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Kabongo WNS, Mbonigaba J. Effectiveness of public health spending: Investigating the moderating role of governance using partial least squares structural equation modelling (PLS-SEM). Health Res Policy Syst 2024; 22:80. [PMID: 38978095 PMCID: PMC11229197 DOI: 10.1186/s12961-024-01159-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 05/31/2024] [Indexed: 07/10/2024] Open
Abstract
BACKGROUND The link between public health spending (PHS) and population health outcomes (PHO) has been extensively studied. However, in sub-Saharan Africa (SSA), the moderating effects of governance in this relationship are little known. Furthermore, studies have focused on mortality as the main health outcome. This study contributes to this literature by investigating the moderating role of governance in the relationship by simultaneously assessing three dimensions of governance (corruption control, government effectiveness and voice accountability) using disability-adjusted life years (DALYs) as a measure of outcomes. METHODS The study applies the two-stage moderation approach using partial least squares structural equation modelling (PLS-SEM) to panel data from 43 SSA nations from 2013 to 2019. The study also uses domestic general government health expenditure (DGGHE) as an independent variable and disability-adjusted life years (DALY) as the dependent variable in this relationship. RESULTS The analysis reveals that DGGHE affects DALY negatively and that governance improves the effect of DGGHE on DALY, with bigger improvements among countries with worse governance. CONCLUSION These findings provide evidence that good governance is crucial to the effectiveness of PHS in SSA nations. Sub-Saharan Africa (SSA) countries should improve governance to improve population health.
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Affiliation(s)
- Wa Ntita Serge Kabongo
- School of Accounting, Economics and Finance, University of KwaZulu-Natal, 15 University Road, Westville, 4001, Durban, South Africa
| | - Josue Mbonigaba
- School of Accounting, Economics and Finance, University of KwaZulu-Natal, 15 University Road, Westville, 4001, Durban, South Africa.
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Zhang J, Luo J, Chen G, Zhang C, Li L, Ma T. Aspects of public health development in China's western region. GEOSPATIAL HEALTH 2024; 19. [PMID: 38619395 DOI: 10.4081/gh.2024.1252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 03/05/2024] [Indexed: 04/16/2024]
Abstract
The public health level in a country is closely related to national development and quality of life. In order to appraise the level of health services in the western region of China, panel data of 124 prefecture-level units covering the period 2011 to 2021 was used together with a health evaluation index system based on four dimensions: quality of life, environmental situation, the level of health services and longevity. To assess this, we used entropy weights, standard deviation and coefficient of variation together with the geographical detector model that measures the stratified spatial heterogeneity. The results show that although public health services have improved overall, the various dimensions are still not balanced as longevity did not match up everywhere. While the developmental level of the various health dimensions presents a pattern of a relatively smooth increasing gradient in the west-central- east direction, the situation with respect to the north-centralsouth is more uneven with both ups and downs. However, a trend of continuous enhancement of all health dimensions was found with a significant positive correlation of spatial clustering, with hotspots and 'sub-hotspots' contracting from north to south, while coldspots and 'sub-coldspots' expanded from west to east. This can be seen as the result of multiple factors, with the level of urbanization and economic level as the dominant factors and government guidance, agglomeration capacity and industrial structure being auxiliary.
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Affiliation(s)
- Jisha Zhang
- School of Geography and Environmental Science, Guizhou Normal University, Guiyang.
| | - Jing Luo
- Hubei Provincial Key Laboratory for Geographical Process Analysis and Simulation & College of Urban and Environmental Sciences, Central China Normal University, Wuhan; Hubei High-quality Development Research Institute, Research Office of Hubei Provincial People's Government and Central China Normal University, Wuhan.
| | - Guolei Chen
- School of Geography and Environmental Science, Guizhou Normal University, Guiyang.
| | - Chunyan Zhang
- Hubei Provincial Key Laboratory for Geographical Process Analysis and Simulation & College of Urban and Environmental Sciences, Central China Normal University, Wuhan; Hubei High-quality Development Research Institute, Research Office of Hubei Provincial People's Government and Central China Normal University, Wuhan.
| | - Lianlian Li
- School of Geography and Environmental Science, Guizhou Normal University, Guiyang.
| | - Taijia Ma
- School of Geography and Environmental Science, Guizhou Normal University, Guiyang.
