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The role of ICT investment, digital financial inclusion, and environmental tax in promoting sustainable energy development in the MENA region: Evidences with Dynamic Common Correlated Effects (DCE) and instrumental variable-adjusted DCE

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  • LIU Xiangling
  • Md Qamruzzaman

Abstract

His research investigates the interplay among investment in Information and Communication Technology [ICT], digital financial inclusion, environmental tax policies, and their impact on the progression of sustainable energy development within the Middle East and North Africa [MENA] region. Recognizing the distinctive hurdles impeding sustainable energy advancement, effective policy formulation and implementation in MENA necessitate a comprehensive understanding of these variables. Employing a Dynamic Common Correlated Effects [DCE] model alongside an instrumental variable-adjusted DCE approach, this study explores the relationship between ICT investment, digital financial inclusion, environmental tax, and sustainable energy development. The DCE model facilitates the analysis of dynamic effects and potential correlations, while the instrumental variable-adjusted DCE model addresses issues pertaining to endogeneity. The results indicate that both ICT investment and the promotion of digital financial inclusion significantly and positively impact sustainable energy development in the MENA region. Additionally, the study underscores the importance of environmental tax implementation in fostering sustainable energy advancement, highlighting the critical role of environmental policy interventions. Based on these findings, governmental prioritization of ICT investment and initiatives for digital financial service integration is recommended to bolster sustainable energy growth in MENA. Furthermore, the adoption of efficient environmental tax measures is essential to incentivize sustainable energy practices and mitigate environmental degradation. These policy recommendations aim to create a conducive environment for sustainable energy progression in the MENA region, contributing to both economic prosperity and environmental conservation.

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  • LIU Xiangling & Md Qamruzzaman, 2024. "The role of ICT investment, digital financial inclusion, and environmental tax in promoting sustainable energy development in the MENA region: Evidences with Dynamic Common Correlated Effects (DCE) an," PLOS ONE, Public Library of Science, vol. 19(5), pages 1-30, May.
  • Handle: RePEc:plo:pone00:0301838
    DOI: 10.1371/journal.pone.0301838
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    References listed on IDEAS

