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The Socio-Economic Determinants of the Number of Physicians in Italian Regions

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  • Leogrande, Angelo
  • Costantiello, Alberto
  • Leogrande, Domenico
Abstract
In the following article, we analyse the determinants of the number of physicians in the context of ISTAT BES-Benessere Equo Sostenibile data among twenty Italian regions in the period 2004-2022. We apply Panel Data with Random Effects, Panel Data with Fixed Effects, and Pooled OLS-Ordinary Least Squares. We found that the number of Physicians among Italian regions is positively associated, among others, to “Trust in the Police and Firefighters”, “Net Income Inequality”, and negatively associated, among others, to “Research and Development Intensity” and “Soil waterproofing by artificial cover”. Furthermore, we apply the k-Means algorithm optimized with the Silhouette Coefficient and we find the presence of two clusters. Finally, we confront eight different machine-learning algorithms to predict the future value of physicians and we find that the PNN-Probabilistic Neural Network is the best predictive algorithm.

Suggested Citation

  • Leogrande, Angelo & Costantiello, Alberto & Leogrande, Domenico, 2023. "The Socio-Economic Determinants of the Number of Physicians in Italian Regions," MPRA Paper 118460, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:118460
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    File URL: https://mpra.ub.uni-muenchen.de/118460/1/02-09-2023%20The%20Socio-Economic%20Determinants%20of%20the%20Number%20of%20Physicians%20in%20Italian%20Regions.pdf
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    References listed on IDEAS

    as
    1. Justine I Davies & Sumithra Krishnamurthy Reddiar & Lisa R Hirschhorn & Cara Ebert & Maja-Emilia Marcus & Jacqueline A Seiglie & Zhaxybay Zhumadilov & Adil Supiyev & Lela Sturua & Bahendeka K Silver &, 2020. "Association between country preparedness indicators and quality clinical care for cardiovascular disease risk factors in 44 lower- and middle-income countries: A multicountry analysis of survey data," PLOS Medicine, Public Library of Science, vol. 17(11), pages 1-25, November.
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      More about this item

      Keywords

      Analysis of Health Care Markets; Health Behaviors; Health Insurance; Public and Private; Health and Inequality; Health and Economic Development; Government Policy • Regulation • Public Health.;
      All these keywords.

      JEL classification:

      • I10 - Health, Education, and Welfare - - Health - - - General
      • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
      • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
      • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
      • I15 - Health, Education, and Welfare - - Health - - - Health and Economic Development
      • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health

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