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Environmental impact of information and communication technology: Unveiling the role of education in developing countries

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  • Zhang, Chunhong
  • Khan, Irfan
  • Dagar, Vishal
  • Saeed, Asif
  • Zafar, Muhammad Wasif

Abstract

The penetration of information communication and technology (ICT) has increased in the developing world but there is still a huge gap between the need for ICT infrastructure and its availability. Alongside this, previous literature on ICT and CO2 emissions provides that ICT is a double-edged sword that can increase/decrease emissions. Against this background, this study checks the role of ICT and education with environmental quality by controlling the role of globalization, income, and financial development for developing countries over the period of 1996–2019. For empirical analysis, we use second generation econometric methods which overcome the issue of heterogeneity in the study variables. The Westerlund cointegration test results show the presence of long-run link among the variables. The long-run estimates of Cup-FM and Cup-BC indicate that ICT increases environmental quality by reducing the emissions level while education, income, financial development, and globalization decrease environmental quality by increasing emissions level. Policymakers are suggested to encourage investment building ICT infrastructure, develop and implement modern information systems, use the financial sector to devise policies regarding funding ICT projects at an affordable interest rate, and increase public pressure on political leadership to reduce unsustainable practices improving environmental quality.

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  • Zhang, Chunhong & Khan, Irfan & Dagar, Vishal & Saeed, Asif & Zafar, Muhammad Wasif, 2022. "Environmental impact of information and communication technology: Unveiling the role of education in developing countries," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
  • Handle: RePEc:eee:tefoso:v:178:y:2022:i:c:s0040162522001020
    DOI: 10.1016/j.techfore.2022.121570
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    as
    1. Catherine Wolfram & Orie Shelef & Paul Gertler, 2012. "How Will Energy Demand Develop in the Developing World?," Journal of Economic Perspectives, American Economic Association, vol. 26(1), pages 119-138, Winter.
    2. Zihanxin Li & Nuoyan Li & Huwei Wen, 2021. "Digital Economy and Environmental Quality: Evidence from 217 Cities in China," Sustainability, MDPI, vol. 13(14), pages 1-20, July.
    3. Simplice A. Asongu, 2018. "CO2 emission thresholds for inclusive human development in Sub-Saharan Africa," Research Africa Network Working Papers 18/023, Research Africa Network (RAN).
    4. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Sinha, Avik & Sengupta, Tuhin & Qin, Quande, 2020. "How Renewable Energy Consumption Contribute to Environmental Quality? The Role of Education in OECD Countries," MPRA Paper 100259, University Library of Munich, Germany, revised 08 May 2020.
    5. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Mansoor, Sadia & Sinha, Avik & Qin, Quande, 2022. "ICT and education as determinants of environmental quality: The role of financial development in selected Asian countries," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    6. Asongu, Simplice A. & Le Roux, Sara & Biekpe, Nicholas, 2018. "Enhancing ICT for environmental sustainability in sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 209-216.
    7. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    8. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2018. "Educational quality thresholds in the diffusion of knowledge with mobile phones for inclusive human development in sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 164-172.
    9. 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.
    10. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    11. 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.
    12. Voigt, Sebastian & De Cian, Enrica & Schymura, Michael & Verdolini, Elena, 2014. "Energy intensity developments in 40 major economies: Structural change or technology improvement?," Energy Economics, Elsevier, vol. 41(C), pages 47-62.
    13. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    14. Bai, Jushan & Kao, Chihwa & Ng, Serena, 2009. "Panel cointegration with global stochastic trends," Journal of Econometrics, Elsevier, vol. 149(1), pages 82-99, April.
    15. Khan, Irfan & Hou, Fujun & Zakari, Abdulrasheed & Tawiah, Vincent Konadu, 2021. "The dynamic links among energy transitions, energy consumption, and sustainable economic growth: A novel framework for IEA countries," Energy, Elsevier, vol. 222(C).
