Skip to main content

Advertisement

Log in

The role of information communication technologies on carbon emissions in OECD countries: new evidence from method of moments quantile approach

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

This paper aims to investigate the effects of information and communication technologies (ICT) on carbon emissions (CO2) in the OECD area. For this purpose, a comprehensive panel data set is utilized covering the 1994–2018 period for 38 countries and a novel method of moments panel quantile regression model which allows to account for fixed effects and endogenous explanatory variables. Results suggest that the ICT, represented by the percentage of individuals using the Internet in the total population, contributes positively to CO2 emissions up to 0.40th quantile and has no effect after this level. The results imply that countries with relatively low per capita emissions are susceptible to the rebound effects, in which better energy efficiency results in increased demand for energy and ICT-related items, hence increasing carbon emissions. At this juncture, one policy idea would be to include a carbon tax into the per-unit purchase price of smartphones, tablets, smart gadgets, and any other relevant ICT items. Additionally, this legislation can assist decrease conspicuous consumption, which can be viewed as a trigger for the demand for ICT products. Additionally, these countries should encourage enterprises to invest in and employ energy-efficient technologies through tax incentives or subsidies.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Source: Worldbank)

Fig. 2

Similar content being viewed by others

Data availability

All data used in the study is derived from OECD statistics that are open source. The analysis is done by using the software of STATA 13, and the software is licensed. The authors are ready to present the data and reports of analysis if requested.

Notes

  1. In the study of Salahuddin et al. (2016b), although the results of the analysis reveal that ICT usage and CO2 emissions are positively related, the authors indicate that this relationship can be neglected as the coefficient of the ICT variable is modest.

References

  • Ahmed Z, Wang Z, Mahmood F, Hafeez M, Ali N (2019) Does globalization increase the ecological footprint? Empirical evidence from Malaysia. Environ Sci Pollut Res 26(18):18565–18582

  • Ahmed Z, Le H P, Shahzad SJH (2021a) Toward environmental sustainability: how do urbanization, economic growth, and industrialization affect biocapacity in Brazil? Environ Dev Sustain 1–21

  • Ahmed Z, Nathaniel SP, Shahbaz M (2021b) The criticality of information and communication technology and human capital in environmental sustainability: evidence from Latin American and Caribbean countries. J Clean Prod 286:125529

    Article  Google Scholar 

  • Akhbari R, Nejati M (2019) The effect of corruption on carbon emissions in developed and developing countries: empirical investigation of a claim. Heliyon 5(9):e02516

    Article  Google Scholar 

  • Alam MM, Murad MW, Noman AHM, Ozturk I (2016) Relationships among carbon emissions, economic growth, energy consumption and population growth: testing environmental Kuznets curve hypothesis for Brazil, China, India and Indonesia. Ecol Indic 70:466–479

  • Ali R, Khuda B, Yasin M (2019) Impact of urbanization on CO2 emissions in emerging economy: evidence from Pakistan. Sustain Cities Soc 48:101553. https://doi.org/10.1016/j.scs.2019.101553

    Article  Google Scholar 

  • Amri F, Zaied YB, Lahouel BB (2019) ICT, total factor productivity, and carbon dioxide emissions in Tunisia. Technol Forecast Soc Chang 146:212–217

    Article  Google Scholar 

  • Ang JB (2007) CO2 emissions, energy consumption, and output in France. Energy Policy 35(10):4772–4778

    Article  Google Scholar 

  • Anser MK, Ahmad M, Khan MA, Zaman K, Nassani AA, Askar SE, Abro MMQ, Kabbani A (2021) The role of information and communication technologies in mitigating carbon emissions: evidence from panel quantile regression. Environ Sci Pollut Res 28(17):21065–21084

    Article  CAS  Google Scholar 

  • Antonakakis N, Chatziantoniou I, Filis G (2017) Energy consumption, CO2 emissions, and economic growth: an ethical dilemma. Renew Sustain Energy Rev 68:808–824

    Article  Google Scholar 

  • Apergis N (2016) Environmental Kuznets curves: new evidence on both panel and country-level CO2 emissions. Energy Economics 54:263–271

    Article  Google Scholar 

  • Apergis N, Can M, Gozgor G, Lau CKM (2018) Effects of export concentration on CO2 emissions in developed countries: an empirical analysis. Environ Sci Pollut Res 25(14):14106–14116

