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SHIMONOVICH MICHAL, CAMPBELL MHAIRI, THOMSON RACHELM, BROADBENT PHILIP, WELLS VALERIE, KOPASKER DANIEL, McCARTNEY GERRY, THOMSON HILARY, PEARCE ANNA, KATIKIREDDI SVITTAL. Causal Assessment of Income Inequality on Self-Rated Health and All-Cause Mortality: A Systematic Review and Meta-Analysis. Milbank Q 2024; 102:141-182. [PMID: 38294094 PMCID: PMC10938942 DOI: 10.1111/1468-0009.12689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 10/18/2023] [Accepted: 11/13/2023] [Indexed: 02/01/2024] Open
Abstract
Policy Points Income is thought to impact a broad range of health outcomes. However, whether income inequality (how unequal the distribution of income is in a population) has an additional impact on health is extensively debated. Studies that use multilevel data, which have recently increased in popularity, are necessary to separate the contextual effects of income inequality on health from the effects of individual income on health. Our systematic review found only small associations between income inequality and poor self-rated health and all-cause mortality. The available evidence does not suggest causality, although it remains methodologically flawed and limited, with very few studies using natural experimental approaches or examining income inequality at the national level. CONTEXT Whether income inequality has a direct effect on health or is only associated because of the effect of individual income has long been debated. We aimed to understand the association between income inequality and self-rated health (SRH) and all-cause mortality (mortality) and assess if these relationships are likely to be causal. METHODS We searched Medline, ISI Web of Science, Embase, and EconLit (PROSPERO: CRD42021252791) for studies considering income inequality and SRH or mortality using multilevel data and adjusting for individual-level socioeconomic position. We calculated pooled odds ratios (ORs) for poor SRH and relative risk ratios (RRs) for mortality from random-effects meta-analyses. We critically appraised included studies using the Risk of Bias in Nonrandomized Studies - of Interventions tool. We assessed certainty of evidence using the Grading of Recommendations Assessment, Development and Evaluation framework and causality using Bradford Hill (BH) viewpoints. FINDINGS The primary meta-analyses included 2,916,576 participants in 38 cross-sectional studies assessing SRH and 10,727,470 participants in 14 cohort studies of mortality. Per 0.05-unit increase in the Gini coefficient, a measure of income inequality, the ORs and RRs (95% confidence intervals) for SRH and mortality were 1.06 (1.03-1.08) and 1.02 (1.00-1.04), respectively. A total of 63.2% of SRH and 50.0% of mortality studies were at serious risk of bias (RoB), resulting in very low and low certainty ratings, respectively. For SRH and mortality, we did not identify relevant evidence to assess the specificity or, for SRH only, the experiment BH viewpoints; evidence for strength of association and dose-response gradient was inconclusive because of the high RoB; we found evidence in support of temporality and plausibility. CONCLUSIONS Increased income inequality is only marginally associated with SRH and mortality, but the current evidence base is too methodologically limited to support a causal relationship. To address the gaps we identified, future research should focus on income inequality measured at the national level and addressing confounding with natural experiment approaches.
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Affiliation(s)
- MICHAL SHIMONOVICH
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - MHAIRI CAMPBELL
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - RACHEL M. THOMSON
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - PHILIP BROADBENT
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - VALERIE WELLS
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - DANIEL KOPASKER
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - GERRY McCARTNEY
- School of Social and Political SciencesUniversity of Glasgow
| | - HILARY THOMSON
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - ANNA PEARCE
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
| | - S. VITTAL KATIKIREDDI
- MRC/CSO Social and Public Health Sciences Unit, School of Health and WellbeingUniversity of Glasgow
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Wang J, Xu Y. Digitalization, income inequality, and public health: Evidence from developing countries. TECHNOLOGY IN SOCIETY 2023; 73:102210. [PMID: 36845906 PMCID: PMC9943561 DOI: 10.1016/j.techsoc.2023.102210] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 02/18/2023] [Accepted: 02/19/2023] [Indexed: 05/21/2023]
Abstract
The COVID-19 pandemic has amplified the awareness and demand of public health worldwide. Based on the panel data of 81 developing countries from 2002 to 2019, this study probes into the effect of digitalization on public health and explores the mechanism through which digitalization affects public health from the perspective of income inequality. The results show that digitalization significantly enhances public health in developing countries, and this conclusion still holds after the robustness test. The heterogeneity analysis based on geographic location and income level indicates that the enhancing effect of digitalization on public health is most evident in Africa and middle-income countries. A further mechanism analysis suggests that digitalization can positively impact public health through the intermediary channel of suppressing income inequality. This study enriches the research on digitalization and public health and provides insights for comprehending public health needs and the powerful empowering effects of digitalization.
