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The Rule of Law in the ESG Framework in the World Economy

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  • LEOGRANDE, ANGELO

Abstract

In this article, I have estimated the Rule of Law for 193 countries using data from the Environment Social and Governance-ESG database of World Bank. I have used different econometric techniques to estimate the value of “Rule of Law” i.e.: Panel Data with Fixed Effects, Panel Data with Random Effects, Pooled OLS. I found that Rule of Law is positively associated, among others to “Regulatory Quality” and “Control of Corruption” and negatively associated among others to, “Access to Electricity” and “Prevalence of Overweight”. I have performed a cluster analysis with the k-Mean algorithm optimized with the Elbow Method and I find the presence of four clusters. Finally, I present a confrontation among eight different machine-learning algorithms to predict the level of Rule of Law. I find that Linear Regression is the best predictor according to MAE, MSE, RMSE and R-squared.

Suggested Citation

  • Leogrande, Angelo, 2023. "The Rule of Law in the ESG Framework in the World Economy," MPRA Paper 116293, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:116293
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    Cited by:

    1. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Determinants of CO2 Emissions in the Context of ESG Models at World Level," MPRA Paper 117110, University Library of Munich, Germany.
    2. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Role Of Gdp Growth In The Esg Approach At World Level," SocArXiv r56hu, Center for Open Science.
    3. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Role of Political Stability in the Context of ESG Models at World Level," MPRA Paper 116887, University Library of Munich, Germany.
    4. Leogrande, Angelo & Costantiello, Alberto, 2023. "The Impact of Government Expenditure on Education in the ESG Models at World Level," MPRA Paper 117216, University Library of Munich, Germany.

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    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; and Implementation.;
    All these keywords.

    JEL classification:

    • D7 - Microeconomics - - Analysis of Collective Decision-Making
    • D70 - Microeconomics - - Analysis of Collective Decision-Making - - - General
    • D71 - Microeconomics - - Analysis of Collective Decision-Making - - - Social Choice; Clubs; Committees; Associations
    • 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
    • D78 - Microeconomics - - Analysis of Collective Decision-Making - - - Positive Analysis of Policy Formulation and Implementation

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