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Tiwari C, Jain N, Goli S, Puri P. Political determinants of health: (re) examining the role of governance in reducing maternal mortality. HEALTH ECONOMICS, POLICY, AND LAW 2023; 18:248-273. [PMID: 36994657 DOI: 10.1017/s1744133123000026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Given change in the universal developmental agenda and the quality of governance in the last two decades, this paper re-examines the relationship between governance, health expenditure and maternal mortality using panel data for 184 countries from 1996 to 2019. By employing the 'dynamic panel data regression model', the study reveals that a one-point improvement in the governance index decreases maternal mortality by 10-21%. We also find that good governance can better translate health expenditure into improved maternal health outcomes through effective allocation and equitable distribution of available resources. These results are robust to alternative instruments, alternative dependent variables (such as infant mortality rate and life expectancy), estimation by different governance dimensions and at the sub-national level. Additional findings using 'Quantile regression' estimates show that the quality of governance matters more than the health expenditure in countries with a higher level of maternal mortality. While the 'Path regression' analysis exhibits the specific direct and indirect mechanisms through which the causal inference operates between governance and maternal mortality.
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Affiliation(s)
- Chhavi Tiwari
- Institut national d'études démographiques, 9 Course des Humanités, Aubervillers, Campus Condorcet, 93300 Aubervilliers-Paris, France
| | - Neha Jain
- Indian Institute of Foreign Trade, New Delhi, India
| | - Srinivas Goli
- Department of Fertility and Social Demography, International Institute for Population Sciences, Deonar, Mumbai-400 088, India
| | - Parul Puri
- Department of Survey Research and Data Analytics, International Institute for Population Sciences, Mumbai, India
- Research Fellow, The George Institute for Global Health, New Delhi, India
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Ma L, Zhang C, Lo KL, Meng X. Can Stringent Government Initiatives Lead to Global Economic Recovery Rapidly during the COVID-19 Epidemic? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:4993. [PMID: 36981902 PMCID: PMC10049032 DOI: 10.3390/ijerph20064993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 03/10/2023] [Accepted: 03/10/2023] [Indexed: 06/18/2023]
Abstract
This paper investigates the effectiveness of government measures implemented against COVID-19 and the factors influencing a country's economic growth from a global perspective. With the help of the data of the Government Response Stringency Index (GRSI), Google mobility, and confirmed COVID-19 daily cases, we conducted a panel model for 105 countries and regions from 11 March 2020 to 31 June 2021 to explore the effects of response policies in different countries against the pandemic. First, the results showed that staying in residential places had the strongest correlation with confirmed cases. Second, in countries with higher government stringency, stay-at-home policies carried out in the early spread of the pandemic had the most effective the impact. In addition, the results have also been strictly robustly analyzed by applying the propensity score matching (PSM) method. Third, after reconstructing a panel data of 47 OECD countries, we further concluded that governments should take stricter restrictive measures in response to COVID-19. Even though it may also cause a shock to the market in the short term, this may not be sustainable. As long as the policy response is justified, it will moderate the negative effect on the economy over time, and finally have a positive effect.
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Affiliation(s)
- Lizheng Ma
- School of Marxism, East China Normal University, 500 Dongchuan Road, Shanghai 200241, China
| | - Congzhi Zhang
- School of Economics and Management, Shanghai Maritime University, 1550 Haigang Road, Shanghai 201306, China
| | - Kai Lisa Lo
- School of Economics and Management, Shanghai Maritime University, 1550 Haigang Road, Shanghai 201306, China
| | - Xiangyan Meng
- School of Economics and Management, Shanghai Maritime University, 1550 Haigang Road, Shanghai 201306, China
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5
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Ahmad NA, Ismail NW, Sidique SFA, Mazlan NS. Air pollution, governance quality, and health outcomes: evidence from developing countries. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:41060-41072. [PMID: 36630041 DOI: 10.1007/s11356-023-25183-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2022] [Accepted: 01/03/2023] [Indexed: 06/17/2023]
Abstract
While studies have demonstrated that air pollution can be catastrophic to the population's health, few empirical studies are found in the economic literature because a considerable proportion of the evidence comes from epidemiological studies. Because of the crucial role of governance in the health community, good governance has been a contentious issue in public sector management in recent years. Therefore, the aim of this study is to examine the effects of air pollution and the role of governance on health outcomes. This study employed the generalized method of moment (GMM) estimation techniques to analyse panel data for 72 developing countries from 2010 to 2017. The empirical results confirm that higher PM2.5 and CO2 levels have a detrimental influence on life expectancy and healthy life expectancy, whereas the role of governance has a positive impact on life expectancy and healthy life expectancy. Furthermore, the findings show governance quality plays a role in moderating the negative effect of PM2.5 on health outcomes. The ongoing rise in air pollution has had a significant impact on the health of developing countries. It appears that governance quality has improved health outcomes. The findings have important policy implications, such that strengthening governance can reduce air pollution emissions in developing countries. However, to reduce the health effects of air pollution, developing countries must implement effective environmental development policies and track the implementation and enforcement of such policies.