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Affiliation(s)
- Jing Wang
- College of Economics and Management, Northeast Agricultural University, Harbin, PR China
| | - Yubing Xu
- College of Economics and Management, Northeast Agricultural University, Harbin, PR China
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Góngora-Salazar P, Casabianca MS, Rodríguez-Lesmes P. Income inequality and self-rated health status in Colombia. Int J Equity Health 2022; 21:69. [PMID: 35578287 PMCID: PMC9108691 DOI: 10.1186/s12939-022-01659-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 04/04/2022] [Indexed: 11/23/2022] Open
Abstract
Background The negative association between income inequality and health has been known in the literature as the Income Inequality Hypothesis (IIH). Despite the multiple studies examining the validity of this hypothesis, evidence is still inconclusive, and the debate remains unsolved. In addition, relatively few studies have focused their attention on developing or emerging economies, where levels of inequality tend to be the highest in the world. This work examines the statistical association between income inequality and self-rated health status in Colombia, a highly unequal Latin American country. Methods To explore whether this association is present in the general population or whether it is only confined to the bottom of the income distribution, we use data from the 2011–2019 National Quality of Life Survey. Multiple probit estimations are considered for testing the robustness of the IIH. Results Evidence favouring the IIH was found, even after controlling for individual income levels, average regional income, and socioeconomic characteristics. The link between income inequality and the probability of reporting poor health seems to be present across all income quintiles. However, the magnitude of such association is considerably smaller when using inequality measures with relatively greater sensitivity to income differences among the rich. Conclusions The association between regional income inequality and individual's self-rated health status in Colombia is not only confined to low-income individuals but extends across all socioeconomic strata. This association is robust to the income inequality measure implemented, the income-unit of analysis, and changes in the sample. It is suggested that reducing income disparities can potentially contribute to improving individual's health. Supplementary Information The online version contains supplementary material available at 10.1186/s12939-022-01659-8.
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Affiliation(s)
- Pamela Góngora-Salazar
- Nuffield Department of Population Health, Health Economics Research Centre, University of Oxford, Richard Doll Building, Old Road Campus, Oxford, OX3 7LF, UK. .,Alianza EFI, Universidad del Rosario, Calle 12 C No 4 -69, Bogotá, 111711, Colombia. .,School of Economics, Universidad del Rosario, Calle 12 C No. 4 - 69, 111711, Bogotá, Colombia.
| | - María Sofía Casabianca
- School of Economics, Universidad del Rosario, Calle 12 C No. 4 - 69, 111711, Bogotá, Colombia
| | - Paul Rodríguez-Lesmes
- School of Economics, Universidad del Rosario, Calle 12 C No. 4 - 69, 111711, Bogotá, Colombia
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Damaskinos P, Koletsi-Kounari C, Mamai-Homata H, Papaioannou W. Social, Clinical and Psychometric Factors Affecting Self-Rated Oral Health, Self-Rated Health and Wellbeing in Adults: A Cross-Sectional Survey. Health (London) 2022. [DOI: 10.4236/health.2022.141009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Zhao L, Hessel P, Simon Thomas J, Beckfield J. Inequality in Place: Effects of Exposure to Neighborhood-Level Economic Inequality on Mortality. Demography 2021; 58:2041-2063. [PMID: 34477828 DOI: 10.1215/00703370-9463660] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
This study contributes to the debate on whether income inequality is harmful for health by addressing several analytical weaknesses of previous studies. Using the Panel Study of Income Dynamics in combination with tract-level measures of income inequality in the United States, we estimate the effects of differential exposure to income inequality during three decades of the life course on mortality. Our study is among the first to consider the implications of income inequality within U.S. tracts for mortality using longitudinal and individual-level data. In addition, we improve upon prior work by accounting for the dynamic relationship between local areas and individuals' health, using marginal structural models to account for changes in exposure to local income inequality. In contrast to other studies that found no significant relation between income inequality and mortality, we find that recent exposure to higher local inequality predicts higher relative risk of mortality among individuals at ages 45 or older.
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Affiliation(s)
- Linda Zhao
- Cornell Population Center, Cornell University, Ithaca, NY, USA
| | - Philipp Hessel
- Alberto Lleras Camargo School of Government, University of the Andes, Bogotá, Colombia
| | | | - Jason Beckfield
- Department of Sociology, Harvard University, Cambridge, MA, USA
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Cui S, Yu Y, Dong W, Xu T, Huang Y, Zhang X, Chen C. Are there gender differences in the trajectories of self-rated health among chinese older adults? an analysis of the Chinese Longitudinal Healthy Longevity Survey (CLHLS). BMC Geriatr 2021; 21:563. [PMID: 34663221 PMCID: PMC8522225 DOI: 10.1186/s12877-021-02484-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 09/17/2021] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Self-rated health (SRH) is a good predictor of morbidity and mortality. Extensive research has shown that females generally report poorer SRH than males but still tend to live longer. Previous studies used cross-sectional or pooled data for their analyses while ignoring the dynamic changes in males' and females' SRH statuses over time. Furthermore, longitudinal studies, especially those that focus on older adults, typically suffer from the incompleteness of data. As such, the effect of dropout data on the trajectories of SRH is still unknown. Our objective is to examine whether there are any gender differences in the trajectories of SRH statuses in Chinese older adults. METHODS The trajectories of SRH were estimated using the pattern-mixture model (PMM), a special latent growth model, under non-ignorable dropout data assumption. We analyzed the Chinese Longitudinal Healthy Longevity Survey (CLHLS) data of 15,613 older adults aged 65 years and above, collected from 2005 to 2014. RESULTS The results demonstrated the effect of non-ignorable dropout data assumptions in this study. The previous SRH score was negatively associated with the likelihood of dropping out of the study at the next follow-up survey. Our results showed that both males and females in China perceive their SRH as decreasing over time. A significant gender difference was found in the average SRH score (female SRH was lower than male SRH) in this study. Nonetheless, based on the results obtained using the PMM, there are no gender differences in the trajectories of SRH at baseline as well as in the rate of decline among the total sample. The results also show that males and females respond to SRH predictors similarly, except that current drinking has a more pronounced positive effect on males and healthcare accessibility has a more pronounced positive effect on females. CONCLUSIONS Our results suggest that missing data have an impact on the trajectory of SRH among Chinese older adults. Under the non-ignorable dropout data assumptions, no gender differences were found in trajectories of SRH among Chinese older adults. Males and females respond to SRH predictors similarly, except for current drinking habit and healthcare accessibility.