    16. Ngozi Adeleye & Chiamaka Eboagu, 2019. "Evaluation of ICT development and economic growth in Africa," Netnomics, Springer, vol. 20(1), pages 31-53, April.
    17. 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.
    18. Balaguer, Jacint & Cantavella, Manuel, 2018. "The role of education in the Environmental Kuznets Curve. Evidence from Australian data," Energy Economics, Elsevier, vol. 70(C), pages 289-296.
    19. Su, Yaqin & Liu, Zhiqiang, 2016. "The impact of foreign direct investment and human capital on economic growth: Evidence from Chinese cities," China Economic Review, Elsevier, vol. 37(C), pages 97-109.
    20. Khan, Irfan & Hou, Fujun & Le, Hoang Phong & Ali, Syed Ahtsham, 2021. "Do natural resources, urbanization, and value-adding manufacturing affect environmental quality? Evidence from the top ten manufacturing countries," Resources Policy, Elsevier, vol. 72(C).
    21. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    22. Amri, Fethi & Zaied, Younes Ben & Lahouel, Bechir Ben, 2019. "ICT, total factor productivity, and carbon dioxide emissions in Tunisia," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 212-217.
    23. Murillo Campello & Antonio F. Galvao & Ted Juhl, 2019. "Testing for Slope Heterogeneity Bias in Panel Data Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(4), pages 749-760, October.
    24. Dehghan Shabani, Zahra & Shahnazi, Rouhollah, 2019. "Energy consumption, carbon dioxide emissions, information and communications technology, and gross domestic product in Iranian economic sectors: A panel causality analysis," Energy, Elsevier, vol. 169(C), pages 1064-1078.
    25. Avom, Désiré & Nkengfack, Hilaire & Fotio, Hervé Kaffo & Totouom, Armand, 2020. "ICT and environmental quality in Sub-Saharan Africa: Effects and transmission channels," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    26. Eric Williams, 2011. "Environmental effects of information and communications technologies," Nature, Nature, vol. 479(7373), pages 354-358, November.
    27. Zafar, Muhammad Wasif & Sinha, Avik & Ahmed, Zahoor & Qin, Quande & Zaidi, Syed Anees Haider, 2021. "Effects of biomass energy consumption on environmental quality: The role of education and technology in Asia-Pacific Economic Cooperation countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    28. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LP, vol. 6(4), pages 482-496, December.
    29. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    30. Khan, Irfan & Hou, Fujun & Irfan, Muhammad & Zakari, Abdulrasheed & Le, Hoang Phong, 2021. "Does energy trilemma a driver of economic growth? The roles of energy use, population growth, and financial development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
    31. Mahalik, Mantu Kumar & Mallick, Hrushikesh & Padhan, Hemachandra, 2021. "Do educational levels influence the environmental quality? The role of renewable and non-renewable energy demand in selected BRICS countries with a new policy perspective," Renewable Energy, Elsevier, vol. 164(C), pages 419-432.
    32. Managi, Shunsuke & Jena, Pradyot Ranjan, 2008. "Environmental productivity and Kuznets curve in India," Ecological Economics, Elsevier, vol. 65(2), pages 432-440, April.
    33. Pablo-Romero, María del P. & Sánchez-Braza, Antonio, 2015. "Productive energy use and economic growth: Energy, physical and human capital relationships," Energy Economics, Elsevier, vol. 49(C), pages 420-429.
    34. Shahbaz, Muhammad & Shahzad, Syed Jawad Hussain & Kumar, Mantu, 2017. "Is Globalization Detrimental to CO2 Emissions in Japan? New Threshold Analysis," MPRA Paper 82413, University Library of Munich, Germany, revised 03 Nov 2017.
    35. Shahbaz, Muhammad & Mallick, Hrushikesh & Kumar, Mantu & Loganathan, Nanthakumar, 2015. "Does Globalization Impede Environmental Quality in India?," MPRA Paper 67285, University Library of Munich, Germany, revised 15 Oct 2015.
    36. Zhang, Chuanguo & Liu, Cong, 2015. "The impact of ICT industry on CO2 emissions: A regional analysis in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 12-19.
    37. Hartman, Richard & Kwon, O-Sung, 2005. "Sustainable growth and the environmental Kuznets curve," Journal of Economic Dynamics and Control, Elsevier, vol. 29(10), pages 1701-1736, October.
    38. Haftu, Girmay Giday, 2019. "Information communications technology and economic growth in Sub-Saharan Africa: A panel data approach," Telecommunications Policy, Elsevier, vol. 43(1), pages 88-99.
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