ender & Padhan, Hemachandra, 2020. "The impact of economic globalization on renewable energy in the OECD countries," Energy Policy, Elsevier, vol. 139(C).
    62. Çoban, Serap & Topcu, Mert, 2013. "The nexus between financial development and energy consumption in the EU: A dynamic panel data analysis," Energy Economics, Elsevier, vol. 39(C), pages 81-88.
    63. Muhammad, Shahbaz & Tiwari, Aviral & Muhammad, Nasir, 2011. "The effects of financial development, economic growth, coal consumption and trade openness on environment performance in South Africa," MPRA Paper 32723, University Library of Munich, Germany, revised 10 Aug 2011.
    64. Danish, & Ulucak, Recep, 2021. "A revisit to the relationship between financial development and energy consumption: Is globalization paramount?," Energy, Elsevier, vol. 227(C).
    65. Al-mulali, Usama & Lee, Janice Y.M., 2013. "Estimating the impact of the financial development on energy consumption: Evidence from the GCC (Gulf Cooperation Council) countries," Energy, Elsevier, vol. 60(C), pages 215-221.
    66. Pan, Xiongfeng & Uddin, Md. Kamal & Saima, Umme & Jiao, Zhiming & Han, Cuicui, 2019. "How do industrialization and trade openness influence energy intensity? Evidence from a path model in case of Bangladesh," Energy Policy, Elsevier, vol. 133(C).
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