Addressing Health Inequalities in Greece: A Comprehensive Framework for Socioeconomic Determinants of Health
Abstract
1. Introduction
2. Materials and Methods
Statistical Analysis
3. Results
3.1. Socioeconomic Determinants and Health Outcomes in Comparative Perspective
3.2. Comparative Effect Sizes of Key Variables Predictive of Health Inequalities
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
EU | European Union |
WHO | World Health Organization |
JAHEE | Joint Action Health Equity Europe |
HIMS | Health Ine-quality Monitoring System |
OECD | Organization for Economic Co-operation and Development |
GDP | Gross Domestic Product |
SPSS | Statistical Package for Social Sciences |
CHE | Current Health Expenditure |
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Indicators | Unit of Measure | Year | DOI | Reference |
---|---|---|---|---|
Economic determinants | ||||
Gross domestic product at market prices | Euro per capita | 2013–2023 | https://doi.org/10.2908/TEC00001 | [25] |
Real GDP per capita | Euro per capita | 2008–2023 | https://doi.org/10.2908/SDG_08_10 | [26] |
At-risk-of-poverty rate | Percentage | 2013–2023 | https://doi.org/10.2908/TESPM010 | [27] |
Expenditure on social protection | Percentage GDP | 2011–2022 | https://doi.org/10.2908/TPS00098 | [28] |
Government schemes and compulsory contributory healthcare financing schemes (public health expenditures) | Euro per capita | 2009–2022 | https://doi.org/10.2908/HLTH_SHA11_HPHF | [29] |
Out-of-pocket expenditure on healthcare (private health expenditures) | Percentage share of total current health expenditure (CHE) | 2009–2022 | https://doi.org/10.2908/TEPSR_SP310 | [30] |
Social determinants | ||||
Unemployment rate | Percentage of population in the labor force | 2009–2023 | https://doi.org/10.2908/TPS00203 | [31] |
Employment rate | Percentage of total population | 2009–2023 | https://doi.org/10.2908/LFSI_EMP_A | [32] |
Population by educational attainment level:
| Percentage | 2008–2023 | https://doi.org/10.2908/EDAT_LFS_9916 | [33] |
Health outcomes | ||||
Life expectancy at birth | Year | 2012–2023 | https://doi.org/10.2908/TPS00205 | [34] |
Healthy life years at birth | Year | 2011–2022 | https://doi.org/10.2908/TPS00150 | [35] |
Self-perceived health (Very good or good) | Percentage | 2008–2023 | https://doi.org/10.2908/HLTH_SILC_18 | [36] |
People having a long-standing illness or health problem | Percentage | 2008–2023 | https://doi.org/10.2908/HLTH_SILC_11 | [37] |
Self-perceived long-standing limitations in usual activities due to health problem (some or severe) | Percentage | 2008–2023 | https://doi.org/10.2908/HLTH_SILC_06 | [38] |
Self-reported unmet need for medical care (too expensive or too far to travel or waiting list) | Percentage | 2008–2023 | https://doi.org/10.2908/TESPM110 | [39] |
Unit of Measure | Reference Year | Eurostat’s Data * | |
---|---|---|---|
GDP per capita | € per capita | 2013–2023 | €16,240–€21,350 |
real GDP per capita | € per capita | 2008–2023 | €21,420–€18,670 |
At-risk-of-poverty rate | % of total population | 2013–2023 | 23.1–18.9% |
Expenditure on social protection | % of GDP | 2011–2022 | 27.8–24.3% |
Public health expenditures | € per capita | 2009–2022 | €1374–€1043 |
Private health expenditures | % of total CHE | 2009–2022 | 29.50–33.54% |
Unemployment rate | % of population in the labor force | 2009–2023 | 9.80–11.10% |
Employment rate | % of total population | 2009–2023 | 65.40–67.40% |
Less than primary, primary and lower secondary education | % of total population | 2008–2023 | 39.70–22.40% |
Upper secondary and post-secondary non-tertiary education | % of total population | 2008–2023 | 40.50–47.80% |
Tertiary education | % of total population | 2008–2023 | 19.80–29.90% |
Life expectancy at birth | year | 2012–2023 | 80.70–81.80 |
Healthy life years at birth | year | 2011–2022 | 66.60–67.00 |
Self-perceived health (Very good or good) | % of total population | 2008–2023 | 79.00–79.60% |
People having a long-standing illness or health problem | % of total population | 2008–2023 | 22.10–24.40% |
Self-perceived long-standing limitations in usual activities due to health problem (some or severe) | % of total population | 2008–2023 | 19.80–23.20% |
Self-reported unmet need for medical care (too expensive or too far to travel or waiting list) | % of total population | 2008–2023 | 5.40–11.60% |
Health Outcomes | Economic Determinants | ||||||
---|---|---|---|---|---|---|---|
