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The fight against corruption at global level. A metric approach

Author

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  • Laureti, Lucio
  • Costantiello, Alberto
  • Leogrande, Angelo

Abstract

In this article we estimate the level of Control of Corruption for 193 countries in the period 2011-2020 using data from the ESG World Bank Database. Various econometric techniques are applied i.e.: Panel Data with Random Effects, Panel Data with Fixed Effects, Pooled OLS, WLS. Results show that “Control of Corruption” is positively associated, among others, to “Government Effectiveness” and “Political Stability and Absence of Violence/Terrorism”, while it is negatively associated among others to “Agriculture, Forestry, and Fishing Value Added as Percentage of GDP” and “GHG Net Emissions/Removals by LUCF”. A cluster analysis implemented with the k-Means algorithm optimized with the Elbow Method shows four clusters. A confrontation among eight Machine Learning algorithms is proposed for the prediction of Control of Corruption. Polynomial Regression is the best predictor for the training data. The level of Control of Corruption is expected to growth by 10.36% on average.

Suggested Citation

  • Laureti, Lucio & Costantiello, Alberto & Leogrande, Angelo, 2022. "The fight against corruption at global level. A metric approach," MPRA Paper 115837, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:115837
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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.

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    More about this item

    Keywords

    D7; D70; D72; D73; D78.;
    All these keywords.

    JEL classification:

    • 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
    • D78 - Microeconomics - - Analysis of Collective Decision-Making - - - Positive Analysis of Policy Formulation and Implementation

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