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Affiliation(s)
- Nor Asma Ahmad
- Faculty of Entrepreneurship and Business, Universiti Malaysia Kelantan, Kampus Kota, Pengkalan Chepa, 16100, Kota Bharu, Kelantan, Malaysia.
| | - Normaz Wana Ismail
- School of Business and Economics, Universiti Putra Malaysia UPM, 43400, Serdang, Selangor, Malaysia
| | - Shaufique Fahmi Ahmad Sidique
- Institute of Tropical Agriculture and Food Security, Universiti Putra Malaysia UPM, 43400, Serdang, Selangor, Malaysia
| | - Nur Syazwani Mazlan
- School of Business and Economics, Universiti Putra Malaysia UPM, 43400, Serdang, Selangor, Malaysia
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Zimmer Z, Fraser K, Grol-Prokopczyk H, Zajacova A. A global study of pain prevalence across 52 countries: examining the role of country-level contextual factors. Pain 2022; 163:1740-1750. [PMID: 35027516 PMCID: PMC9198107 DOI: 10.1097/j.pain.0000000000002557] [Citation(s) in RCA: 78] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 10/29/2021] [Indexed: 11/26/2022]
Abstract
ABSTRACT There is wide variation in population-level pain prevalence estimates in studies of survey data around the world. The role of country-level social, economic, and political contextual factors in explaining this variation has not been adequately examined. We estimated the prevalence of unspecified pain in adults aged 25+ years across 52 countries using data from the World Health Survey 2002 to 2004. Combining data sources and estimating multilevel regressions, we compared country-level pain prevalence and explored which country-level contextual factors explain cross-country variations in prevalence, accounting for individual-level demographic factors. The overall weighted age- and sex-standardized prevalence of pain across countries was estimated to be 27.5%, with significant variation across countries (ranging from 9.9% to 50.3%). Women, older persons, and rural residents were significantly more likely to report pain. Five country-level variables had robust and significant associations with pain prevalence: the Gini Index, population density, the Gender Inequality Index, life expectancy, and global region. The model including Gender Inequality Index explained the most cross-country variance. However, even when accounting for country-level variables, some variation in pain prevalence remains, suggesting a complex interaction between personal, local, economic, and political impacts, as well as inherent differences in language, interpretations of health, and other difficult to assess cultural idiosyncrasies. The results give new insight into the high prevalence of pain around the world and its demonstrated association with macrofactors, particularly income and gender inequalities, providing justification for regarding pain as a global health priority.
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Affiliation(s)
- Zachary Zimmer
- Global Aging and Community Initiative, Department of Family Studies and Gerontology, Mount Saint Vincent University, Halifax, NS, Canada
| | - Kathryn Fraser
- Global Aging and Community Initiative, Department of Family Studies and Gerontology, Mount Saint Vincent University, Halifax, NS, Canada
| | | | - Anna Zajacova
- Department of Sociology, University of Western Ontario, London, ON, CA
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Socoliuc (Guriță) OR, Sîrghi N, Jemna DV, David M. Corruption and Population Health in the European Union Countries-An Institutionalist Perspective. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:5110. [PMID: 35564505 PMCID: PMC9102900 DOI: 10.3390/ijerph19095110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Revised: 04/14/2022] [Accepted: 04/20/2022] [Indexed: 02/05/2023]
Abstract
Even though the European Union (EU) is considered one of the best performers in the world in fighting corruption, the situation changes when the analysis is shifted to the national dimension of its member states, with significant differences concerning the effects of corruption on population health. Using the theory of New Institutional Economics as a complementary tool that provides additional representativeness to this phenomenon, the aim of this paper is to empirically investigate the impact of corruption on population health, considering also other demographic and socio-economic determinants. Using data collected at the EU level registered between 2000-2019, we employ panel date models to validate the ongoing effect of perceived corruption on population health. Our empirical findings fully validate the institutionalist perspective, according to which countries with inclusive institutions better control the anomaly of corruption while benefitting from higher life expectancy and reducing child mortality rates. Conversely, the EU countries with rather extractive institutions suffer in terms of both longevity of population and infant mortality. Our study emphasizes that in tackling corruption pressure on population health, the most effective way is to improve the quality of governance in countries with fragile institutions.