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Affiliation(s)
- Shichen Cui
- School of Public Health and Management, Wenzhou Medical University, Tongren Building 7B304, Zhejiang, 325035, Wenzhou, China
| | - Yushan Yu
- International Centre for Reproductive Health (ICRH), Department of Public Health and Primary Care, Faculty of Medicine and Health Sciences, Ghent University, 9000, Ghent, Belgium
| | - Weizhen Dong
- Department of Sociology and Legal Studies, University of Waterloo, 200 University Avenue West, N2L 3G1, Waterloo, Ontario, Canada
| | - Tingke Xu
- School of Public Health and Management, Wenzhou Medical University, Tongren Building 7B304, Zhejiang, 325035, Wenzhou, China
| | - Yunyun Huang
- School of Innovation and Enterpreneurship, Wenzhou Medical University, Zhejiang, 325035, Wenzhou, China
| | - Xiangyang Zhang
- The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, 325000, Wenzhou, China.
| | - Chun Chen
- School of Public Health and Management, Wenzhou Medical University, Tongren Building 7B304, Zhejiang, 325035, Wenzhou, China. .,Center for Health Assessment, Wenzhou Medical University, 325035, Wenzhou, Zhejiang, China.
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Moss JL, Roy S, Clebak KT, Radico J, Sell J, Scartozzi C, Zhou S, Chi G, Oser T. Area- and Individual-Level Correlates of Self-Rated Health: Implications for Geographic Health Disparities. J Prim Care Community Health 2021; 12:21501327211039715. [PMID: 34412529 PMCID: PMC8381451 DOI: 10.1177/21501327211039715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Self-rated health (SRH) is a common measure of overall health. However, little is known about multilevel correlates of physical and mental SRH. METHODS Patients attending primary care clinics completed a survey before their appointment, which we linked to community data from American Community Survey and other sources (n = 455). We conducted multilevel logistic regression to assess correlates of excellent/very good versus good/fair/poor physical and mental SRH. RESULTS 43.9% of participants had excellent/very good physical SRH, and 55.2% had excellent/very good mental SRH. Physical SRH was associated with age (odds ratio[OR] = 0.82 per 10 years; 95% confidence interval[CI] = 0.72-0.93) and community correlates, including retail establishment density (OR = 0.94, 95% CI = 0.90-0.99) and percent of students eligible for free/reduced lunch (OR = 1.60, 95% CI = 1.08-2.38) (all P < .05). Mental SRH was not associated with any characteristics. CONCLUSIONS Practitioners in public health, social work, and medicine could use zip codes to intervene in patients and communities to improve physical SRH.
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Affiliation(s)
| | | | | | - Julie Radico
- Penn State College of Medicine, Hershey, PA, USA
| | - Jarrett Sell
- Penn State College of Medicine, Hershey, PA, USA
| | | | - Shuai Zhou
- The Pennsylvania State University, State College, PA, USA
| | - Guangqing Chi
- The Pennsylvania State University, State College, PA, USA
| | - Tamara Oser
- University of Colorado School of Medicine, Aurora, CO, USA
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The Impact of Income Inequality on Subjective Environmental Pollution: Individual Evidence from China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18158090. [PMID: 34360383 PMCID: PMC8345546 DOI: 10.3390/ijerph18158090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 07/14/2021] [Accepted: 07/27/2021] [Indexed: 11/16/2022]
Abstract
Numerous studies have investigated the relationship between income inequality and objective environmental pollution, but few focus on the nexus between income inequality and subjective environmental pollution (SEP). Using micro data from the Chinese General Society Survey (CGSS) in 2013 and official statistical data at the provincial level, this paper tests the impact of individual-level income inequality on subjective environmental pollution in China. The results show that individual-level income inequality has an inverted U-shape relationship with subjective environmental pollution, which indicates that increasing the income inequality at the individual level will first rise and then reduce their perceived subjective environmental pollution after reaching the peak. For about 84% of respondents, their subjective environmental pollution decreases with the increase of individual-level income inequality. Furthermore, the heterogeneity analyses show that the income inequality of urban residents and of the locals have an inverted U-shape effect on SEP, and the SEP of females and of individuals with positive environmental attitude are more sensitive to the effect of income inequality. Additionally, we find that subjective well-being plays a mediating role in the relation between income inequality and SEP. Individual income inequality decreases their self-reported well-being, and an increase in well-being has a negative effect on their subjectively perceived environmental quality. We also find non-television media exposures, such as newspaper, magazine, broadcasting, Internet, and mobile custom messages, will amplify the effect of individual-level income inequality on subjective environmental pollution.
