Elderly People Treated in Integrated Home Care in Italian Regions: A Metric Approach

Onofrio Resta, Emanuela Resta, Alberto Costantiello () and Angelo Leogrande
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Onofrio Resta: UNIBA - Università degli studi di Bari Aldo Moro = University of Bari Aldo Moro
Emanuela Resta: Unifg - Università degli Studi di Foggia = University of Foggia

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Abstract: In this article, we analyse the ESG determinants of the "Elderly People Treated in Integrated Home Care"-EPIHC in the Italian regions between 2004 and 2022. We used data from the ISTAT-BES database. We used different econometric techniques i.e.: Panel Data with Random Effects, Panel Data with Fixed Effects, Pooled Ordinary Least Squares-OLS and Weighted Least Squares-WLS. The results show that the EPIHC is positively associated with "Nurses, midwives, and Soil sealing by artificial cover" and negatively associated with "Museum heritage density and relevance" and "Trust in law enforcement agencies and firefighters fire". Furthermore, we have applied a k-Means algorithm with the Silhouette Coefficient and we find the presence of two clusters. Finally, we propose a confrontation among eight different machine-learning algorithms and we find that Linear Regression is the best predictive algorithm.

Keywords: I11; I12; I13; I14; I15; I18 (search for similar items in EconPapers)
Date: 2023-12-30
Note: View the original document on HAL open archive server: https://hal.science/hal-04367727v1
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Working Paper: Elderly People Treated in Integrated Home Care in Italian Regions: A Metric Approach (2023)
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