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Affiliation(s)
- Oana-Ramona Socoliuc (Guriță)
- Department of Economics and International Relations, Faculty of Economics and Business Administration, Alexandru Ioan Cuza University of Iași, 700505 Iași, Romania
| | - Nicoleta Sîrghi
- Department of Economics and Economic Modelling, Faculty of Economics and Business Administration, West University of Timisoara, 16 Pestalozzi Street, 300115 Timișoara, Romania;
| | - Dănuţ-Vasile Jemna
- Department of Accounting Business Information Systems and Statistics, Faculty of Economics and Business Administration, Alexandru Ioan Cuza University of Iași, 700505 Iași, Romania;
| | - Mihaela David
- Economic Research Department, “Gh. Zane” Institute for Economic and Social Research, Romanian Academy—Iași Branch, 700481 Iași, Romania;
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Tait PW. Good governance for planetary and the public's health: A 21 st century agenda for supporting and re-energising the public's health. Aust N Z J Public Health 2022; 46:101-104. [PMID: 35112762 DOI: 10.1111/1753-6405.13209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Affiliation(s)
- Peter W Tait
- Political Economy of Health Special Interest Group, Public Health Association of Australia, Australian Capital Territory
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9
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Government Health Expenditure and Public Health Outcomes: A Comparative Study among EU Developing Countries. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph182010725. [PMID: 34682472 PMCID: PMC8535729 DOI: 10.3390/ijerph182010725] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 10/09/2021] [Accepted: 10/10/2021] [Indexed: 12/18/2022]
Abstract
The aim of this paper was to empirically analyze the relationship between public health expenditure and health outcomes among EU developing countries. Using regression analysis and factor analysis, we documented that public health expenditure and health outcomes are in a long-run equilibrium relationship and the status of health expenditure can improve life expectancy and reduce infant mortality. Secondarily, we studied how the status of good governance, health care system performance, and socioeconomic vulnerabilities affect the public health’s outcomes in the selected countries. We found that the effectiveness of health and the way to reduce infant mortality or to improve life quality is directed conditioned by good governance status. Moreover, the consolidation of health care system performance directly improves the quality of life among EU developing countries, which indicates that public policymakers should intervene and provide political and financial support through policy mixes.
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Ahmad NA, Ismail NW, Ahmad Sidique SF, Mazlan NS. Air pollution effects on adult mortality rate in developing countries. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:8709-8721. [PMID: 33068244 DOI: 10.1007/s11356-020-11191-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Accepted: 10/07/2020] [Indexed: 06/11/2023]
Abstract
Although industrialisation is a crucial aspect of economic growth across developing nations, through the release of air contaminants, industrial activities may also create adverse environmental health consequences. Noting that continuous production and other economic activities are crucial for continued survival, this study explores this issue by including the role of governance that is deemed essential but the literature is relatively sparse particularly in the context of developing countries. This research empirically analyses the relationship between air pollution and adult mortality rates from 72 developing countries from the period of 2010 until 2017. Particulate matter (PM2.5) and carbon dioxide (CO2) are used as indicators of air pollution. From the generalized method of moments (GMM) estimations, the results reveal that air pollution negatively affects adult mortality rate. The result reveals that a 10% increase in the PM2.5 level induces the adult mortality rates to increase between 0.04% and 0.06%. In addition, the government significantly moderates the negative effect of air pollution on adult mortality, whereby a one-unit enhancement in governance quality index reduces mortality among the adults in the developing countries by 0.01%. On the other hand, CO2 emission also appears to be positive, but not statistically significant. The results suggest that governance and public health interplay in the sense of a transition towards economic development for improved living and health states can be achievable with improved governance quality.
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Affiliation(s)
- Nor Asma Ahmad
- Faculty of Entrepreneurship and Business, Universiti Malaysia Kelantan, Kota Bharu, Malaysia
| | - Normaz Wana Ismail
- School of Business and Economics, Universiti Putra Malaysia, Seri Kembangan, Malaysia.
- School of Business and Economics (Formerly known as Faculty of Economics and Management), Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia.
