scholarly journals Catastrophic Household Expenditure for Healthcare in Turkey: Clustering Analysis of Categorical Data

Data ◽  
2019 ◽  
Vol 4 (3) ◽  
pp. 112
Author(s):  
Onur Dogan ◽  
Gizem Kaya ◽  
Aycan Kaya ◽  
Hidayet Beyhan

The amount of health expenditure at the household level is one of the most basic indicators of development in countries. In many countries, health expenditure increases relative to national income. If out-of-pocket health spending is higher than the income or too high, this indicates an economical alarm that causes a lower life standard, called catastrophic health expenditure. Catastrophic expenditure may be affected by many factors such as household type, property status, smoking and drinking alcohol habits, being active in sports, and having private health insurance. The study aims to investigate households with respect to catastrophic health expenditure by the clustering method. Clustering enables one to see the main similarity and difference between the groups. The results show that there are significant and interesting differences between the five groups. C4 households earn more but spend less money on health problems by the rate of 3.10% because people who do physical exercises regularly have fewer health problems. A household with a family with one adult, landlord and three people in total (mother or father and two children) in the cluster C5 earns much money and spends large amounts for health expenses than other clusters. C1 households with elementary families with three children, and who do not pay rent although they are not landlords have the highest catastrophic health expenditure. Households in C3 have a rate of 3.83% health expenditure rate on average, which is higher than other clusters. Households in the cluster C2 make the most catastrophic health expenditure.

2021 ◽  
pp. 1-7
Author(s):  
Carlota QUINTAL ◽  
José LOPES

Financial protection is a core dimension of health system evaluation; therefore, several works on catastrophic health expenditure (CHE) have been developed. There are, however, some gaps in the literature; hence, this work aims to look at CHE from a different angle, analysing the money spent by households.


PLoS ONE ◽  
2021 ◽  
Vol 16 (8) ◽  
pp. e0255354
Author(s):  
Taiwo A. Obembe ◽  
Jonathan Levin ◽  
Sharon Fonn

Background Out of Pocket (OOP) payment continues to persist as the major mode of payment for healthcare in Nigeria despite the introduction of the National Health Insurance Scheme (NHIS). Although the burden of health expenditure has been examined in some populations, the impact of OOP among slum dwellers in Nigeria when undergoing emergencies, is under-researched. This study sought to examine the prevalence, factors and predictors of catastrophic health expenditure amongst selected slum and non-slum communities undergoing emergency surgery in Southwestern Nigeria. Methods The study utilised a descriptive cross-sectional survey design to recruit 450 households through a multistage sampling technique. Data were collected using pre-tested semi-structured questionnaires in 2017. Factors considered for analysis relating to the payer were age, sex, relationship of payer to patient, educational status, marital status, ethnicity, occupation, income and health insurance coverage. Variables factored into analysis for the patient were indication for surgery, grade of hospital, and type of hospital. Households were classified as incurring catastrophic health expenditure (CHE), if their OOP expenditure exceeded 5% of payers’ household budget. Analysis of the data took into account the multistage sampling design. Results Overall, 65.6% (95% CI: 55.6–74.5) of the total population that were admitted for emergency surgery, experienced catastrophic expenditure. The prevalence of catastrophic expenditure at 5% threshold, among the population scheduled for emergency surgeries, was significantly higher for slum dwellers (74.1%) than for non-slum dwellers (47.7%) (F = 8.59; p = 0.019). Multiple logistic regression models revealed the significant independent factors of catastrophic expenditure at the 5% CHE threshold to include setting of the payer (whether slum or non-slum dweller) (p = 0.019), and health insurance coverage of the payer (p = 0.012). Other variables were nonetheless significant in the bivariate analysis were age of the payer (p = 0.017), income (p<0.001) and marital status of the payer (p = 0.022). Conclusion Although catastrophic health expenditure was higher among the slum dwellers, substantial proportions of respondents incurred catastrophic health expenditure irrespective of whether they were slum or non-slum dwellers. Concerted efforts are required to implement protective measures against catastrophic health expenditure in Nigeria that also cater to slum dwellers.


2020 ◽  
Vol 18 (1) ◽  
Author(s):  
Hyeon Ji Lee ◽  
Doo Woong Lee ◽  
Dong-Woo Choi ◽  
Sarah Soyeon Oh ◽  
Junhyun Kwon ◽  
...  