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Catma S, Reindl D. Parents' willingness to pay for a COVID-19 vaccine for themselves and their children in the United States. Hum Vaccin Immunother 2021; 17:2919-2925. [PMID: 33929290 DOI: 10.1080/21645515.2021.1919453] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
Differences in obtaining a vaccine vary based on a multitude of factors including perceptions of vaccine safety, efficacy and willingness to pay (WTP). This study focuses on parent perceptions toward a vaccine for COVID-19 including their WTP decisions for their children and themselves. A mixed methods design using a cross-sectional survey was used to assess the perceptions of US parents, with children under 18, in response to the COVID-19 pandemic. The survey was administered online in November 2020 and 584 final responses were collected. The questionnaire consisted of approximately 37 closed and open-ended questions regarding personal background information; awareness, knowledge, and experience of the virus; perception toward vaccines and COVID-19; and the contingent valuation of a hypothetical COVID-19 vaccine. WTP was found to be higher for children and a direct relationship between the number of children and WTP was observed. Parents were willing to pay US$228-$291 for a vaccine for themselves and US$243-US$321 for their children. A positive impact on WTP was found with self-reported parent health status but not children. The findings of this study have important implications for policy programs which require detailed cost-benefit analyses. WTP for a COVID-19 vaccine is crucial to determine the partial benefits of vaccinating to reduce the risk of repetitive widespread outbreaks.
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Affiliation(s)
- Serkan Catma
- Department of Business, University of South Carolina Beaufort, Bluffton, SC, USA
| | - Diana Reindl
- Department of Nursing and Health Professions, University of South Carolina Beaufort, Bluffton, SC, USA
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Thilsted SL, Folke F, Tolstrup JS, Thygesen LC, Gamst-Jensen H. Possible associations between callers' degree-of-worry and their socioeconomic status when contacting out-of-hours services: a prospective cohort study. BMC Emerg Med 2021; 21:53. [PMID: 33910517 PMCID: PMC8080378 DOI: 10.1186/s12873-021-00452-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Accepted: 04/20/2021] [Indexed: 11/28/2022] Open
Abstract
Background Telephone triage within out-of-hours (OOH) services aims to ascertain the urgency of a caller’s medical condition in order to determine the correct type of health care needed, ensuring patient safety. To improve the triage process by increasing patient-centred communication, a triage tool has been developed, whereby callers are asked to rate their degree-of-worry (DOW) as a measure of self-evaluated urgency. Studies show that low socioeconomic status (SES), being single and non-Western ethnicity are associated to low self-rated health and high morbidity and these factors may also be associated with high DOW. The aim of this paper was to examine if low SES, being single and non-Western ethnicity were associated to high DOW of callers contacting OOH services. Methods A prospective cohort study design, at the OOH services for the Capital Region of Denmark. Over 2 weeks, 6869 of 38,787 callers met the inclusion criteria: ≥18 years, patients themselves or close relative/friend, reported DOW, had a valid personal identification number and gave informed consent. Callers were asked to report their DOW (1 = minimal worry to 5 = maximal worry), which was dichotomized into low (1–3) and high (4, 5) DOW and linked to data from electronical medical records and Statistics Denmark. Socioeconomic factors (education and annual household income), marital status and ethnicity were assessed in relation to DOW by logistic regression. Results High DOW was reported by 38.2% of the participants. Low SES (low educational level; OR 1.5, 95% CI 1.3–1.7 and low annual household income; 1.5, 1.3–1.6) was associated with high DOW and so too was being single; 1.2, 1.1–1.3 and of non-Western ethnicity; 2.9, 2.5–3.4. Conclusions Knowledge of the association of low SES, marital status as single and non-Western ethnicity with high DOW among callers to OOH services may give call handlers a better understanding of callers’ DOW. If this does not correspond to the call handler’s perception of urgency, this knowledge may further encourage patient-centred communication, aid the triage process and increase patient safety. A better understanding of socioeconomic variables and their relation to callers’ DOW gives direction for future research to improve telephone triage of OOH services.
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Affiliation(s)
- Sita LeBlanc Thilsted
- Copenhagen Emergency Medical Services, University of Copenhagen, Copenhagen, Denmark.
| | - Fredrik Folke
- Copenhagen Emergency Medical Services, University of Copenhagen, Copenhagen, Denmark
| | - Janne S Tolstrup
- National Institute of Public Health, University of Southern Denmark, Odense, Denmark
| | - Lau Caspar Thygesen
- National Institute of Public Health, University of Southern Denmark, Odense, Denmark
| | - Hejdi Gamst-Jensen
- Copenhagen Emergency Medical Services, University of Copenhagen, Copenhagen, Denmark.,Clinical Research Centre, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
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Oshio T, Kimura H, Nishizaki T, Omori T. How does area-level deprivation depress an individual's self-rated health and life satisfaction? Evidence from a nationwide population-based survey in Japan. BMC Public Health 2021; 21:523. [PMID: 33731075 PMCID: PMC7968212 DOI: 10.1186/s12889-021-10578-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 03/07/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Area-level deprivation is well known to have an adverse impact on mortality, morbidity, or other specific health outcomes. This study examined how area-level deprivation may affect self-rated health (SRH) and life satisfaction (LS), an issue that is largely understudied. METHODS We used individual-level data obtained from a nationwide population-based internet survey conducted between 2019 and 2020, as well as municipality-level data obtained from a Japanese government database (N = 12,461 living in 366 municipalities). We developed multilevel regression models to explain an individual's SRH and LS scores using four alternative measures of municipality-level deprivation, controlling for individual-level deprivation and covariates. We also examined how health behavior and interactions with others mediated the impact of area-level deprivation on SRH and LS. RESULTS Participants in highly deprived municipalities tended to report poorer SRH and lower LS. For example, when living in municipalities falling in the highest tertile of municipality-level deprivation as measured by the z-scoring method, SRH and LS scores worsened by a standard deviation of 0.05 (p < 0.05) when compared with those living in municipalities falling in the lowest tertile of deprivation. In addition, health behavior mediated between 17.6 and 33.1% of the impact of municipality-level deprivation on SRH and LS, depending on model specifications. CONCLUSION Results showed that area-level deprivation modestly decreased an individual's general health conditions and subjective well-being, underscoring the need for public health policies to improve area-level socioeconomic conditions.