GDP | Real GDP | Public Health Expenditures | Private Health Expenditures | Expenditure on Social Protection | At-Risk-of-Poverty Rate | ||
Life expectancy at birth | r | −0.107 | −0.057 | −0.716 * | 0.525 | −0.220 | −0.064 |
p value | 0.754 | 0.860 | 0.013 | 0.098 | 0.516 | 0.852 | |
Healthy life years at birth | r | 0.744 * | 0.765 ** | 0.743 ** | −0.481 | −0.056 | −0.731 * |
p value | 0.014 | 0.004 | 0.006 | 0.113 | 0.862 | 0.016 | |
Self-perceived health | r | 0.474 | 0.215 | 0.191 | −0.202 | 0.123 | −0.864 ** |
p value | 0.141 | 0.424 | 0.514 | 0.488 | 0.703 | 0.001 | |
People having a long-standing illness or health problem | r | −0.706 * | −0.628 ** | −0.647 * | −0.610 * | −0.434 | −0.084 |
p value | 0.015 | 0.009 | 0.012 | 0.021 | 0.159 | 0.806 | |
Self-perceived long-standing limitations in usual activities due to health problem | r | −0.630 * | −0.807 ** | −0.953 ** | 0.873 ** | −0.227 | 0.370 |
p value | 0.038 | 0.000 | 0.000 | 0.000 | 0.479 | 0.262 | |
Self-reported unmet need for medical care | r | 0.105 | −0.538 * | 0.742 ** | 0.730 ** | −0.418 | 0.510 |
p value | 0.758 | 0.032 | 0.002 | 0.003 | 0.176 | 0.109 |
Health Outcome | Social Determinants | |||||
---|---|---|---|---|---|---|
Unemployment Rate | Employment Rate | Primary Education (Level 0–2) | Secondary Education (Level 3–4) | Tertiary Education (Level 5–8) | ||
Life expectancy at birth | r | 0.166 | −0.141 | 0.083 | −0.054 | −0.111 |
p value | 0.605 | 0.661 | 0.797 | 0.868 | 0.731 | |
Healthy life years at birth | r | −0.841 ** | 0.810 ** | −0.396 | 0.438 | 0.355 |
p value | 0.001 | 0.001 | 0.203 | 0.154 | 0.258 | |
Self-perceived health | r | −0.653 ** | 0.642 ** | 0.566 * | 0.679 ** | 0.473 |
p value | 0.008 | 0.010 | 0.022 | 0.004 | 0.064 | |
People having long-standing illness or health problem | r | 0.197 | −0.051 | −0.820 ** | 0.728 ** | 0.861 ** |
p value | 0.481 | 0.856 | 0.000 | 0.001 | 0.000 | |
Self-perceived long-standing limitations in usual activities due to health problem | r | 0.602 * | −0.510 | −0.653 ** | 0.541 * | 0.712 ** |
p value | 0.018 | 0.052 | 0.006 | 0.031 | 0.002 | |
Self-reported unmet need for medical care | r | 0.512 | −0.369 | −0.365 | 0.260 | 0.425 |
p value | 0.051 | 0.175 | 0.165 | 0.330 | 0.101 |
Models | Dependent Variable | Independent Variables | Unstandardized Coefficients | p Value | 95,0% Confidence Interval for B | Durbin Watson | ||
---|---|---|---|---|---|---|---|---|
B | Std. Error | Lower Bound | Upper Bound | |||||
1 | Life expectancy at birth | (Constant) | 84.316 | 1.208 | 0.000 | 81.531 | 87.102 | 2.0.31 |
Public health expenditures | −0.004 | 0.001 | 0.036 | −0.007 | 0.000 | |||
2 | Self-perceived long-standing limitations in usual activities due to health problem | (Constant) | 29.153 | 1.589 | 0.000 | 25.489 | 32.817 | 1.811 |
Public health expenditures | −0.006 | 0.002 | 0.010 | −0.010 | −0.002 | |||
3 | Self-perceived health | (Constant) | 33.194 | 7.467 | 0.002 | 15.976 | 50.412 | 1.382 |
Secondary Education | 0.963 | 0.168 | 0.000 | 0.576 | 1.351 | |||
4 | Self-reported unmet need for medical care | (Constant) | 40.115 | 12.761 | 0.014 | 10.687 | 69.543 | 1.907 |
Secondary Education | −0.692 | 0.287 | 0.043 | −1.354 | −0.029 | |||
5 | Healthy life years at birth | (Constant) | 103.566 | 12.504 | 0.000 | 74.000 | 133.133 | 2.209 |
Unemployment rate | −0.0563 | 0.147 | 0.007 | −0.912 | −0.215 | |||
Tertiaty Education | −0.978 | 0.348 | 0.026 | −1.801 | −0.156 |
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Triantafyllou, C.; Latsou, D.; Psiakis, V.; Pierrakos, G.; Breda, J. Addressing Health Inequalities in Greece: A Comprehensive Framework for Socioeconomic Determinants of Health. Healthcare 2025, 13, 2394. https://doi.org/10.3390/healthcare13192394
Triantafyllou C, Latsou D, Psiakis V, Pierrakos G, Breda J. Addressing Health Inequalities in Greece: A Comprehensive Framework for Socioeconomic Determinants of Health. Healthcare. 2025; 13(19):2394. https://doi.org/10.3390/healthcare13192394
Chicago/Turabian StyleTriantafyllou, Christos, Dimitra Latsou, Vion Psiakis, George Pierrakos, and Joao Breda. 2025. "Addressing Health Inequalities in Greece: A Comprehensive Framework for Socioeconomic Determinants of Health" Healthcare 13, no. 19: 2394. https://doi.org/10.3390/healthcare13192394
APA StyleTriantafyllou, C., Latsou, D., Psiakis, V., Pierrakos, G., & Breda, J. (2025). Addressing Health Inequalities in Greece: A Comprehensive Framework for Socioeconomic Determinants of Health. Healthcare, 13(19), 2394. https://doi.org/10.3390/healthcare13192394