    Article  CAS  Google Scholar 

  • Arouri MEH, Youssef AB, M’henni H, Rault C (2012) Energy consumption, economic growth and CO2 emissions in Middle East and North African countries. Energy policy 45:342–349

    Article  Google Scholar 

  • Asongu SA, Le Roux S, Biekpe N (2017) Environmental degradation, ICT and inclusive development in Sub-Saharan Africa. Energy Policy 111:353–361

    Article  Google Scholar 

  • Avtar R, Tripathi S, Aggarwal AK, Kumar P (2019) Population–urbanization–energy nexus: a review. Resources 8(3):136

    Article  Google Scholar 

  • Baek J (2015) Environmental Kuznets curve for CO2 emissions: the case of Arctic countries. Energy Economics 50:13–17

    Article  Google Scholar 

  • Begum RA, Sohag K, Abdullah SMS, Jaafar M (2015) CO2 emissions, energy consumption, economic and population growth in Malaysia. Renew Sustain Energy Rev 41:594–601

    Article  Google Scholar 

  • Bhujabal P, Sethi N, Padhan PC (2021) ICT, foreign direct investment and environmental pollution in major Asia Pacific countries. Environ Sci Pollut Res 28(31):42649–42669

    Article  Google Scholar 

  • Bieser JC, Hilty LM (2018) An approach to assess indirect environmental effects of digitalization based on a time-use perspective. In Advances and new trends in environmental Informatics (pp. 67–78). Springer, Cham

  • Birdsall N (1992) Another look at population and global warming. Policy research working paper series 1020, The World Bank

  • Boston Consulting Group (2012) GeSI SMARTer 2020: the role of ICT in driving a sustainable future. https://www.bcg.com/publications/2012/energy-environment-technology-industries-smarter-2020-role-ict-driving-sustainable-future.aspx. Accessed 25 Oct 2021.

  • Buckley P, Majumdar R (2018) The services powerhouse: Increasingly vital to world economic growth. Deloitte Insights. https://www2.deloitte.com/us/en/insights/economy/issues-by-the-numbers/trade-in-services-economy-growth.html. Accessed 13 De 2021

  • Canay IA (2011) A simple approach to quantile regression for panel data. Econ J 14(3):368–386

  • Chandio AA, Shah MI, Sethi N, Mushtaq Z (2022) Assessing the effect of climate change and financial development on agricultural production in ASEAN-4: the role of renewable energy, institutional quality, and human capital as moderators. Environ Sci Pollut Res 29(9):13211–13225

    Article  Google Scholar 

  • Chen X, Gong X, Li D, Zhang J (2019) Can information and communication technology reduce CO2 emission? A quantile regression analysis. Environ Sci Pollut Res 26:1–16. https://doi.org/10.1007/s11356-019-06380-8

    Article  CAS  Google Scholar 

  • Cho Y, Lee J, Kim TY (2007) The impact of ICT investment and energy price on industrial electricity demand: dynamic growth model approach. Energy Policy 35(9):4730–4738

    Article  Google Scholar 

  • Choi E, Heshmati A, Cho Y (2010) An empirical study of the relationships between CO2 emissions, economic growth and openness. IZA Discussion Papers 5304, Institute of Labor Economics (IZA)

  • Churkina G (2016) The role of urbanization in the global carbon cycle. Front Ecol Evol 3:144

    Article  Google Scholar 

  • ClimateCare (2021). https://www.climatecare.org/resources/news/infographic-carbon-footprint-internet/. Accessed 15 Dec 2021.

  • Cohen G, Jalles JT, Loungani P, Marto R (2018) The long-run decoupling of emissions and output: evidence from the largest emitters. Energy Policy 118:58–68

    Article  Google Scholar 

  • Cole MA, Neumayer E (2004) Examining the impact of demographic factors on air pollution. Popul Environ 26(1):5–21

    Article  Google Scholar 

  • Coroama VC, Hilty LM, Birtel M (2012) Effects of Internet-based multiple-site conferences on greenhouse gas emissions. Telematics Inform 29(4):362–374

  • Coroama VC, Hilty LM, Moberg Å (2015) Dematerialization through electronic. In: B Aebischer, LM Hilty eds. ICT Innovations for Sustainability. s.l, Springer, pp 405–424