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Affiliation(s)
- Takashi Oshio
- Institute of Economic Research, Hitotsubashi University, 2-1 Naka, Kunitachi, Tokyo, 186-8603, Japan.
| | - Hiromi Kimura
- Survey Research Center, 3-13-5 Nihonbashi, Chuo-ku, Tokyo, 103-0027, Japan
| | - Toshimi Nishizaki
- Japan Cabinet Office, 1-6-1 Nagatacho, Chiyoda-ku, Tokyo, 100-8914, Japan
| | - Takashi Omori
- Osaka University, 1-7 Machikaneyama Toyonaka, Osaka, 560-0043, Japan
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Gorabi AM, Heshmat R, Farid M, Motamed-Gorji N, Motlagh ME, Zavareh NHT, Djalalinia S, Sheidaei A, Asayesh H, Madadi Z, Qorbani M, Kelishadi R. Economic Inequality in Life Satisfaction and Self-perceived Health in Iranian Children and Adolescents: The CASPIAN IV Study. Int J Prev Med 2019; 10:70. [PMID: 31198505 PMCID: PMC6547786 DOI: 10.4103/ijpvm.ijpvm_508_17] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Accepted: 11/18/2017] [Indexed: 11/15/2022] Open
Abstract
Background: The purpose of this study was to assess socioeconomic status (SES) inequality in life satisfaction (LS) and good self-perceived health (SPH) in Iranian children and adolescents. Methods: This nationwide study was conducted as part of a fourth national school-based surveillance program performed on 14880 students aged 6–18 years who were living in urban and rural areas of 30 provinces of Iran between 2011 and 2012. Using principle component analysis, the SES of participants was constructed as single variable. SES inequality in LS and good SPH across the SES quintiles was assessed using the concentration index (C) and slope index of inequality (SII). The determinants of this inequality are investigated by the Oaxaca Blinder decomposition method. Results: Frequency of LS along with the SES quintiles shifted significantly from 73.28% (95% CI: 71.49, 75.08) in the lowest quintile to 86.57% (95% CI:85.20, 87.93) in the highest SES quintile. Frequency of favorable SPH linearly increased from lowest SES quintile (76.18% (95% CI: 74.45, 77.92)) to highest SES quintile (83.39% (95% CI: 81.89, 84.89)). C index for LS and good SPH was negative, which suggests inequality was in favor of high SES group. SII for LS and SPH was 15.73 (95% CI: 12.10, 19.35) and 8.21 (95% CI: 5.46, 10.96)]. Living area and passive smoking were the most contributed factors in SES inequality of LS. Also passive smoking and physical activity were the most contributed factors in SES inequality of SPH. Conclusions: SES inequality in LS and good SPH was in favor of high SES group. These findings are useful for health policies, better programming and future complementary analyses.
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Affiliation(s)
- Armita Mahdavi Gorabi
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Ramin Heshmat
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Malihe Farid
- Non-communicable Diseases Research Center, Alborz University of Medical Sciences, Karaj, Iran
| | - Nazgol Motamed-Gorji
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Neda Hani-Tabaei Zavareh
- Department of Public Health, Master Candidate in Public Health, Massachusetts College of Pharmacy and Health Sciences, Boston, USA
| | - Shirin Djalalinia
- Development of Research and Technology Center, Deputy of Research and Technology, Ministry of Health and Medical Education, Tehran, Iran
| | - Ali Sheidaei
- Department of Epidemiology and Biostatistics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Hamid Asayesh
- Department of Medical Emergencies, Qom University of Medical Sciences, Qom, Iran
| | - Zahra Madadi
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mostafa Qorbani
- Non-communicable Diseases Research Center, Alborz University of Medical Sciences, Karaj, Iran.,Department of Epidemiology, Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Roya Kelishadi
- Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-communicable Diseases, Isfahan University of Medical Sciences, Isfahan, Iran
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13
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Sutherland JM, Kurzawa Z, Karimuddin A, Duncan K, Liu G, Crump T. Wait lists and adult general surgery: is there a socioeconomic dimension in Canada? BMC Health Serv Res 2019; 19:161. [PMID: 30866903 PMCID: PMC6416854 DOI: 10.1186/s12913-019-3981-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Accepted: 03/01/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Little is known about whether patients' socioeconomic status influences their access to elective general surgery in Canada. The purpose of this study was to assess the association between socioeconomic status and wait times for elective general surgery. METHODS Analysis of prospectively recruited participants' data. The setting was six hospitals in the Vancouver Coastal Health Authority, a geographically defined region that includes Vancouver, British Columbia, Canada. Participants had elective general surgery between October 2013 and April 2017, community dwelling, aged 19 years or older and could complete survey forms. The outcome measure was wait time, defined as the number of weeks between being registered for elective general surgery and surgery date. RESULTS One thousand three hundred twenty elective general surgery participants were included in the study. The response rate among eligible patients was 53%. Regression analyses found no statistically significant association between patients' wait time with SES, adjusting for health status, cancer status, surgical priority level, comorbidity burden and demographic characteristics. Participants with proven or suspected cancer status had shorter waits relative to participants waiting for surgery for benign conditions. Participants with at least one comorbidity tended to experience shorter waits of approximately 5 weeks (p < 0.01). Pre-operative pain or depression/anxiety were not associated with shorter wait times. CONCLUSIONS Although this study found no relationship between SES and surgical wait time for elective general surgeries in the study hospitals, patients in lower SES categories reported worse health when assigned to the surgical queue.