Abstract Background The rate of catastrophic health expenditure (CHE) continues to rise in South Korea. This study examined the association between changes in economic activity and CHE experiences in South Korea. Methods This study analyzed the Korea Health Panel Survey data using a logistic regression analysis to study the association between changes in economic activity in 2014–2015 and the participants’ CHE experiences in 2015. The study included a total of 12,454 individuals over the age of 19. The subgroup analyses were organized by sex, age, health-related variables, and household level variables, and the reasons for leaving economic activity. Results Those who quit economic activities were more likely to experience CHE than those who continued to engage in economic activities (OR [odds ratio] = 2.10; 95% CI [confidence interval]: 1.31–3.36). The subgroup analysis results, according to health-related variables, showed that there is a tendency to a higher Charlson comorbidity index, a higher OR, and, in groups that quit their economic activities, people with disabilities were more likely to experience CHE than people without disabilities (OR = 5.63; 95% CI 1.71–18.59, OR = 1.82; 95% CI 1.08–3.08, respectively). Another subgroup analysis found that if the reason for not participating in economic activity was a health-related issue, the participant was more likely to experience CHE (active → inactive: OR = 2.40; 95% CI 0.61–9.43, inactive → inactive OR = 1.65; 95% CI 1.01–2.68). Conclusions Those individuals who became unemployed were more likely to experience CHE, especially if health problems precipitated the job loss. Therefore, efforts are needed to expand coverage for those people who suffer from high medical expenses.


2021 ◽  
Vol 6 (11) ◽  
pp. e007265
Author(s):  

IntroductionTracking the progress of universal health coverage (UHC) is typically at a country level. However, country-averages may mask significant small-scale variation in indicators of access and use, which would have important implications for policy choice to achieve UHC.MethodsWe conducted a retrospective cross-sectional household and individual-level survey in seven slum sites across Nigeria, Kenya, Bangladesh and Pakistan. We estimated the adjusted association between household capacity to pay and report healthcare need, use and spending. Catastrophic health expenditure was estimated by five different methods.ResultsWe surveyed 7002 households and 6856 adults. Gini coefficients were wide, ranging from 0.32 to 0.48 across the seven sites. The total spend of the top 10% of households was 4–47 times more per month than the bottom 10%. Households with the highest budgets were: more likely to report needing care (highest vs lowest third of distribution of budgets: +1 to +31 percentage points (pp) across sites), to spend more on healthcare (2.0 to 6.4 times higher), have more inpatient and outpatient visits per year in five sites (1.0 to 3.0 times more frequently), spend more on drugs per visit (1.1 to 2.2 times higher) and were more likely to consult with a doctor (1.0 to 2.4 times higher odds). Better-off households were generally more likely to experience catastrophic health expenditure when calculated according to four methods (−1 to +12 pp), but much less likely using a normative method (−60 to −80 pp).ConclusionsSlums have a very high degree of inequality of household budget that translates into inequities in the access to and use of healthcare. Evaluation of UHC and healthcare access interventions targeting these areas should consider distributional effects, although the standard measures may be unreliable.


Author(s):  
Xiaochen Ma ◽  
Ziyue Wang ◽  
Xiaoyun Liu

Background: To provide an updated estimate of the level and change in catastrophic health expenditure in China and examine the association between catastrophic health expenditure and family net income, we obtained data from four waves of the China Family Panel Studies conducted between 2010 and 2016. Method: We defined catastrophic health expenditure as out-of-pocket payments equaling or exceeding 40% of the household’s capacity to pay. The Poisson regression with robust variance and generalized estimated equation (Poisson-GEE) model was used to quantify the level and change of catastrophic health expenditure, as well as the association between catastrophic heath expenditure and family net income. Result: Overall, the incidence of catastrophic expenditure in China experienced a 0.70-fold change between 2010 (12.57%) and 2016 (8.94%). The incidence of catastrophic health expenditure (CHE) decreased more in the poorest income quintile than the richest income quintile (annual decrease of 1.17% vs. 0.24% in urban areas, p < 0.001; 1.64% vs. −0.02% in rural areas, p < 0.001). Every 100% increase in income was associated with a 14% relative-risk reduction in CHE (RR = 0.86, 95% CI: 0.85–0.88) after adjusting for demographics, health needs, and health utilization characteristics; this association was weaker in recent years. Conclusion: Our analysis found that China made progress to reduce catastrophic health expenditure, especially for poorer groups. Income growth is strongly associated with this change.