  • Coyle D (1999) The weightless world: strategies for managing the digital economy. MIT Press Books, The MIT Press, edn 1, vol 1, no: 0262531666, December

  • Danish (2019) Effects of information and communication technology and real income on CO2 emissions: The experience of countries along Belt and Road. Telematics  Inform 45. https://doi.org/10.1016/j.tele.2019.101300

  • Davino C, Furno M, Vistocco D (2013) Quantile Regression: Theory and Applications. Wiley Series in Probability and Statistics, Wiley

  • Dietz T, Rosa EA (1997) Effects of population and affluence on CO2 emissions. Proc Natl Acad Sci 94(1):175–179

  • Dong F, Wang Y, Su B, Hua Y, Zhang Y (2019) The process of peak CO2 emissions in developed economies: a perspective of industrialization and urbanization. Resour Conserv Recycl 141:61–75

  • Ebrahimi K, Jones GF, Fleischer AS (2015) Thermo-economic analysis of steady state waste heat recovery in data centers using absorption refrigeration. Appl Energy 139:384–397

    Article  CAS  Google Scholar 

  • Ehrlich PR, Holdren JP (1971) Impact of population growth. Science 171(3977):1212–1217

    Article  CAS  Google Scholar 

  • Engelman R (1994) Stabilizing the atmosphere: population, consumption and greenhouse gases. https://doi.org/10.13140/RG.2.2.26843.31522

  • Erdmann L, Hilty LM (2010) Scenario analysis: exploring the macroeconomic impacts of information and communication technologies on greenhouse gas emissions. J Ind Ecol 14(5):826–843

    Article  Google Scholar 

  • Ertugrul HM, Cetin M, Seker F, Dogan E (2016) The impact of trade openness on global carbon dioxide emissions: evidence from the top ten emitters among developing countries. Ecol Ind 67:543–555

    Article  Google Scholar 

  • Esquivias MA, Sugiharti L, Rohmawati H, Rojas O, Sethi N (2022) Nexus between technological innovation, renewable energy, and human capital on the environmental sustainability in emerging Asian economies: a panel quantile regression approach. Energies 15(7):2451

    Article  CAS  Google Scholar 

  • European Commission (2011) Green public procurement office IT equipment technical background. EC Report. https://ec.europa.eu/environment/gpp/pdf/tbr/office_it_equipment_tbr.pdf. Accessed 11 Nov 2021

  • Faisal F, Tursoy T, Ercantan O (2017) The relationship between energy consumption and economic growth: Evidence from non-Granger causality test. Procedia Comput Sci 120:671–675

    Article  Google Scholar 

  • Faisal F, Tursoy T, Pervaiz R (2020) Does ICT lessen CO2 emissions for fast-emerging economies? An application of the heterogeneous panel estimations. Environ Sci Pollut Res 27(10):10778–10789

  • Farooq S, Ozturk I, Majeed MT, Akram R (2022) Globalization and CO2 emissions in the presence of EKC: a global panel data analysis. Gondwana Res 106:367–378

    Article  CAS  Google Scholar 

  • Faucheux S, Nicolaï I (2011) IT for green and green IT: a proposed typology of eco-innovation. Ecol Econ 70(11):2020–2027

    Article  Google Scholar 

  • Fischedick M, Roy J, Acquaye A, Allwood J, Ceron JP, Geng Y, Tanaka K (2014) Industry In: climate change 2014: mitigation of climate change. Contribution of working group III to the fifth assessment report of the intergovernmental panel on climate change. Technical Report

  • Fettweis G, Zimmermann E (2008) ICT energy consumption-trends and challenges. In Proceedings of the 11th international symposium on wireless personal multimedia communications, Vol 2. Finland, Lapland, No 4 p 6

  • Friedl B, Getzner M (2003) Determinants of CO2 emissions in a small open economy. Ecol Econ 45(1):133–148

    Article  Google Scholar 

  • Fuchs C (2008) The implications of new information and communication technologies for sustainability. Environ Dev Sustain 10(3):291–309

    Article  Google Scholar 

  • Gengenbach C, Urbain J-P, Westerlund J (2016) Error correction testing in panels with common stochastic trends. J Appl Econ 31:982–1004. https://doi.org/10.1002/jae.2475