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Affiliation(s)
- Jason M Sutherland
- Centre for Health Services and Policy Research, School of Population and Public Health, University of British Columbia, 201-2206 East Mall, Vancouver, British Columbia, V6T 1Z3, Canada.
| | - Zuzanna Kurzawa
- Centre for Health Services and Policy Research, School of Population and Public Health, University of British Columbia, 201-2206 East Mall, Vancouver, British Columbia, V6T 1Z3, Canada
| | - Ahmer Karimuddin
- Section of Colorectal Surgery, Department of Surgery, University of British Columbia, Vancouver, Canada
| | - Katrina Duncan
- Department of Surgery, University of British Columbia, Vancouver, Canada
| | - Guiping Liu
- Centre for Health Services and Policy Research, School of Population and Public Health, University of British Columbia, 201-2206 East Mall, Vancouver, British Columbia, V6T 1Z3, Canada
| | - Trafford Crump
- Department of Surgery, Cumming School of Medicine, University of Calgary, Calgary, Canada
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14
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Brzezinski M. What accounts for the rise of low self-rated health during the recent economic crisis in Europe? Int J Equity Health 2019; 18:21. [PMID: 30691481 PMCID: PMC6350338 DOI: 10.1186/s12939-019-0926-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Accepted: 01/21/2019] [Indexed: 11/11/2022] Open
Abstract
Background A growing literature investigates health effects of the recent economic crisis. This study examines how different economic mechanisms affected low self-rated health (SRH) in Europe over the crisis period (2008–2011). We measure changes in low SRH over 2008–2011 and analyze how they are accounted for by changes in household income levels and income distribution (income poverty, income inequality), labour market developments (increasing unemployment, falling employment, changes in labour market inactivity), and non-income poverty (material deprivation). Methods We use balanced panel data for 2008–2011 covering 26 European countries and 43,456 participants. The data come from longitudinal 2011 European Union Statistics on Income and Living Conditions (EU-SILC) database. Increases in low SRH incidence over time are decomposed into the contributions of changes in the distribution of covariates and changes in returns to the covariates. Main covariates include household income and its distribution, labour market developments, and non-income poverty (material deprivation). The decompositions are performed using a detailed non-linear multivariate regression-based decomposition methodology. Results Low SRH incidence increased in Europe during the crisis by almost 2 percentage points, and by 3.7 percentage points in case of the Baltic countries. Decomposition analysis shows that: 1) decreasing household incomes and changing income distribution had no impact on low SRH incidence, 2) rise of material deprivation accounts for a significant portion (12%) of the overall growth in low SRH rates (27% for the Baltic countries), 3) decreasing levels of full-time and part-time employment as well as transitions to unemployment, economic inactivity, disability, or retirement account jointly for about 21% of the rise in low SRH in Europe (73% for Baltic countries). Conclusion Together, the recession-related economic factors account for about 33% of the increase in low SRH incidence in Europe during the crisis, and for about 100% of the increase in the Baltic countries. Public health policy during recessions should focus also on reducing material deprivation through free or subsidized access to public services, public housing, and other means. Electronic supplementary material The online version of this article (10.1186/s12939-019-0926-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Michal Brzezinski
- Faculty of Economic Sciences, University of Warsaw, Dluga 44/50, 00-241, Warsaw, Poland.
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15
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Adeline A, Delattre E. Some microeconometric evidence on the relationship between health and income. HEALTH ECONOMICS REVIEW 2017; 7:27. [PMID: 28808935 PMCID: PMC5555967 DOI: 10.1186/s13561-017-0163-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/09/2017] [Accepted: 07/25/2017] [Indexed: 06/07/2023]
Abstract
This paper examines the association between income, income inequalities and health inequalities in Europe. The contribution of this paper is to study different hypotheses linking self-perceived health status and income, allowing for the identification of different mechanisms in income-related health inequalities. Using data from the Survey of Health, Ageing and Retirement in Europe (15 countries), we take the advantage of the cross-sectional and longitudinal nature of this rich database to make robust results. The analyses (coefficient estimates as well as average marginal effects) strongly support two hypotheses by showing that (i) income has a positive and concave effect on health (Absolute Income Hypothesis); (ii) income inequalities in a country affect all members in a society (strong version of the Income Inequality Hypothesis). However, our study suggests that, when considering the position of the individual in the income distribution, as well as the interaction between income inequalities and these rankings, one cannot identify individuals the most affected by income inequalities (which should be the least well-off in a society according to the weak version of the Income Inequality Hypothesis). Finally, the robustness of this study is emphasized when implementing a generalized ordered probit to consider the subjective nature of the self-perceived health status to avoid the traps encountered in previous studies.