| | | | - Nur Syazwani Mazlan
- School of Business and Economics, Universiti Putra Malaysia, Seri Kembangan, Malaysia
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Naher N, Hoque R, Hassan MS, Balabanova D, Adams AM, Ahmed SM. The influence of corruption and governance in the delivery of frontline health care services in the public sector: a scoping review of current and future prospects in low and middle-income countries of south and south-east Asia. BMC Public Health 2020; 20:880. [PMID: 32513131 PMCID: PMC7278189 DOI: 10.1186/s12889-020-08975-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2019] [Accepted: 05/24/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The dynamic intersection of a pluralistic health system, large informal sector, and poor regulatory environment have provided conditions favourable for 'corruption' in the LMICs of south and south-east Asia region. 'Corruption' works to undermine the UHC goals of achieving equity, quality, and responsiveness including financial protection, especially while delivering frontline health care services. This scoping review examines current situation regarding health sector corruption at frontlines of service delivery in this region, related policy perspectives, and alternative strategies currently being tested to address this pervasive phenomenon. METHODS A scoping review following the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) was conducted, using three search engines i.e., PubMed, SCOPUS and Google Scholar. A total of 15 articles and documents on corruption and 18 on governance were selected for analysis. A PRISMA extension for Scoping Reviews (PRISMA-ScR) checklist was filled-in to complete this report. Data were extracted using a pre-designed template and analysed by 'mixed studies review' method. RESULTS Common types of corruption like informal payments, bribery and absenteeism identified in the review have largely financial factors as the underlying cause. Poor salary and benefits, poor incentives and motivation, and poor governance have a damaging impact on health outcomes and the quality of health care services. These result in high out-of-pocket expenditure, erosion of trust in the system, and reduced service utilization. Implementing regulations remain constrained not only due to lack of institutional capacity but also political commitment. Lack of good governance encourage frontline health care providers to bend the rules of law and make centrally designed anti-corruption measures largely in-effective. Alternatively, a few bottom-up community-engaged interventions have been tested showing promising results. The challenge is to scale up the successful ones for measurable impact. CONCLUSIONS Corruption and lack of good governance in these countries undermine the delivery of quality essential health care services in an equitable manner, make it costly for the poor and disadvantaged, and results in poor health outcomes. Traditional measures to combat corruption have largely been ineffective, necessitating the need for innovative thinking if UHC is to be achieved by 2030.
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Affiliation(s)
- Nahitun Naher
- BRAC James P. Grant BRAC School of Public Health, BRAC University, 5th Floor(Level-6), icddrb Building, 68 ShahidTajuddin Ahmed Sarani, Mohakhali, Dhaka, 1212, Bangladesh.
| | - Roksana Hoque
- BRAC James P. Grant BRAC School of Public Health, BRAC University, 5th Floor(Level-6), icddrb Building, 68 ShahidTajuddin Ahmed Sarani, Mohakhali, Dhaka, 1212, Bangladesh
| | - Muhammad Shaikh Hassan
- BRAC James P. Grant BRAC School of Public Health, BRAC University, 5th Floor(Level-6), icddrb Building, 68 ShahidTajuddin Ahmed Sarani, Mohakhali, Dhaka, 1212, Bangladesh
| | - Dina Balabanova
- Department of Global Health and Development, London School of Hygiene and Tropical Medicine (LSHTM), Room TP 308, 15-17 Tavistock Place, London, WC1H 9SH, UK
| | - Alayne M Adams
- Department of Family Medicine, Faculty of Medicine, McGill University, 5858 Cote des Neiges, Room 332, Montréal, Québec, H3S 1Z1, Canada
| | - Syed Masud Ahmed
- BRAC James P. Grant BRAC School of Public Health, BRAC University, 5th Floor(Level-6), icddrb Building, 68 ShahidTajuddin Ahmed Sarani, Mohakhali, Dhaka, 1212, Bangladesh
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Life Expectancy at Birth in Europe: An Econometric Approach Based on Random Forests Methodology. SUSTAINABILITY 2020. [DOI: 10.3390/su12010413] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
The objective of this work is to identify and classify the relative importance of several socioeconomic factors which explain life expectancy at birth in the European Union (EU) countries in the period 2008–2017, paying special attention to greenhouse gas emissions and public environmental expenditures. Methods: The Random Forests methodology was employed, which allows classification of the socioeconomic variables considered in the analysis according to their relative importance to explain health outcomes. Results: Per capita income, the educational level of the population, and the variable AREA (which reflects the subdivision of Europe into four relatively homogeneous areas), followed by the public expenditures on environmental and social protection, are the variables with the highest relevance in explaining life expectancy at birth in Europe over the perip.1 he peusto el correo e inciod 2008–2017. Conclusions: We have identified seven sectors as the main sources of greenhouse gas emissions: Electricity, gas, steam, and air conditioning supply; manufacturing; transportation and storage; agriculture, forestry, and fishing; construction; wholesale and retail trade, repair of motor vehicles and motorcycles; and mining and quarrying. Therefore, any public intervention related to environmental policy should be aimed at these economic sectors. Furthermore, it will be more effective to focus on public programs with higher relevance to the health status of the population, such as environmental and social protection expenditures.
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