This paper investigates the relationship between health system efficien-cy and social inclusion in Europe. Using a two-stage empirical strategy on a panel of 25 countries over the period 2009–2019, we first estimate health system efficiency scores through Stochastic Frontier Analysis (SFA), where per capita health expenditure is related to a composite health index including infant mortality, life expectancy, and hospital discharges. In the second stage, these efficiency scores are introduced into pooled OLS and panel mixed-effects models to assess their as-sociation with social outcomes, measured by both the Gini index and a multidi-mensional index of social inclusion. The results reveal wide cross-country differ-ences in efficiency, with Germany, Austria, and Italy among the most efficient, while Romania, Latvia, and Bulgaria rank lowest. More importantly, the analysisdemonstrates that greater efficiency in health systems is systematically associated with lower inequality and higher social inclusion. These findings suggest that effi-ciency in health resource allocation extends beyond improved health outcomes to broader societal benefits, reinforcing the case for policies that integrate fiscal sus-tainability, equity, and social cohesion within the European Social Model and the UN 2030 Agenda for Sustainable Development.

Efficiency and equity. assessing the relationship between health system efficiency and social inclusion in Europe / Antonelli, Maria Alessandra; Marrocco, Alessia; Castaldo, Angelo; Salustri, Andrea; Reganati, Filippo. - In: BIOLAW JOURNAL. - ISSN 2284-4503. - 25:3(2026), pp. 31-46.

Efficiency and equity. assessing the relationship between health system efficiency and social inclusion in Europe

Maria Alessandra Antonelli
;
Alessia Marrocco
;
Angelo Castaldo
;
Andrea Salustri
;
Filippo Reganati
2026

Abstract

This paper investigates the relationship between health system efficien-cy and social inclusion in Europe. Using a two-stage empirical strategy on a panel of 25 countries over the period 2009–2019, we first estimate health system efficiency scores through Stochastic Frontier Analysis (SFA), where per capita health expenditure is related to a composite health index including infant mortality, life expectancy, and hospital discharges. In the second stage, these efficiency scores are introduced into pooled OLS and panel mixed-effects models to assess their as-sociation with social outcomes, measured by both the Gini index and a multidi-mensional index of social inclusion. The results reveal wide cross-country differ-ences in efficiency, with Germany, Austria, and Italy among the most efficient, while Romania, Latvia, and Bulgaria rank lowest. More importantly, the analysisdemonstrates that greater efficiency in health systems is systematically associated with lower inequality and higher social inclusion. These findings suggest that effi-ciency in health resource allocation extends beyond improved health outcomes to broader societal benefits, reinforcing the case for policies that integrate fiscal sus-tainability, equity, and social cohesion within the European Social Model and the UN 2030 Agenda for Sustainable Development.
2026
social inclusion; health system efficiency; stochastic frontier analysis; panel data; social cohesion
01 Pubblicazione su rivista::01a Articolo in rivista
Efficiency and equity. assessing the relationship between health system efficiency and social inclusion in Europe / Antonelli, Maria Alessandra; Marrocco, Alessia; Castaldo, Angelo; Salustri, Andrea; Reganati, Filippo. - In: BIOLAW JOURNAL. - ISSN 2284-4503. - 25:3(2026), pp. 31-46.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1759521
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