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    1. Azam, Anam & Ateeq, Muhammad & Shafique, Muhammad & Rafiq, Muhammad & Yuan, Jiahai, 2023. "Primary energy consumption-growth nexus: The role of natural resources, quality of government, and fixed capital formation," Energy, Elsevier, vol. 263(PA).
    2. Hasara Dissanayake & Nishitha Perera & Sajani Abeykoon & Diruni Samson & Ruwan Jayathilaka & Maneka Jayasinghe & Shanta Yapa, 2023. "Nexus between carbon emissions, energy consumption, and economic growth: Evidence from global economies," PLOS ONE, Public Library of Science, vol. 18(6), pages 1-27, June.
    3. Ayesha Serfraz & Md. Qamruzzaman & Salma Karim, 2023. "Revisiting the Nexus between Economic Policy Uncertainty, Financial Development, and FDI Inflows in Pakistan during Covid-19: Does Clean Energy Matter?," International Journal of Energy Economics and Policy, Econjournals, vol. 13(4), pages 91-101, July.
    4. Shahbaz, Muhammad & Raghutla, Chandrashekar & Chittedi, Krishna Reddy & Jiao, Zhilun & Vo, Xuan Vinh, 2020. "The effect of renewable energy consumption on economic growth: Evidence from the renewable energy country attractive index," Energy, Elsevier, vol. 207(C).
    5. Chang, Lei & Taghizadeh-Hesary, Farhad & Saydaliev, Hayot Berk, 2022. "How do ICT and renewable energy impact sustainable development?," Renewable Energy, Elsevier, vol. 199(C), pages 123-131.
    6. Faran Ahmed & Muhammad Naeem & Muhammad Iqbal, 2017. "ICT and renewable energy: a way forward to the next generation telecom base stations," Telecommunication Systems: Modelling, Analysis, Design and Management, Springer, vol. 64(1), pages 43-56, January.
    7. Freire-González, Jaume & Puig-Ventosa, Ignasi, 2019. "Reformulating taxes for an energy transition," Energy Economics, Elsevier, vol. 78(C), pages 312-323.
    8. Tore Bersvendsen & Jan Ditzen, 2021. "Testing for slope heterogeneity in Stata," Stata Journal, StataCorp LLC, vol. 21(1), pages 51-80, March.
    9. Mohaimenul Azam Khan Raiaan & Nur Mohammad Fahad & Shovan Chowdhury & Debopom Sutradhar & Saadman Sakib Mihad & Md. Motaharul Islam, 2023. "IoT-Based Object-Detection System to Safeguard Endangered Animals and Bolster Agricultural Farm Security," Future Internet, MDPI, vol. 15(12), pages 1-19, November.
    10. Sylvia Kor & Md Qamruzzaman, 2023. "Nexus between FDI, Financial Development, Capital Formation and Renewable Energy Consumption; evidence from Bangladesh," International Journal of Energy Economics and Policy, Econjournals, vol. 13(6), pages 129-145, November.
    11. Jan Ditzen, 2018. "Estimating dynamic common-correlated effects in Stata," Stata Journal, StataCorp LLC, vol. 18(3), pages 585-617, September.
    12. 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.
    13. Tan, Yan & Uprasen, Utai, 2022. "The effect of foreign direct investment on renewable energy consumption subject to the moderating effect of environmental regulation: Evidence from the BRICS countries," Renewable Energy, Elsevier, vol. 201(P2), pages 135-149.
    14. Yue, Xianghua & Peng, Michael Yao-Ping & Anser, Muhammad Khalid & Nassani, Abdelmohsen A. & Haffar, Mohamed & Zaman, Khalid, 2022. "The role of carbon taxes, clean fuels, and renewable energy in promoting sustainable development: How green is nuclear energy?," Renewable Energy, Elsevier, vol. 193(C), pages 167-178.
    15. Abbas, Jawad & Wang, Lisu & Ben Belgacem, Samira & Pawar, Puja Sunil & Najam, Hina & Abbas, Jaffar, 2023. "Investment in renewable energy and electricity output: Role of green finance, environmental tax, and geopolitical risk: Empirical evidence from China," Energy, Elsevier, vol. 269(C).
    16. Nusrat Farzana & Md Qamruzzaman & Yeasmin Islam & Piana Monsur Mindia, 2023. "Nexus between Personal Remittances, Financial Deepening, Urbanization, and Renewable Energy Consumption in Selected Southeast Asian Countries: Evidence from Linear and Nonlinear Assessment," International Journal of Energy Economics and Policy, Econjournals, vol. 13(6), pages 270-287, November.
    17. Chengjuan Xia & Md. Qamruzzaman & Anass Hamadelneel Adow, 2022. "An Asymmetric Nexus: Remittance-Led Human Capital Development in the Top 10 Remittance-Receiving Countries: Are FDI and Gross Capital Formation Critical for a Road to Sustainability?," Sustainability, MDPI, vol. 14(6), pages 1-24, March.
    18. Shanshan Wu & Zixuan Wang & Chiwei Su & Weike Zhang, 2023. "Digital Media and Green Development Path in Asia: Does Digital Financial Inclusion Matter?," Sustainability, MDPI, vol. 15(14), pages 1-14, July.
    19. Matteo La Torre & John Dumay & Michele Antonio Rea, 2018. "Breaching intellectual capital: critical reflections on Big Data security," Meditari Accountancy Research, Emerald Group Publishing Limited, vol. 26(3), pages 463-482, July.
    20. Ya Wu & Yin Liu & Minglong Zhang, 2023. "How Does Digital Finance Affect Energy Efficiency?—Characteristics, Mechanisms, and Spatial Effects," Sustainability, MDPI, vol. 15(9), pages 1-24, April.
    21. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    22. Zhongye Sun & Xin Zhang & Yifei Gao, 2023. "The Impact of Financial Development on Renewable Energy Consumption: A Multidimensional Analysis Based on Global Panel Data," IJERPH, MDPI, vol. 20(4), pages 1-20, February.
