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Evaluating the effects of ICT core elements on CO2 emissions: Recent evidence from OECD countries

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  • Briglauer, Wolfgang
  • Köppl-Turyna, Monika
  • Schwarzbauer, Wolfgang
  • Bittó, Virág

Abstract

This research aimed to inform policymakers about the actual climate relevance of the information and communication technology (ICT) ecosystem, which includes data centers and content provision, broadband networks, and consumer devices. To provide robust empirical evidence on the net environmental impact of these core ICT elements, we used OECD panel data for 34 Member States for the years 2002–2019 and panel fixed-effects regression models. In contrast to previous literature, we measured basic broadband and new fiber-based wireline broadband and 3G/4G mobile broadband network deployment. We also captured variations in end-user devices, ICT affinity, and famous online content. We found that, on average, the CO2-reducing effects appear to outweigh the CO2-increasing effects. In particular, we found that, in addition to the reduction effect associated with the use of basic broadband connections, there is a further, albeit smaller, reduction effect associated with new fiber-based broadband connections. Other ICT elements showed insignificant coefficient estimates, suggesting largely offsetting environmental impacts. Our main findings were subject to various robustness checks and were broadly consistent with previous literature using data from developed countries. Our results suggested that old and new broadband networks as enabling technology could generate positive environmental effects for society.