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Affiliation(s)
- Amélie Adeline
- THEMA, University of Cergy-Pontoise, 33 Bd. du Port, Cergy, 95000 France
| | - Eric Delattre
- THEMA, University of Cergy-Pontoise, 33 Bd. du Port, Cergy, 95000 France
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16
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Unmet healthcare needs in Ireland: Analysis using the EU-SILC survey. Health Policy 2017; 121:434-441. [DOI: 10.1016/j.healthpol.2017.02.009] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2016] [Revised: 12/15/2016] [Accepted: 02/06/2017] [Indexed: 11/20/2022]
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17
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Kim I, Bahk J, Yun SC, Khang YH. Income gaps in self-rated poor health and its association with life expectancy in 245 districts of Korea. Epidemiol Health 2017; 39:e2017011. [PMID: 28330335 PMCID: PMC5543297 DOI: 10.4178/epih.e2017011] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2016] [Accepted: 03/15/2017] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVES To examine the income gaps associated with self-rated poor health at the district level in Korea and to identify the geographical correlations between self-rated poor health, life expectancy, and the associated income gaps. METHODS We analyzed data for 1,578,189 participants from the Community Health Survey of Korea collected between 2008 and 2014. The age-standardized prevalence of self-rated poor health and the associated income gaps were calculated. Previously released data on life expectancy and the associated income gaps were also used. We performed correlation and regression analyses for self-rated poor health, life expectancy, and associated income gaps. RESULTS Across 245 districts, the median prevalence of self-rated poor health was 15.7% (95% confidence interval [CI], 14.6 to 16.8%), with interquartile range (IQR) of 3.1 percentage points (%p). The median interquintile gaps in the prevalence of self-rated poor health was 11.1%p (95% CI, 8.1 to 14.5%p), with IQR of 3.6%p. Pro-rich inequalities in self-rated health were observed across all 245 districts of Korea. The correlation coefficients for the association between self-rated poor health and the associated income gaps, self-rated poor health and life expectancy, and income gaps associated with self-rated poor health and life expectancy were 0.59, 0.78 and 0.55 respectively. CONCLUSIONS Income gaps associated with self-rated poor health were evident across all districts in Korea. The magnitude of income gaps associated with self-rated poor health was larger in the districts with greater prevalence of self-rated poor health. A strong correlation between self-rated poor health and life expectancy was also observed.
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Affiliation(s)
- Ikhan Kim
- Department of Health Policy and Management, Seoul National University College of Medicine, Seoul, Korea
| | - Jinwook Bahk
- Institute of Health Policy and Management, Seoul National University Medical Research Center, Seoul, Korea.,Department of Public Health, Keimyung University, Daegu, Korea
| | - Sung-Cheol Yun
- Department of Clinical Epidemiology and Biostatistics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Young-Ho Khang
- Department of Health Policy and Management, Seoul National University College of Medicine, Seoul, Korea.,Institute of Health Policy and Management, Seoul National University Medical Research Center, Seoul, Korea
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18
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Çelik Y, Khan M, Hikmet N. Achieving value for money in health: a comparative analysis of OECD countries and regional countries. Int J Health Plann Manage 2016; 32:e279-e298. [PMID: 27510835 DOI: 10.1002/hpm.2375] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2016] [Revised: 06/01/2016] [Accepted: 06/27/2016] [Indexed: 11/09/2022] Open
Abstract
OBJECTIVE To measure efficiency gains in health sector over the years 1995 to 2013 in OECD, EU, non-member European countries. METHODS An output-oriented DEA model with variable return to scale, and residuals estimated by regression equations were used to estimate efficiencies of health systems. Slacks for health care outputs and inputs were calculated by using DEA multistage method of estimating country efficiency scores. RESULTS Better health outcomes of countries were related with higher efficiency. Japan, France, or Sweden were found to be peer-efficient countries when compared to other developed countries like Germany and United States. Increasing life expectancy beyond a certain high level becomes very difficult to achieve. Despite declining marginal productivity of inputs on health outcomes, some developed countries and developing countries were found to have lowered their inefficiencies in the use of health inputs. Although there was no systematic relationship between political system of countries and health system efficiency, the objectives of countries on social and health policy and the way of achieving these objectives might be a factor increasing the efficiency of health systems. CONCLUSIONS Economic and political stability might be as important as health expenditure in improving health system goals. A better understanding of the value created by health expenditures, especially in developed countries, will require analysis of specific health interventions that can increase value for money in health. Copyright © 2016 John Wiley & Sons, Ltd.
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Affiliation(s)
- Yusuf Çelik
- Faculty of Economics and Administrative Sciences, Department of Health Care Management, Ankara, Turkey
| | - Mahmud Khan
- Department of Health Services Policy and Management, Arnold School of Public Health, Columbia, South Carolina, USA
| | - Neşet Hikmet
- Department of Integrated Information Technology, Columbia, South Carolina, USA
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19
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20
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Min JW. Trends in income-related health inequalities in self-assessed health in Korea, 1998-2011. Glob Public Health 2014; 9:1053-66. [PMID: 25096263 DOI: 10.1080/17441692.2014.931448] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
This study assesses income-related health inequalities in self-assessed health (SAH) and its trend from 1998 to 2011 in Korea that covers important time periods of financial crisis and post-crisis. Data came from the Korean National Health and Nutrition Examination Survey from 1998 to 2011. A population-representative sample aged 46 years and older was analysed. SAH was used as an indicator of health status, with household equivalence income as a proxy for socio-economic position. Age-adjusted prevalence rates of SAH were analysed to estimate both absolute and relative measures of health inequalities and the trend over time by the relative index of inequality (RII) and the slope index of inequality (SII). Results indicated that the highest level of health inequalities was found among men aged 46-59 years, especially in 2001 and 2005. For men, there was no clear, consistent pattern of increase or decrease in the trend over time. On the other hand, increasing trends in the RII and SII were found for women, except for women aged 46-59 years who reported a decreasing trend in the SII. Trends in health inequalities over time were influenced by economic crisis, demonstrating the need for macro-level economic policies as well as health policies addressing health gaps.
