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

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  • 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.

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  • Leogrande, Angelo, 2023. "The Usage of Internet in the Context of ESG Model at World Level," SocArXiv 8f5q9_v1, Center for Open Science.
    • Handle: RePEc:osf:socarx:8f5q9_v1
    DOI: 10.31219/osf.io/8f5q9_v1
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    1. Lapatinas, Athanasios, 2019. "The effect of the Internet on economic sophistication: An empirical analysis," Economics Letters, Elsevier, vol. 174(C), pages 35-38.
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