IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/117743.html
   My bibliography  Save this paper

The Usage of Internet in the Context of ESG Model at World Level

Author

Listed:
  • Leogrande, Angelo

Abstract

In this article, I estimate the value of “Individual Using Internet”-IUI in the context of Environmental, Social and Governance-ESG database of the World Bank. I use data from 193 countries for the period 2011-2020. I found that among others the value of IUI is positively associated to “Methane Emissions” and “People Using Safely Managed Sanitation Services” and negatively associated among others to “Fossil Fuel Energy Consumption” and “Renewable Energy Consumption”. I apply the k-Means algorithm for the clusterization optimized with the Elbow Method and we find the presence of three clusters. Finally, I confront eight machine-learning algorithms to predict the future value of IUI. I found that the best predictive algorithm is Linear Regression and that the value of IUI is expected to decrease on average of 0.30% for the analysed countries.

Suggested Citation

  • Leogrande, Angelo, 2023. "The Usage of Internet in the Context of ESG Model at World Level," MPRA Paper 117743, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:117743
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/117743/1/24-06-2023%20The%20Usage%20of%20Internet%20in%20the%20Context%20of%20ESG%20Models%20at%20World%20Level.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lapatinas, Athanasios, 2019. "The effect of the Internet on economic sophistication: An empirical analysis," Economics Letters, Elsevier, vol. 174(C), pages 35-38.
    2. Tan, Ying & Li, Xiaoying, 2022. "The impact of internet on entrepreneurship," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 135-142.
    3. Ngozi Adeleye & Chiamaka Eboagu, 2019. "Evaluation of ICT development and economic growth in Africa," Netnomics, Springer, vol. 20(1), pages 31-53, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Leogrande, Angelo & Leogrande, Domenico & Costantiello, Alberto, 2023. "The Impact of Patent Applications in the Context of the ESG Model at World Level," EconStor Preprints 273495, ZBW - Leibniz Information Centre for Economics.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Xuelu Xu & Mingbo Zheng, 2023. "High-speed rail construction and urban innovation disparity in China: the role of internet development," Economic Change and Restructuring, Springer, vol. 56(5), pages 3567-3599, October.
    2. Kirti SANWAL & Saba ISMAIL, 2024. "ICT and economic growth: Evidence from lower-middle income countries of South Asia," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania / Editura Economica, vol. 0(2(639), S), pages 289-302, Summer.
    3. Ofori, Isaac K. & Osei, Dennis B. & Alagidede, Imhotep P., 2022. "Inclusive growth in Sub-Saharan Africa: Exploring the interaction between ICT diffusion and financial development," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 46(7).
    4. Mwananziche, Josephat & Myovella, Godwin & Karacuka, Mehmet & Haucap, Justus & Moshi, Goodiel, 2023. "Is digitalization a booster for economic growth in Africa? Short run and long run evidence from Tanzania," Telecommunications Policy, Elsevier, vol. 47(10).
    5. Njangang, Henri & Beleck, Alim & Tadadjeu, Sosson & Kamguia, Brice, 2022. "Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis," Telecommunications Policy, Elsevier, vol. 46(2).
    6. Jacques Simon Song & Hervé William Mougnol A Ekoula & Georges Ngnouwal Eloundou, 2024. "Alcohol consumption in developing countries: Does information and communication technology (ICT) diffusion matter?," Journal of International Development, John Wiley & Sons, Ltd., vol. 36(2), pages 1210-1240, March.
    7. Ha, Le Thanh, 2022. "Effects of digitalization on financialization: Empirical evidence from European countries," Technology in Society, Elsevier, vol. 68(C).
    8. Ofori, Isaac Kwesi & Asongu, Simplice A., 2021. "ICT Diffusion, Foreign Direct Investment and Inclusive Growth in Sub-Saharan Africa," MPRA Paper 107757, University Library of Munich, Germany.
    9. Romanus Osabohien & Oluwatoyin Matthew & Precious Ohalete & Evans Osabuohien, 2020. "Population–Poverty–Inequality Nexus and Social Protection in Africa," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 151(2), pages 575-598, September.
    10. Bahman Huseynli, 2023. "Effect of Exports of Goods and Services and Energy Consumption in Italy`s Service Sector," International Journal of Energy Economics and Policy, Econjournals, vol. 13(3), pages 254-261, May.
    11. Liu, Yajie & Cui, Lijuan & Xiong, Yanyan & Yao, Xianguo, 2023. "Does the development of the Internet improve the allocative efficiency of production factors? Evidence from surveys of Chinese manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 161-174.
    12. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    13. Bekhzod Djalilov & Islomjon Kobiljonov & Raufhon Salahodjaev, 2023. "Can Digital Human Capital Mitigate CO2 Emissions? Empirical Test for Post-Communist Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 13(4), pages 383-388, July.
    14. Mounir Dahmani & Mohamed Mabrouki & Adel Ben Youssef, 2022. "The Information and Communication Technologies-Economic Growth Nexus in Tunisia - A Cross-Section Dynamic Panel Approach," Montenegrin Journal of Economics, Economic Laboratory for Transition Research (ELIT), vol. 18(2), pages 161-174.
    15. Gnangnon, Sèna Kimm, 2022. "Internet, Participation in International Trade, and Tax Revenue Instability," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 37(2), pages 267-315.
    16. Mounir Dahmani & Mohamed Mabrouki & Adel Ben Youssef, 2022. "ICT, trade openness and economic growth in Tunisia: what is going wrong?," Economic Change and Restructuring, Springer, vol. 55(4), pages 2317-2336, November.
    17. 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).
    18. Gnangnon, Sèna Kimm, 2020. "Aid for Trade flows and Poverty Reduction in Recipient-Countries," EconStor Preprints 213807, ZBW - Leibniz Information Centre for Economics.
    19. Canh Phuc Nguyen & Thanh Dinh Su, 2021. "Financing the economy: The multidimensional influences of financial development on economic complexity," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(4), pages 644-684, May.
    20. Isaac Ketu & Jules-Eric Tchapchet Tchouto & Arsene Mouongue Kelly, 2022. "Does infrastructure development drive economic complexity in African countries?," Economics Bulletin, AccessEcon, vol. 42(4), pages 2043-2053.

    More about this item

    Keywords

    Analysis of Collective Decision-Making; General; Political Processes: Rent-Seeking; Lobbying; Elections; Legislatures; and Voting Behaviour; Bureaucracy; Administrative Processes in Public Organizations; Corruption; Positive Analysis of Policy Formulation; Implementation.;
    All these keywords.

    JEL classification:

    • D7 - Microeconomics - - Analysis of Collective Decision-Making
    • D70 - Microeconomics - - Analysis of Collective Decision-Making - - - General
    • D72 - Microeconomics - - Analysis of Collective Decision-Making - - - Political Processes: Rent-seeking, Lobbying, Elections, Legislatures, and Voting Behavior
    • D73 - Microeconomics - - Analysis of Collective Decision-Making - - - Bureaucracy; Administrative Processes in Public Organizations; Corruption
    • D74 - Microeconomics - - Analysis of Collective Decision-Making - - - Conflict; Conflict Resolution; Alliances; Revolutions
    • D78 - Microeconomics - - Analysis of Collective Decision-Making - - - Positive Analysis of Policy Formulation and Implementation

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:117743. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.