2020 ◽  
Vol 16 (4) ◽  
pp. 481-493
Author(s):  
Milan Das ◽  
Kaushalendra Kumar ◽  
Junaid Khan

Purpose The purpose of this paper is to examine the dynamic nature of the catastrophic health expenditure (CHE) on remittances receiving households between 2005 and 2012 in India. Design/methodology/approach The study adopted Xu’s (2005) definition of catastrophic health-care expenditure. And also used binary logistic regression to examine the effects of remittances being received on CHE in households across India. The data were drawn from the two rounds of the India Human Development Survey conducted by the University of Maryland, the USA, and the National Council of Applied Economic Research, New Delhi, India. Findings The results show that the percentage of households received remittances, and that the amount of remittances received has substantially increased during 2005 and 2012, though variation is evident by socioeconomic and demographic characteristics of the household. Apparently, the variation (percentage of households received remittances) is more pronounced for factors such as household size, number of 60+ elderly, sectors and by regions. Household’s catastrophic health spending and remittances being received show a statistically significant association. Households which received remittances during both the time showed the lowest likelihood (AOR:0.82; p-value < 0.10; 95% CI:0.64–1.03) to experience catastrophic health spending. Originality/value The paper identified the research gap to examine the occurrence of catastrophic health spending by remittances receiving status of the household using a novel panel data set.


2016 ◽  
Vol 50 (suppl 2) ◽  
Author(s):  
Vera Lucia Luiza ◽  
Noemia Urruth Leão Tavares ◽  
Maria Auxiliadora Oliveira ◽  
Paulo Sergio Dourado Arrais ◽  
Luiz Roberto Ramos ◽  
...  

ABSTRACT OBJECTIVE To describe the magnitude of the expenditure on medicines in Brazil according to region, household size and composition in terms of residents in a situation of dependency. METHODS Population-based data from the national household survey were used, with probabilistic sample, applied between September 2013 and February 2014 in urban households. The expenditure on medicines was the main outcome of interest. The prevalence and confidence intervals (95%CI) of the outcomes were stratified according to socioeconomic classification and calculated according to the region, the number of residents dependent on income, the presence of children under five years and residents in a situation of dependency by age. RESULTS In about one of every 17 households (5.3%) catastrophic health expenditure was reported and, in 3.2%, the medicines were reported as one of the items responsible for this situation. The presence of three or more residents (3.6%) and resident in a situation of dependency (3.6%) were the ones that most reported expenditure on medicines. Southeast was the region with the lowest prevalence of expenditure on medicines. The prevalence of households with catastrophic health expenditure and on medicines in relation to the total of households showed a regressive tendency for economic classes. CONCLUSIONS Catastrophic health expenditure was present in 5.3%, and catastrophic expenditure on medicines in 3.2% of the households. Multi-person households, presence of residents in a situation of economic dependency and belonging to the class D or E had the highest proportion of catastrophic expenditure on medicines. Although the problem is important, permeated by aspects of iniquity, Brazilian policies seem to be protecting families from catastrophic expenditure on health and on medicine.


