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The effect of the Fourth Industrial Revolution on the environment: The relationship between electronic finance and pollution in OECD countries

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  • Elheddad, Mohamed
  • Benjasak, Chonlakan
  • Deljavan, Rana
  • Alharthi, Majed
  • Almabrok, Jaballa M.

Abstract

It is indisputable that the Fourth Industrial Revolution has reshaped the way we live, work, and interact. The information and technology (IT) age has led to radical economic changes in both the relationships between individuals, companies, and governments and in the environment they exist in. Currently, electronic finance (e-finance) and environmental quality are critical issues that have received significant research attention in the form of climate change adaptation and mitigation strategies. With this in mind, this study aims to investigate the impact of e-finance on CO2 emissions. The study crafts a model with numerous control variables, including renewable and non-renewable energy consumption, urbanisation, manufacturing, and an environmental Kuznets curve (EKC) for the 29 OECD countries from 2007 to 2016. Fixed and random effects models of panel data are employed to control for the possible heterogeneity between countries. In addition, the study uses an instrumental variable estimation approach and a Canay(2011) panel quantile regression as a robustness check. The main results reveal that e-finance reduces CO2 emissions in Organisation for Economic Cooperation and Development (OECD) countries and leads to a lower pollution rate. The paper also finds that the EKC hypothesis holds. These findings have several important policy implications for OECD countries, and the model may be extended to investigate similar issues in developing economies.