  • Garimella SV, Persoons T, Weibel J, Yeh LT (2013) Technological drivers in data centers and telecom systems: multiscale thermal, electrical, and energy management. Appl Energy 107:66–80

    Article  Google Scholar 

  • Gombiner J (2011) Carbon footprinting the internet. Consilience 5:119–124

    Google Scholar 

  • Granger CW (1988) Causality, cointegration, and control. J Econ Dyn Control 12(2–3):551–559

    Article  Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a north american free trade agreement, NBER Working Papers 3914, National Bureau of Economic Research, Inc

  • Gujarati DN (2012) Basic econometrics 4th edn review. McGraw-Hill, Book companies, New York

  • Gutti B, Aji MM, Magaji G (2012) Environmental impact of natural resources exploitation in Nigeria and the way forward. J Appl Technol Environ Sanitation 2(2):95–102

    Google Scholar 

  • Haldar A, Sethi N (2022) Environmental effects of information and communication technology – exploring the roles of renewable energy, innovation, trade and financial development. Renew Sustain Energy Rev 153:111754

    Article  Google Scholar 

  • Halicioglu F (2009) An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey. Energy Policy 37(3):1156–1164

    Article  Google Scholar 

  • Halliru AM, Loganathan N, Hassan AAG, Mardani A, Kamyab H (2020) Re-examining the environmental Kuznets curve hypothesis in the economic community of West African States: a panel quantile regression approach. J Clean Prod 276:124247

    Article  Google Scholar 

  • Hamid I, Alam MS, Murshed M, Jena PK, Sha N, Alam MN (2022) The roles of foreign direct investments, economic growth, and capital investments in decarbonizing the economy of Oman. Environ Sci Pollut Res 29(15):22122–22138

    Article  Google Scholar 

  • Hasanov FJ, Liddle B, Mikayilov JI (2018) The impact of international trade on CO2 emissions in oil exporting countries: territory vs consumption emissions accounting. Energy Econ 74:343–350

    Article  Google Scholar 

  • Harrison P, Pearce F (2000) AAAS atlas of population & environment. University of California Press. Los Angeles

  • Hernnäs H (2018) What is the impact of ICT on CO2 emissions? A macro perspective. Université Paris 1 Panthéon-Sorbonne, Paris

  • Higón DA, Gholami R, Shirazi F (2017) ICT and environmental sustainability: a global perspective. Telematics Inform 34(4):85–95

    Article  Google Scholar 

  • Hilty LM, Arnfalk P, Erdmann L, Goodman J, Lehmann M, Wäger PA (2006) The relevance of information and communication technologies for environmental sustainability–a prospective simulation study. Environ Model Softw 21(11):1618–1629

    Article  Google Scholar 

  • International Energy Agency (IEA) (2009) Gadgets and gigabytes, policies for energy efficient electronics, OECD/IEA, International Energy Agency, Paris

  • International Energy Agency (IEA) (2020) Energy efficiency indicators overview. IEA Report. https://www.iea.org/reports/energy-efficiency-indicators-overview. Accessed 09 Dec 2021

  • Kang YK, Zhao T, Yang YY (2016) Environmental Kuznets curve in China: new evidence from dynamic panel analysis. Ecol Indic 63:231–239

    Article  CAS  Google Scholar 

  • Kelly K (1999) New rules for the new economy: 10 radical strategies for a connected world. Penguin Publishing Group

  • Khan M, Ozturk I (2021) Examining the direct and indirect effects of financial development on CO2 emissions for 88 developing countries. J Environ Manage 293:112812

    Article  CAS  Google Scholar 

  • Khan K, Su CW (2021) Urbanization and carbon emissions: a panel threshold analysis. Environ Sci Pollut Res 28(20):26073–26081

    Article  CAS  Google Scholar 

  • Khan MK, Teng JZ, Khan MI, Khan MO (2019) Impact of globalization, economic factors and energy consumption on CO2 emissions in Pakistan. Sci Total Environ 688:424–436

    Article  CAS  Google Scholar 

  • Khan I, Zakari A, Ahmad M, Irfan M, Hou F (2022) Linking energy transitions, energy consumption, and environmental sustainability in OECD countries. Gondwana Res 103:445–457

    Article  Google Scholar 

  • Khazzoom JD, Miller S (1982) Economic implications of mandated efficiency standards for household appliances: response to Besen and Johnson's comment. Energy J, United States, 3(1)

