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

Author

Listed:
  • 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)

  • Alberto Costantiello

    (LUM University Giuseppe Degennaro, LUM - LUM University Giuseppe Degennaro)

  • Angelo Leogrande

    (LUM University Giuseppe Degennaro)

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.

Suggested Citation

  • Onofrio Resta & Emanuela Resta & Alberto Costantiello & Angelo Leogrande, 2023. "Elderly People Treated in Integrated Home Care in Italian Regions: A Metric Approach," Working Papers hal-04367727, HAL.
  • Handle: RePEc:hal:wpaper:hal-04367727
    Note: View the original document on HAL open archive server: https://hal.science/hal-04367727
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    References listed on IDEAS

    as
    1. Vivian G. Valdmanis & Michael D. Rosko & Hervé Leleu & Dana B. Mukamel, 2017. "Assessing overall, technical, and scale efficiency among home health care agencies," Health Care Management Science, Springer, vol. 20(2), pages 265-275, June.
    2. Mijung Lee & Ji Hoon Ryoo & Cathy Campbell & Patricia J. Hollen & Ishan C. Williams, 2019. "Exploring the challenges of medical/nursing tasks in home care experienced by caregivers of older adults with dementia: An integrative review," Journal of Clinical Nursing, John Wiley & Sons, vol. 28(23-24), pages 4177-4189, December.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    I11; I12; I13; I14; I15; I18;
    All these keywords.

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • 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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