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  • Briglauer, Wolfgang & Köppl-Turyna, Monika & Schwarzbauer, Wolfgang & Bittó, Virág, 2023. "Evaluating the effects of ICT core elements on CO2 emissions: Recent evidence from OECD countries," Telecommunications Policy, Elsevier, vol. 47(8).
  • Handle: RePEc:eee:telpol:v:47:y:2023:i:8:s0308596123000927
    DOI: 10.1016/j.telpol.2023.102581
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    1. de Bruyn, S. M. & van den Bergh, J. C. J. M. & Opschoor, J. B., 1998. "Economic growth and emissions: reconsidering the empirical basis of environmental Kuznets curves," Ecological Economics, Elsevier, vol. 25(2), pages 161-175, May.
    2. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    3. Richard G. Newell, 2009. "Literature Review of Recent Trends and Future Prospects for Innovation in Climate Change Mitigation," OECD Environment Working Papers 9, OECD Publishing.
    4. Bertschek Irene & Briglauer Wolfgang & Hüschelrath Kai & Kauf Benedikt & Niebel Thomas, 2015. "The Economic Impacts of Broadband Internet: A Survey," Review of Network Economics, De Gruyter, vol. 14(4), pages 201-227, December.
    5. Martínez-Zarzoso, Inmaculada & Maruotti, Antonello, 2011. "The impact of urbanization on CO2 emissions: Evidence from developing countries," Ecological Economics, Elsevier, vol. 70(7), pages 1344-1353, May.
    6. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    7. Zhu, Hui-Ming & You, Wan-Hai & Zeng, Zhao-fa, 2012. "Urbanization and CO2 emissions: A semi-parametric panel data analysis," Economics Letters, Elsevier, vol. 117(3), pages 848-850.
    8. Michał Grajek & Lars-Hendrik Röller, 2012. "Regulation and Investment in Network Industries: Evidence from European Telecoms," Journal of Law and Economics, University of Chicago Press, vol. 55(1), pages 189-216.
    9. Briglauer, Wolfgang & Cambini, Carlo & Grajek, Michał, 2018. "Speeding up the internet: Regulation and investment in the European fiber optic infrastructure," International Journal of Industrial Organization, Elsevier, vol. 61(C), pages 613-652.
    10. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    11. Díaz, Antonia & Marrero, Gustavo A. & Puch, Luis A. & Rodríguez, Jesús, 2019. "Economic growth, energy intensity and the energy mix," Energy Economics, Elsevier, vol. 81(C), pages 1056-1077.
    12. 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.
    13. Holtz-Eakin, Douglas & Selden, Thomas M., 1995. "Stoking the fires? CO2 emissions and economic growth," Journal of Public Economics, Elsevier, vol. 57(1), pages 85-101, May.
    14. Wolfgang Briglauer & Klaus Gugler, 2019. "Go for Gigabit? First Evidence on Economic Benefits of High‐speed Broadband Technologies in Europe," Journal of Common Market Studies, Wiley Blackwell, vol. 57(5), pages 1071-1090, September.
    15. Kenneth Gillingham & David Rapson & Gernot Wagner, 2016. "The Rebound Effect and Energy Efficiency Policy," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(1), pages 68-88.
    16. Scruggs, Lyle A., 1998. "Political and economic inequality and the environment," Ecological Economics, Elsevier, vol. 26(3), pages 259-275, September.
    17. Castellani, Davide & Pieri, Fabio, 2013. "R&D offshoring and the productivity growth of European regions," Research Policy, Elsevier, vol. 42(9), pages 1581-1594.
    18. Madlener, Reinhard & Sheykhha, Siamak & Briglauer, Wolfgang, 2022. "The electricity- and CO2-saving potentials offered by regulation of European video-streaming services," Energy Policy, Elsevier, vol. 161(C).
    19. Abrardi, Laura & Cambini, Carlo, 2019. "Ultra-fast broadband investment and adoption: A survey," Telecommunications Policy, Elsevier, vol. 43(3), pages 183-198.
    20. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    21. O'Mahony, Mary & Robinson, Catherine & Vecchi, Michela, 2008. "The impact of ICT on the demand for skilled labour: A cross-country comparison," Labour Economics, Elsevier, vol. 15(6), pages 1435-1450, December.
    22. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    23. A. Greening, Lorna & Greene, David L. & Difiglio, Carmen, 2000. "Energy efficiency and consumption -- the rebound effect -- a survey," Energy Policy, Elsevier, vol. 28(6-7), pages 389-401, June.
    24. Gust, Christopher & Marquez, Jaime, 2004. "International comparisons of productivity growth: the role of information technology and regulatory practices," Labour Economics, Elsevier, vol. 11(1), pages 33-58, February.
    25. George S. Ford, 2018. "Regulation and investment in the U.S. telecommunications industry," Applied Economics, Taylor & Francis Journals, vol. 50(56), pages 6073-6084, December.
    26. 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.
    27. Neumayer, Eric, 2004. "The environment, left-wing political orientation and ecological economics," Ecological Economics, Elsevier, vol. 51(3-4), pages 167-175, December.
    28. Susmita Dasgupta & Ashoka Mody & Subhendu Roy & David Wheeler, 2001. "Environmental Regulation and Development: A Cross-country Empirical Analysis," Oxford Development Studies, Taylor & Francis Journals, vol. 29(2), pages 173-187.
    29. Natalia Zugravu-Soilita, 2018. "The impact of trade in environmental goods on pollution: what are we learning from the transition economies’ experience?," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 20(4), pages 785-827, October.
    30. Bourreau, Marc & Feasey, Richard & Nicolle, Ambre, 2020. "Assessing fifteen years of State Aid for broadband in the European Union: A quantitative analysis," Telecommunications Policy, Elsevier, vol. 44(7).
    31. Hazwan Haini, 2021. "Examining the impact of ICT, human capital and carbon emissions: Evidence from the ASEAN economies," International Economics, CEPII research center, issue 166, pages 116-125.
    32. Wolfgang Briglauer & Monika Köppl-Turyna & Wolfgang Schwarzbauer & Virág Bittó, 2023. "The Impact of ICT on Electricity and Energy Consumption and Resulting CO2 Emissions: A Literature Review," International Review of Environmental and Resource Economics, now publishers, vol. 17(2-3), pages 319–361-3, June.
    33. Minniti, Antonio & Venturini, Francesco, 2017. "The long-run growth effects of R&D policy," Research Policy, Elsevier, vol. 46(1), pages 316-326.
    34. Panayotou, Theodore, 1997. "Demystifying the environmental Kuznets curve: turning a black box into a policy tool," Environment and Development Economics, Cambridge University Press, vol. 2(4), pages 465-484, November.
    35. Vu, Khuong & Hanafizadeh, Payam & Bohlin, Erik, 2020. "ICT as a driver of economic growth: A survey of the literature and directions for future research," Telecommunications Policy, Elsevier, vol. 44(2).
    36. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    37. Oecd, 2018. "Bridging the rural digital divide," OECD Digital Economy Papers 265, OECD Publishing.
    38. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    39. Brandi, Clara & Schwab, Jakob & Berger, Axel & Morin, Jean-Frédéric, 2020. "Do environmental provisions in trade agreements make exports from developing countries greener?," World Development, Elsevier, vol. 129(C).
    40. Shafik, Nemat, 1994. "Economic Development and Environmental Quality: An Econometric Analysis," Oxford Economic Papers, Oxford University Press, vol. 46(0), pages 757-773, Supplemen.
    41. Balsmeier, Benjamin & Woerter, Martin, 2019. "Is this time different? How digitalization influences job creation and destruction," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    42. Edquist, Harald & Bergmark, Pernilla, 2022. "How is mobile broadband intensity affecting CO2 emissions? – A macro analysis," 31st European Regional ITS Conference, Gothenburg 2022: Reining in Digital Platforms? Challenging monopolies, promoting competition and developing regulatory regimes 265622, International Telecommunications Society (ITS).
    43. Wolfgang Briglauer & Michał Grajek, 2021. "Effectiveness and efficiency of state aid for new broadband networks: Evidence from OECD member states," ESMT Research Working Papers ESMT-21-01, ESMT European School of Management and Technology.
    44. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
    45. Sacco, Dario & Schmutzler, Armin, 2011. "Is there a U-shaped relation between competition and investment?," International Journal of Industrial Organization, Elsevier, vol. 29(1), pages 65-73, January.
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    More about this item

    Keywords

    ICT; Digitalization; CO2 emissions; Electricity consumption; OECD data; Panel econometrics;
    All these keywords.

    JEL classification:

    • L52 - Industrial Organization - - Regulation and Industrial Policy - - - Industrial Policy; Sectoral Planning Methods
    • L96 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Telecommunications
    • Q40 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - General
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

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