    23. Talan, Amogh & Rao, Amar & Sharma, Gagan Deep & Apostu, Simona-Andreea & Abbas, Shujaat, 2023. "Transition towards clean energy consumption in G7: Can financial sector, ICT and democracy help?," Resources Policy, Elsevier, vol. 82(C).
    24. Chien, FengSheng & Vu, Trong Lam & Hien Phan, Thi Thu & Van Nguyen, Sang & Viet Anh, Nguyen Ho & Ngo, Thanh Quang, 2023. "Zero-carbon energy transition in ASEAN countries: The role of carbon finance, carbon taxes, and sustainable energy technologies," Renewable Energy, Elsevier, vol. 212(C), pages 561-569.
    25. Lee, Chien-Chiang & Chen, Mei-Ping & Yuan, Zihao, 2023. "Is information and communication technology a driver for renewable energy?," Energy Economics, Elsevier, vol. 124(C).
    26. 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.
    27. Raymondo Sandra Marcelline Tsimisaraka & Li Xiang & Andriandafiarisoa Ralison Ny Avotra Andrianarivo & Eric Zonia Josoa & Noheed Khan & Muhammad Shehzad Hanif & Aitzaz Khurshid & Ricardo Limongi, 2023. "Impact of Financial Inclusion, Globalization, Renewable Energy, ICT, and Economic Growth on CO 2 Emission in OBOR Countries," Sustainability, MDPI, vol. 15(8), pages 1-16, April.
    28. Chishti, Muhammad Zubair & Sinha, Avik & Zaman, Umer & Shahzad, Umer, 2023. "Exploring the dynamic connectedness among energy transition and its drivers: Understanding the moderating role of global geopolitical risk," Energy Economics, Elsevier, vol. 119(C).
    29. Shobande, Olatunji A. & Ogbeifun, Lawrence & Tiwari, Aviral Kumar, 2024. "Extricating the impacts of emissions trading system and energy transition on carbon intensity," Applied Energy, Elsevier, vol. 357(C).
    30. Wang, Shuguang & Sun, Luang & Iqbal, Sajid, 2022. "Green financing role on renewable energy dependence and energy transition in E7 economies," Renewable Energy, Elsevier, vol. 200(C), pages 1561-1572.
    31. Xie, Yutang & Cao, Yujia & Li, Xiaotao, 2023. "The importance of trade policy uncertainty to energy consumption in a changing world," Finance Research Letters, Elsevier, vol. 52(C).
    32. Osei, Michael J. & Kim, Jaebeom, 2023. "Financial development and the growth effect of foreign direct investment: Does one size fit all?," International Economics, Elsevier, vol. 173(C), pages 276-283.
    33. Yingyi Wang & Md. Qamruzzaman & Ayesha Serfraz & Manickavasagam Theivanayaki, 2023. "Does Financial Deepening Foster Clean Energy Sustainability over Conventional Ones? Examining the Nexus between Financial Deepening, Urbanization, Institutional Quality, and Energy Consumption in Chin," Sustainability, MDPI, vol. 15(10), pages 1-28, May.
    34. Jin-Li Hu & Yi-Chou Chen & Ya-Po Yang, 2022. "The Development and Issues of Energy-ICT: A Review of Literature with Economic and Managerial Viewpoints," Energies, MDPI, vol. 15(2), pages 1-18, January.
    35. Li, Jiaman & Dong, Xiucheng & Dong, Kangyin, 2022. "How much does financial inclusion contribute to renewable energy growth? Ways to realize green finance in China," Renewable Energy, Elsevier, vol. 198(C), pages 760-771.
    36. Shahbaz, Muhammad & Topcu, Betül Altay & Sarıgül, Sevgi Sümerli & Vo, Xuan Vinh, 2021. "The effect of financial development on renewable energy demand: The case of developing countries," Renewable Energy, Elsevier, vol. 178(C), pages 1370-1380.
    37. Yuriy Bilan & Yaryna Samusevych & Serhiy Lyeonov & Marcin Strzelec & Iryna Tenytska, 2022. "The Keys to Clean Energy Technology: Impact of Environmental Taxes on Biofuel Production and Consumption," Energies, MDPI, vol. 15(24), pages 1-22, December.
    38. Muhammad Farhan Bashir & Benjiang MA & Muhammad Shahbaz & Zhilun Jiao, 2020. "The nexus between environmental tax and carbon emissions with the roles of environmental technology and financial development," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-20, November.
    39. Chen, Chaoyi & Pinar, Mehmet & Stengos, Thanasis, 2021. "Determinants of renewable energy consumption: Importance of democratic institutions," Renewable Energy, Elsevier, vol. 179(C), pages 75-83.
    40. Yu, Huaying & Wei, Wei & Li, Jinhe & Li, Ying, 2022. "The impact of green digital finance on energy resources and climate change mitigation in carbon neutrality: Case of 60 economies," Resources Policy, Elsevier, vol. 79(C).
    41. 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.
    42. Rijia Ding & Fenfen Shi & Suli Hao, 2022. "Digital Inclusive Finance, Environmental Regulation, and Regional Economic Growth: An Empirical Study Based on Spatial Spillover Effect and Panel Threshold Effect," Sustainability, MDPI, vol. 14(7), pages 1-25, April.
    43. Fakher, Hossein Ali & Ahmed, Zahoor & Acheampong, Alex O. & Nathaniel, Solomon Prince, 2023. "Renewable energy, nonrenewable energy, and environmental quality nexus: An investigation of the N-shaped Environmental Kuznets Curve based on six environmental indicators," Energy, Elsevier, vol. 263(PA).
    44. Akintande, Olalekan J. & Olubusoye, Olusanya E. & Adenikinju, Adeola F. & Olanrewaju, Busayo T., 2020. "Modeling the determinants of renewable energy consumption: Evidence from the five most populous nations in Africa," Energy, Elsevier, vol. 206(C).
    45. 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.
    46. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
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