  • Khoshnevis Yazdi S, Golestani Dariani A (2019) CO 2 emissions, urbanisation and economic growth: Evidence from Asian countries. Economic research-Ekonomska istraživanja 32(1):510–530

    Article  Google Scholar 

  • Koenker R (2004) Quantile regression for longitudinal data. J Multivar Anal 91(1):74–89

  • Koenker R, Bassett Jr G (1978) Regression quantiles. Econometrica: journal of the Econometric Society 33–50

  • Kuznets S (1955) Economic growth and income inequality. Am Econ Rev 45(1):1–28

    Google Scholar 

  • Lazarus M, Kemp-Benedict E, Erickson P, van Asselt H (2013) International trade and global greenhouse gas emissions: could shifting the location of production bring GHG benefits?.

  • Leadbeater C (2000) The weightless society: living in the new economy bubble. New York: Texere

  • Lean HH, Smyth R (2010) CO2 emissions, electricity consumption and output in ASEAN. Appl Energy 87(6):1858–1864

    Article  CAS  Google Scholar 

  • Lee JW, Brahmasrene T (2014) ICT, CO2 emissions and economic growth: evidence from a panel of ASEAN. Glob Econ Rev 43(2):93–109

    Article  Google Scholar 

  • Le HP, Ozturk I (2020) The impacts of globalization, financial development, government expenditures, and institutional quality on CO2 emissions in the presence of environmental Kuznets curve. Environ Sci Pollut Res 27(18):22680–22697

  • Leitão NC (2021) The effects of corruption, renewable energy, trade and CO2 emissions. Economies 9(2):62

    Article  Google Scholar 

  • Liddle B, Lung S (2010) Age-structure, urbanization, and climate change in developed countries: revisiting STIRPAT for disaggregated population and consumption-related environmental impacts. Popul Environ 31(5):317–343

    Article  Google Scholar 

  • Liu Y, Gao C, Lu Y (2017) The impact of urbanization on GHG emissions in China: the role of population density. J Clean Prod 157:299–309

    Article  Google Scholar 

  • LUT University (2021) https://www.lut.fi/web/en/news//asset_publisher/lGh4SAywhcPu/content/digital-services-have-a-greater-carbon-footprint-than-aviation-does-percentE2percent80percent93research-project-aims-at-reducing-ict-environmental-impact. Accessed 25 Dec 2021

  • Machado JA, Silva JS (2019) Quantiles via moments. J Econom 213(1):145–173

    Article  Google Scholar 

  • Malmodin J, Lundén D (2018) The energy and carbon footprint of the global ICT and E&M sectors 2010–2015. Sustainability 10(9):3027

    Article  Google Scholar 

  • Martínez-Zarzoso I, Maruotti A (2011) The impact of urbanization on CO2 emissions: evidence from developing countries. Ecol Econ 70(7):1344–1353

    Article  Google Scholar 

  • Mehmood U (2022) Renewable energy and foreign direct investment: does the governance matter for CO2 emissions? Application of CS-ARDL. Environ Sci Pollut Res 29(13):19816–19822

    Article  Google Scholar 

  • Mert M, Bölük G (2016) Do foreign direct investment and renewable energy consumption affect the CO2 emissions? New evidence from a panel ARDL approach to Kyoto Annex countries. Environ Sci Pollut Res 23(21):21669–21681

    Article  CAS  Google Scholar 

  • Mert M, Bölük G, Çağlar AE (2019) Interrelationships among foreign direct investments, renewable energy, and CO2 emissions for different European country groups: a panel ARDL approach. Environ Sci Pollut Res 26(21):21495–21510

    Article  CAS  Google Scholar 

  • Mills BJ, Krause AJ, Scotese CR, Hill DJ, Shields GA, Lenton TM (2019) Modelling the long-term carbon cycle, atmospheric CO2, and Earth surface temperature from late Neoproterozoic to present day. Gondwana Res 67:172–186

    Article  CAS  Google Scholar 

  • Mills MP (1999) The internet begins with coal: a preliminary exploration of the impact of the internet on electricity consumption: a green policy paper for the greening earth society. Greening Earth Society. Arlington

  • Murshed M, Saboori B, Madaleno M, Wang H, Doğan B (2022) Exploring the nexuses between nuclear energy, renewable energy, and carbon dioxide emissions: the role of economic complexity in the G7 countries. Renewable Energy 190:664–674