2020 ◽  
Author(s):  
Surianti Sukeri ◽  
Muaz Sayuti

Abstract Background: The Sustainable Development Goal (SDG) 3.8.2 is one of the two indicators to monitor a country's progress towards universal health coverage. It concerns the financial protection against catastrophic spending on health based on the budget share approach. The purpose of this study is twofold: 1) to measure SDG 3.8.2 on the proportion of households with catastrophic health expenditure (CHE), and 2) to determine households at risk of CHEMethods: A cross-sectional study was conducted using secondary data from the 2015/2016 Household Expenditure Survey. The inclusion criterion was Malaysian households with some health spending in the past 12 months before the date of the survey. The World Health Organization method of calculating CHE was applied in the calculation, and a threshold of 10% out-of-pocket health spending from total household expenditures was used to determine CHE. Data were analysed descriptively, and multiple logistic regression was used to determine factors associated with CHE.Results: A total of 13015 households were involved in the study. The proportion of CHE was 2.8%. Four associated factors that were statistically significant were female-headed household (Adjusted OR 1.6; CI 1.25, 2.03; p-value <0.001), household that lived in rural area (Adjusted OR 1.29; 95% CI 1.04, 1.61; p-value =0.022), small household size (Adjusted OR 2.4; 95% CI 1.81, 3.18; p-value <0.001) and head of household aged below 60 years old (Adjusted OR2.34; 95% CI 1.81, 3.18; p-value <0.001).Conclusions: The low proportion of CHE revealed that Malaysia is on the right track towards achieving SDG 3.8 on universal health coverage status by 2030. However there is an increasing trend in the proportion of CHE. Households at risk of CHE require financial protection to afford healthcare and safety net measures to prevent from spiralling further into the vicious cycle of illness and poverty.


Author(s):  
Suzan Abdel-Rahman ◽  
Farouk Shoaeb ◽  
Mohamed Naguib Abdel Fattah ◽  
Mohamed R. Abonazel

Abstract Background Out-of-pocket (OOP) health expenditure is a pressing issue in Egypt and far exceeds half of Egypt’s total health spending, threatening the economic viability, and long-term sustainability of Egyptian households. Targeting households at risk of catastrophic health payments based on their characteristics is an obvious pathway to mitigate the impoverishing impacts of OOP health payments on livelihoods. This study was conducted to identify the risk factors of incurring catastrophic health payments hoping to formulate appropriate policies to protect households against financial catastrophes. Methods Using data derived from the Egyptian Household Income, Expenditure, and Consumption Survey (HIECS), a multiplicative heteroskedastic probit model is applied to account for heteroskedasticity and avoid biased and inconsistent estimates. Results Accounting for heteroskedasticity induces notable differences in marginal effects and demonstrates that the impact of some core variables is underestimated and insignificant and in the opposite direction in the homoscedastic probit model. Moreover, our results demonstrate the principal factors besides health status and socioeconomic characteristics responsible for incurring catastrophic health expenditure, such as the use of health services provided by the private sector, which has a dramatic effect on encountering catastrophic health payments. Conclusions The marked differences between estimates of probit and heteroskedastic probit models emphasize the importance of investigating homoscedasticity assumption to avoid policies based on incorrect evidence. Many policies can be built upon our findings, such as enhancing the role of social health insurances in rural areas, expanding health coverage for poor households and chronically ill household heads, and providing adequate financial coverage for households with a high proportion of elderly, sick members, and females. Also, there is an urgent need to limit OOP health payments absorbed by private sector to achieve an acceptable level of fair financing.


2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
B Palafox

Abstract Disadvantaged populations in LMICs suffering from chronic conditions are often forced to make care choices that increase the risk of receiving substandard care and facing catastrophic bills. These negative impacts widen health disparities across social, economic and urban-rural lines. This study aimed to understand the economic consequences of the choices made by those living with NCD in disadvantaged communities in Malaysia and the Philippines. Using hypertension as a tracer condition, we analysed longitudinal data from surveys of 1200 hypertensive adults from low-income communities in both countries to estimate the prevalence and drivers of catastrophic health expenditure and the coping strategies employed. Interviews and digital diary data from a sub-sample of 80 participants was analysed thematically to elicit how such choices lead to sub-optimal management of their condition. More Filipino households with at least one hypertensive adult experienced catastrophic health spending (40% threshold) than in Malaysia (14.3% vs. 0.4%). Although the average cost of clinic visits in the Philippines was much higher than what was observed in the public sector-dominated system in Malaysia, consultation fees were main drivers of costs in Malaysia, while medication costs predominated in the Philippines (accounting for 38.6% and 70.5% of typical household health expenditure respectively). In both countries, nearly all diagnosed participants were taking antihypertensive medications, however, levels of adherence varied. Participants cited the unavailability, cost and adverse effects of antihypertensives as reasons for poor adherence, delaying treatment and substituting prescriptions. Understanding the barriers faced by disadvantaged populations in LMICs and the ways that they overcome them as they seek care for a chronic disorder may challenge the assumptions of decision makers, and is crucial for designing responsive and equitable health systems that leave none behind.


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