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Affiliation(s)
- Jong Won Min
- a School of Social Work , San Diego State University , San Diego , CA , USA
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21
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Min JW. Trends in Socioeconomic and Racial/Ethnic Inequalities in Self-Assessed Health, Disability, and Mental Health in California: Findings from CHIS 2001–2011. J Racial Ethn Health Disparities 2014. [DOI: 10.1007/s40615-014-0027-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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22
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Andersen JH, Labriola M, Lund T, Hansen CD. Development of health and depressive symptoms among Danish adolescents—Socioeconomic differences and effects of life-style. ACTA ACUST UNITED AC 2013. [DOI: 10.4236/ojpm.2013.31013] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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23
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Bechtel L, Lordan G, Rao DSP. Income inequality and mental health--empirical evidence from Australia. HEALTH ECONOMICS 2012; 21 Suppl 1:4-17. [PMID: 22556000 DOI: 10.1002/hec.2814] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
The causal association between absolute income and health is well-established; however, the relationship between income inequality and health is not. The conclusions from the received studies vary across the region or country studied and/or the methodology employed. Using the Household, Income and Labour Dynamics in Australia panel survey, this paper investigates the relationship between mental health and inequality in Australia. A variety of income inequality indices are calculated to test both the income inequality and relative deprivation hypotheses. We find that mental health is only adversely affected by the presence of relative deprivation to a very small degree. In addition, we do not find support for the income inequality hypothesis. Importantly, our results are robust to a number of sensitivity analyses.
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24
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Modrek S, Dow WH, Rosero-Bixby L. Long-term association of economic inequality and mortality in adult Costa Ricans. Soc Sci Med 2011; 74:158-66. [PMID: 22240449 DOI: 10.1016/j.socscimed.2011.10.034] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2011] [Revised: 10/15/2011] [Accepted: 10/28/2011] [Indexed: 10/14/2022]
Abstract
Despite the large number of studies, mostly in developed economies, there is limited consensus on the health effects of inequality. Recently a related literature has examined the relationship between relative deprivation and health as a mechanism to explain the economic inequality and health relationship. This study evaluates the relationship between mortality and economic inequality, as measured by area-level Gini coefficients, as well as the relationship between mortality and relative deprivation, in the context of a middle-income country, Costa Rica. We followed a nationally representative prospective cohort of approximately 16,000 individuals aged 30 and over who were randomly selected from the 1984 census. These individuals were then linked to the Costa Rican National Death Registry until Dec. 31, 2007. Hazard models were used to estimate the relative risk of mortality for all-cause and cardiovascular disease mortality for two indicators: canton-level income inequality and relative deprivation based on asset ownership. Results indicate that there was an unexpectedly negative association between canton income inequality and mortality, but the relationship is not robust to the inclusion of canton fixed-effects. In contrast, we find a positive association between relative deprivation and mortality, which is robust to the inclusion of canton fixed-effects. Taken together, these results suggest that deprivation relative to those higher in a hierarchy is more detrimental to health than the overall dispersion of the hierarchy itself, within the Costa Rican context.
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Affiliation(s)
- Sepideh Modrek
- Stanford University, School of Medicine, Palo Alto, CA, USA.
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25
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Modrek S, Ahern J. Longitudinal relation of community-level income inequality and mortality in Costa Rica. Health Place 2011; 17:1249-57. [PMID: 21873102 DOI: 10.1016/j.healthplace.2011.07.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2011] [Revised: 05/23/2011] [Accepted: 07/12/2011] [Indexed: 11/16/2022]
Abstract
The controversy regarding the direct relationship between income distribution and health remains unresolved. Empirical evidence has often failed to advance our understanding because in the countries studied there was limited ability to distinguish hypotheses. This study examines the relation between inequality and mortality in the context of Costa Rica. Costa Rica's unique social and political structure makes confounding through resource and political channels less likely, thus any effects would work predominantly through direct psychosocial channels. Using mortality data extracted from the Vital Statistics Registry, we evaluate the longitudinal relations between lagged and contemporaneous income inequality and cause-specific mortality in Costa Rica from 1995 to 2005. For those aged 15-60, results indicate that there is a significant adverse relation between increases in lagged inequality and mortality from liver disease, and marginal adverse relations with mortality from diabetes and suicide. For those aged 60 and over, there is a limited evidence of a relation between inequality and health. These results suggest increases in inequality may impact health behavior of the working aged population in Costa Rica.
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Affiliation(s)
- Sepideh Modrek
- General Internal Medicine, Stanford University, 1070 Arastradero Road, Palo Alto, CA 94304-1334, USA.
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26
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Perera I, Ekanayake L. Influence of oral health-related behaviours on income inequalities in oral health among adolescents. Community Dent Oral Epidemiol 2011; 39:345-51. [DOI: 10.1111/j.1600-0528.2010.00606.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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