Suggested Citation

  • Elheddad, Mohamed & Benjasak, Chonlakan & Deljavan, Rana & Alharthi, Majed & Almabrok, Jaballa M., 2021. "The effect of the Fourth Industrial Revolution on the environment: The relationship between electronic finance and pollution in OECD countries," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
  • Handle: RePEc:eee:tefoso:v:163:y:2021:i:c:s0040162520313111
    DOI: 10.1016/j.techfore.2020.120485
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    as
    1. Carlos A. Flores & Alfonso Flores-Lagunes & Dimitrios Kapetanakis, 2014. "Lessons From Quantile Panel Estimation of the Environmental Kuznets Curve," Econometric Reviews, Taylor & Francis Journals, vol. 33(8), pages 815-853, November.
    2. Alonso-Borrego, Cesar & Arellano, Manuel, 1999. "Symmetrically Normalized Instrumental-Variable Estimation Using Panel Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(1), pages 36-49, January.
    3. Azomahou, Theophile & Laisney, Francois & Nguyen Van, Phu, 2006. "Economic development and CO2 emissions: A nonparametric panel approach," Journal of Public Economics, Elsevier, vol. 90(6-7), pages 1347-1363, August.
    4. Stijn Claessens & Thomas Glaessner & Daniela Klingebiel, 2002. "Electronic Finance : A New Approach to Financial Sector Development ?," World Bank Publications - Books, The World Bank Group, number 14075, December.
    5. Dobson, Stephen & Ramlogan-Dobson, Carlyn, 2012. "Why is Corruption Less Harmful to Income Inequality in Latin America?," World Development, Elsevier, vol. 40(8), pages 1534-1545.
    6. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    7. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    8. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    9. Usama Al-Mulali & Ilhan Ozturk & Hooi Lean, 2015. "The influence of economic growth, urbanization, trade openness, financial development, and renewable energy on pollution in Europe," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 79(1), pages 621-644, October.
    10. Franklin Allen & James McAndrews & Philip Strahan, 2002. "E-Finance: An Introduction," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(1), pages 5-27, August.
    11. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    12. Shahbaz, Muhammad & Nasir, Muhammad Ali & Hille, Erik & Mahalik, Mantu Kumar, 2020. "UK's net-zero carbon emissions target: Investigating the potential role of economic growth, financial development, and R&D expenditures based on historical data (1870–2017)," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    13. Zheming Yan & Rui Shi & Zhiming Yang, 2018. "ICT Development and Sustainable Energy Consumption: A Perspective of Energy Productivity," Sustainability, MDPI, vol. 10(7), pages 1-15, July.
    14. Galeotti, Marzio & Lanza, Alessandro, 1999. "Richer and cleaner? A study on carbon dioxide emissions in developing countries," Energy Policy, Elsevier, vol. 27(10), pages 565-573, October.
    15. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit, 2016. "The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 838-845.
    16. Acaravci, Ali & Ozturk, Ilhan, 2010. "On the relationship between energy consumption, CO2 emissions and economic growth in Europe," Energy, Elsevier, vol. 35(12), pages 5412-5420.
    17. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    18. Salim, Ruhul A. & Shafiei, Sahar, 2014. "Urbanization and renewable and non-renewable energy consumption in OECD countries: An empirical analysis," Economic Modelling, Elsevier, vol. 38(C), pages 581-591.
    19. Lean, Hooi Hooi & Smyth, Russell, 2010. "CO2 emissions, electricity consumption and output in ASEAN," Applied Energy, Elsevier, vol. 87(6), pages 1858-1864, June.
    20. Hiroki Iwata & Keisuke Okada & Sovannroeun Samreth, 2012. "Empirical study on the determinants of CO 2 emissions: evidence from OECD countries," Applied Economics, Taylor & Francis Journals, vol. 44(27), pages 3513-3519, September.
    21. Freund, Caroline L. & Weinhold, Diana, 2004. "The effect of the Internet on international trade," Journal of International Economics, Elsevier, vol. 62(1), pages 171-189, January.
    22. Shafiei, Sahar & Salim, Ruhul A., 2014. "Non-renewable and renewable energy consumption and CO2 emissions in OECD countries: A comparative analysis," Energy Policy, Elsevier, vol. 66(C), pages 547-556.
    23. Koop, Gary & Tole, Lise, 1999. "Is there an environmental Kuznets curve for deforestation?," Journal of Development Economics, Elsevier, vol. 58(1), pages 231-244, February.
    24. Freek BOMHOF & Paula van HOORIK & Maartje DONKERS, 2009. "Systematic Analysis of Rebound Effects for "Greening by ICT" Initiatives," Communications & Strategies, IDATE, Com&Strat dept., vol. 1(76), pages 77-96, 4th quart.
    25. Doytch, Nadia & Uctum, Merih, 2016. "Globalization and the environmental impact of sectoral FDI," Economic Systems, Elsevier, vol. 40(4), pages 582-594.
    26. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    27. Liddle, Brantley, 2013. "Population, Affluence, and Environmental Impact Across Development: Evidence from Panel Cointegration Modeling," MPRA Paper 52088, University Library of Munich, Germany.
    28. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    29. Cole, M.A. & Rayner, A.J. & Bates, J.M., 1997. "The environmental Kuznets curve: an empirical analysis," Environment and Development Economics, Cambridge University Press, vol. 2(4), pages 401-416, November.
    30. Tiba, Sofien & Omri, Anis, 2017. "Literature survey on the relationships between energy, environment and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1129-1146.
    31. Selden Thomas M. & Song Daqing, 1994. "Environmental Quality and Development: Is There a Kuznets Curve for Air Pollution Emissions?," Journal of Environmental Economics and Management, Elsevier, vol. 27(2), pages 147-162, September.
    32. Zhou, Xiaoyong & Zhou, Dequn & Wang, Qunwei, 2018. "How does information and communication technology affect China's energy intensity? A three-tier structural decomposition analysis," Energy, Elsevier, vol. 151(C), pages 748-759.
    33. Mei Ling Wang & Chang Hwan Choi, 2019. "How information and communication technology affect international trade: a comparative analysis of BRICS countries," Information Technology for Development, Taylor & Francis Journals, vol. 25(3), pages 455-474, July.
    34. Alex Coad & Rekha Rao, 2006. "Innovation and market value: a quantile regression analysis," Economics Bulletin, AccessEcon, vol. 15(13), pages 1-10.
    35. Churchill, Sefa Awaworyi & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2018. "The Environmental Kuznets Curve in the OECD: 1870–2014," Energy Economics, Elsevier, vol. 75(C), pages 389-399.
    36. 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.
    37. Roberts, J. Timmons & Grimes, Peter E., 1997. "Carbon intensity and economic development 1962-1991: A brief exploration of the environmental Kuznets curve," World Development, Elsevier, vol. 25(2), pages 191-198, February.
    38. Herweijer, Celine & Combes, Benjamin & Johnson, Leo & McCargow, Rob & Bhardwaj, Sahil & Jackson, Bridget & Ramchandani, Pia, 2018. "Enabling a sustainable Fourth Industrial Revolution: How G20 countries can create the conditions for emerging technologies to benefit people and the planet," Economics Discussion Papers 2018-32, Kiel Institute for the World Economy (IfW Kiel).
    39. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    40. Caroline Freund & Diana Weinhold, 2002. "The Internet and International Trade in Services," American Economic Review, American Economic Association, vol. 92(2), pages 236-240, May.
    41. Bölük, Gülden & Mert, Mehmet, 2014. "Fossil & renewable energy consumption, GHGs (greenhouse gases) and economic growth: Evidence from a panel of EU (European Union) countries," Energy, Elsevier, vol. 74(C), pages 439-446.
    42. Vlad C. Coroama & Lorenz M. Hilty & Ernst Heiri & Frank M. Horn, 2013. "The Direct Energy Demand of Internet Data Flows," Journal of Industrial Ecology, Yale University, vol. 17(5), pages 680-688, October.
    43. Daan van Soest & Erwin Bulte, 2001. "Does the Energy-Efficiency Paradox Exist? Technological Progress and Uncertainty," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 18(1), pages 101-112, January.
    44. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    45. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    46. Saboori, Behnaz & Sulaiman, Jamalludin & Mohd, Saidatulakmal, 2012. "Economic growth and CO2 emissions in Malaysia: A cointegration analysis of the Environmental Kuznets Curve," Energy Policy, Elsevier, vol. 51(C), pages 184-191.
    47. Moyer, Jonathan D. & Hughes, Barry B., 2012. "ICTs: Do they contribute to increased carbon emissions?," Technological Forecasting and Social Change, Elsevier, vol. 79(5), pages 919-931.
    48. Martinez-Zarzoso, Inmaculada & Bengochea-Morancho, Aurelia, 2004. "Pooled mean group estimation of an environmental Kuznets curve for CO2," Economics Letters, Elsevier, vol. 82(1), pages 121-126, January.
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    9. Mao Wu & Jiayi Guo & Hongzhi Tian & Yuanyuan Hong, 2022. "Can Digital Finance Promote Peak Carbon Dioxide Emissions? Evidence from China," IJERPH, MDPI, vol. 19(21), pages 1-21, November.
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    More about this item

    Keywords

    Electronic finance; Panel data; Instrumental variables (ivs); Environmental Kuznets curve; GDP; Fourth Industrial Revolution;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

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