    Article  CAS  Google Scholar 

  • Narayan PK, Narayan S (2010) Carbon dioxide emissions and economic growth: panel data evidence from developing countries. Energy Policy 38(1):661–666

    Article  Google Scholar 

  • OECD (2005) Enhancing the performance of the services sector, OECD Publishing, Paris. https://doi.org/10.1787/9789264010307-en. Accessed 13 Nov 2021

  • OECD (2012) Environmental outlook to 2050. https://doi.org/10.1787/9789264122246-en Accessed 14 May 2022

  • OECD (2015) OECD Science, technology and industry scoreboard. https://www.oecd-ilibrary.org/ict-and-innovation_5jrs2vr0zr8x.pdf. Accessed 30 Nov 2021

  • OECD (2016) How stringent are environmental policies? https://www.oecd.org/economy/greeneco/How-stringent-are-environmental-policies.pdf. Accessed 13 Nov 2021

  • OECD (2020a) Environment at a glance 2020a, OECD Publishing, Paris. https://doi.org/10.1787/4ea7d35f-en. Accessed 16 Nov 2021

  • OECD (2020b) Managing environmental and energy transitions for regions and cities. https://www.oecd.org/greengrowth/energy-environment-transition.htm. Accessed 14 May 2022

  • OECD Stat. https://stats.oecd.org/Index.aspx?DataSetCode=EPS. Accessed 18 Nov 2021.

  • Ogbeifun L, Shobande OA (2021) A reevaluation of human capital accumulation and economic growth in OECD. J Public Aff e02602

  • Okamoto S (2013) Impacts of growth of a service economy on CO2 emissions: Japan’s case. J Econ Struct 2(1):1–21

    Article  Google Scholar 

  • Ouyang X, Shao Q, Zhu X, He Q, Xiang C, Wei G (2019) Environmental regulation, economic growth and air pollution: panel threshold analysis for OECD countries. Sci Total Environ 657:234–241

    Article  CAS  Google Scholar 

  • Ozcan B, Apergis N (2018) The impact of internet use on air pollution: evidence from emerging countries. Environ Sci Pollut Res 25(5):4174–4189

    Article  CAS  Google Scholar 

  • Panayotou T (1993) Empirical tests and policy analysis of environmental degradation at different stages of economic development (No. 992927783402676). International Labour Organization

  • Park Y, Meng F, Baloch MA (2018) The effect of ICT, financial development, growth, and trade openness on CO2 emissions: an empirical analysis. Environ Sci Pollut Res 25(30):30708–30719

    Article  CAS  Google Scholar 

  • Petrović P, Lobanov MM (2020) The impact of R&D expenditures on CO2 emissions: evidence from sixteen OECD countries. J Clean Prod 248:119187

    Article  Google Scholar 

  • Pesaran MH (2004) General diagnostic tests for cross section dependence in panels. University of Cambridge, Faculty of Economics, Cambridge Working Papers in Economics No. 0435

  • Pesaran M, Shin Y (1995) An autoregressive distributed lag modelling approach to cointegration analysis. Faculty of Economics, University of Cambridge

  • Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75(2):335–346

  • Quah DT (1999) The weightless economy in growth. Bus Econ 30:40–53

    Google Scholar 

  • Raheem ID, Ogebe JO (2017) CO2 emissions, urbanization and industrialization: evidence from a direct and indirect heterogeneous panel analysis. Management of Environmental Quality: An International Journal

  • Raheem ID, Tiwari AK, Balsalobre-Lorente D (2020) The role of ICT and financial development in CO2 emissions and economic growth. Environ Sci Pollut Res 27(2):1912–1922

    Article  CAS  Google Scholar 

  • Rehman A, Ma H, Ozturk I, Murshed M, Dagar V (2021) The dynamic impacts of CO2 emissions from different sources on Pakistan’s economic progress: a roadmap to sustainable development. Environ Dev Sustain 23(12):17857–17880

    Article  Google Scholar 

  • Ribeiro HV, Rybski D, Kropp JP (2019) Effects of changing population or density on urban carbon dioxide emissions. Nat Commun 10(1):1–9

    Article  CAS  Google Scholar 

  • Romero JP, Gramkow C (2021) Economic complexity and greenhouse gas emissions. World Dev 139:105317

    Article  Google Scholar 

  • Romm J (2002) The internet and the new energy economy. Resour Conserv Recycl 36(3):197–210

    Article  Google Scholar 

  • Sahoo M, Sethi N (2020) Impact of industrialization, urbanization, and financial development on energy consumption: empirical evidence from India. J Public Aff 20(3):e2089

    Article  Google Scholar 

  • Salahuddin M, Alam K, Ozturk I (2016b) Is rapid growth in Internet usage environmentally sustainable for Australia? An empirical investigation. Environ Sci Pollut Res 23(5):4700–4713

    Article  CAS  Google Scholar 

  • Salahuddin M, Alam K, Ozturk I (2016a) The effects of Internet usage and economic growth on CO2 emissions in OECD countries: a panel investigation. Renew Sustain Energy Rev 62:1226–1235

    Article  Google Scholar 

  • Salman M, Long X, Dauda L, Mensah CN (2019) The impact of institutional quality on economic growth and carbon emissions: Evidence from Indonesia, South Korea and Thailand. J Clean Prod 241:118331

  • Sasana H, Putri AE (2018) The increase of energy consumption and carbon dioxide (CO2) emission in Indonesia. In E3S web of conferences. EDP Sciences, 31, p 01008

  • Shafiei S, Salim RA (2014) Non-renewable and renewable energy consumption and CO2 emissions in OECD countries: a comparative analysis. Energy Policy 66:547–556

    Article  CAS  Google Scholar 

  • Shi A (2001) Population growth and global carbon dioxide emissions. In IUSSP Conference in Brazil/session-s09. https://iussp.org/sites/default/files/Brazil2001/s00/S09_04_Shi.pdf. Accessed 12 Nov 2021

  • Shi A (2003) The impact of population pressure on global carbon dioxide emissions, 1975–1996: evidence from pooled cross-country data. Ecol Econ 44(1):29–42

    Article  Google Scholar 

  • Shinwari R, Wang Y, Maghyereh A, Awartani B (2022) Does Chinese foreign direct investment harm CO2 emissions in the belt and road economies. Environ Sci Pollut Res 1–17

  • Strategy A (2015) SMARTer2030: ICT solutions for 21st century challenges. The Global eSustainability Initiative (GeSI). Tech Rep Brussels, Brussels-Capital Region, Belgium

  • Shobande OA, Ogbeifun L (2022) Has information and communication technology improved environmental quality in the OECD?—a dynamic panel analysis. Int J Sust Dev World 29(1):39–49

    Article  Google Scholar 

  • Sekrafi H, Sghaier A (2018) The effect of corruption on carbon dioxide emissions and energy consumption in Tunisia. PSU Research Review

  • Sinha A, Sengupta T, Saha T (2020) Technology policy and environmental quality at crossroads: designing SDG policies for select Asia Pacific countries. Technol Forecast Soc Chang 161:120317

    Article  Google Scholar 

  • Stern DI (2004) The rise and fall of the environmental Kuznets curve. World Dev 32(8):1419–1439

    Article  Google Scholar 

  • Stern PC, Young OR, Druckman DE (1992) Global environmental change: understanding the human dimensions. National Academy Press

  • Sui DZ, Rejeski DW (2002) Environmental impacts of the emerging digital economy: the e-for-environment e-commerce? Environ Manage 29(2):155–163

    Article  Google Scholar 

  • Takase K, Murota Y (2004) The impact of IT investment on energy: Japan and US comparison in 2010. Energy Policy 32(11):1291–1301

    Article  Google Scholar 

  • Tamiotti L (2009) Trade and climate change: a report by the United Nations Environment Programme and the World Trade Organization. UNEP/Earthprint. books.google.com. Accessed 23 Oct 2021

  • Tian X, Bai F, Jia J, Liu Y, Shi F (2019) Realizing low-carbon development in a developing and industrializing region: impacts of industrial structure change on CO2 emissions in southwest China. J Environ Manage 233:728–738

    Article  Google Scholar 

  • Toffel MW, Horvath A (2004) Environmental implications of wireless technologies: news delivery and business meetings. Environ Sci Technol 38(11):2961–2970

    Article  Google Scholar 

  • Uddin M, Okai S, Saba T (2017) Green ICT framework to reduce carbon footprints in universities. Adv Energy Res 5(1):1

    Article  Google Scholar 

  • Ullah S, Ozturk I, Usman A, Majeed MT, Akhtar P (2020) On the asymmetric effects of premature deindustrialization on CO2 emissions: evidence from Pakistan. Environ Sci Pollut Res 27(12):13692–13702

    Article  CAS  Google Scholar 

  • Usman A, Ozturk I, Ullah S, Hassan A (2021) Does ICT have symmetric or asymmetric effects on CO2 emissions? Evidence from selected Asian economies. Technol Soc 67:101692

    Article  Google Scholar 

  • Van Heddeghem W, Lambert S, Lannoo B, Colle D, Pickavet M, Demeester P (2014) Trends in worldwide ICT electricity consumption from 2007 to 2012. Comput Commun 50:64–76

    Article  Google Scholar 

  • Wang J, Xu Y (2021) Internet usage, human capital and CO2 emissions: a global perspective. Sustainability 13(15):8268

    Article  CAS  Google Scholar 

  • Wang WZ, Liu LC, Liao H, Wei YM (2021) Impacts of urbanization on carbon emissions: an empirical analysis from OECD countries. Energy Policy 151:112171

  • Yasmeen R, Tao R, Shah WUH, Padda IUH, Tang C (2022) The nexuses between carbon emissions, agriculture production efficiency, research and development, and government effectiveness: evidence from major agriculture-producing countries. Environ Sci Pollut Res 1–14

  • York R, Rosa EA, Dietz T (2002) Bridging environmental science with environmental policy: plasticity of population, affluence, and technology. Soc Sci Q 83(1):18–34

    Article  Google Scholar 

  • York R, Rosa EA, Dietz T (2003a) A rift in modernity? Assessing the anthropogenic sources of global climate change with the STIRPAT model. Int J Sociol Soc Policy

  • York R, Rosa EA, Dietz T (2003b) STIRPAT, IPAT and ImPACT: analytic tools for unpacking the driving forces of environmental impacts. Ecol Econ 46(3):351–365

    Article  Google Scholar 

  • Zaidi SAH, Wei Z, Gedikli A, Zafar MW, Hou F, Iftikhar Y (2019) The impact of globalization, natural resources abundance, and human capital on financial development: evidence from thirty-one OECD countries. Resour Policy 64:101476

    Article  Google Scholar 

  • Zhang C, Liu C (2015) The impact of ICT industry on CO2 emissions: a regional analysis in China. Renew Sustain Energy Rev 44:12–19

    Article  Google Scholar 

  • Zheng H, Hu J, Wang S, Wang H (2019) Examining the influencing factors of CO2 emissions at city level via panel quantile regression: evidence from 102 Chinese cities. Appl Econ 51(35):3906–3919

    Article  Google Scholar 

  • Zhu H, Xia H, Guo Y, Peng C (2018) The heterogeneous effects of urbanization and income inequality on CO2 emissions in BRICS economies: evidence from panel quantile regression. Environ Sci Pollut Res 25(17):17176–17193

    Article  CAS  Google Scholar 

  • Zou S, Zhang T, Hong W-C (2020) CO2 emissions, energy consumption, and economic growth nexus: evidence from 30 provinces in China. Math Probl Eng 1–10. https://doi.org/10.1155/2020/8842770

  • Zoundi Z (2017) CO2 emissions, renewable energy and the environmental Kuznets curve, a panel cointegration approach. Renew Sustain Energy Rev 72:1067–1075

    Article  CAS  Google Scholar 

Download references

Funding

The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the study’s conception and design. Material preparation, data collection, and analysis were performed by Firat Yılmaz. The introduction part and the related literature review were written by Peyman Uysal. Both authors commented on previous versions of the manuscript and made contributions to the discussion and conclusion parts of the study. The required revisions were done by Peyman Uysal. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Peyman Uysal.

Ethics declarations

Ethics approval

This research does not involve human participants or animals and does not require ethical approval.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The authors declare no competing interest.

Additional information

Responsible Editor: Ilhan Ozturk

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yilmaz, F., Uysal, P. The role of information communication technologies on carbon emissions in OECD countries: new evidence from method of moments quantile approach. Environ Sci Pollut Res 29, 81396–81417 (2022). https://doi.org/10.1007/s11356-022-21279-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-022-21279-7

Keywords

Navigation