scholarly journals What Drives Outpatient Care Costs in Kenya? An Analysis With Generalized Estimating Equations

2021 ◽  
Vol 9 ◽  
Author(s):  
Ngugi Mwenda ◽  
Ruth Nduati ◽  
Mathew Kosgei ◽  
Gregory Kerich

Objective: This study aimed to identify the factors associated with outpatient expenses incurred by households in Kenya.Background: The problem of outpatient healthcare expenses incurred by citizens in countries with limited resources has received little attention. Thus, this study aimed to determine the predictors of household spending on outpatient expenses in Kenya.Method: We conducted a cross-sectional analysis on households in Kenya using data from the 2018 Kenya Household Health Expenditure and Utilization Survey. We applied the generalized estimating equations method to determine the best subset of predictors of outpatient care cost.Findings: The best predictors of outpatient care expenses in Kenya are age, wealth index, and education level of the household head.Conclusions: There were no differences regarding age in the mean spending on outpatient care. Moreover, we found that the cost of outpatient care changes with age in a sinusoidal manner. We observed that rich households spent more on outpatient care, mostly owing to their financial ability. Households whose heads reported primary or secondary school education level spent less on outpatient costs than households headed by those who never went to school.

Author(s):  
Ngugi Mwenda ◽  
Mathew Kosgei ◽  
Gregory Kerich ◽  
Ruth Nduati

Spending on out-patient health care by citizens in limited resource countries has received little attention.The purpose of this study is to determine the predictors of household spending on out-patient expenses in a cross-sectional study in Kenya. We applied the GEE methods to determine the effect of various variables on outpatient care. We established that the best predictors for outpatient spending in Kenya are Age of the household head, wealth index, marital status and education, which had the lowest QICu of 976341.2. There were no differences on age in mean spending on outpatient care and was changing in a sinusoidal manner. The rich spend more on outpatient care, due to financial ability. Spending increased across the wealth quantiles while gender had a significant effect in the general performance of the models, it didn’t assist in lowering the QICu


2016 ◽  
Vol 83 (0) ◽  
Author(s):  
Danielle Rodrigues Magalhães ◽  
Marcos Aurélio Lopes ◽  
Christiane Maria Barcellos Magalhães da Rocha ◽  
Fábio Raphael Pascoti Bruhn ◽  
Jerry Carvalho Borges ◽  
...  

RESUMO: Objetivou-se verificar a influência dos fatores socioeconômicos na disposição de 407 consumidores em hipermercados do município de Belo Horizonte, Minas Gerais, em adquirir carne bovina com certificação de origem e verificar as características inerentes ao produto que auxiliam o consumidor no momento da compra, considerando o seu conhecimento prévio sobre rastreabilidade e certificação de origem. Foi realizada uma análise descritiva de todas as variáveis e, posteriormente, realizada a análise univariada pelo teste do qui-quadrado ou exato de Fischer. As variáveis foram adicionadas no modelo múltiplo da regressão logística Generalized Estimating Equations (GEE) e para todas as variáveis presentes no modelo final (p ≤ 0,05) foi calculado o risco por meio da odds ratio (OR) ajustada a um intervalo de confiança de 95%. Todos os fatores socioeconômicos analisados (sexo, idade, renda e escolaridade) influenciaram na disposição de consumidores em adquirir carne bovina com certificação de origem. Os atributos intrínsecos mais importantes na tomada de decisão no momento da compra da carne foram cor, maciez, odor e a pouca quantidade de gordura; enquanto que os atributos extrínsecos foram preço, selo de qualidade e carimbo do SIF. A maioria dos consumidores conhece o conceito correto de rastreabilidade e acreditam que o maior benefício da carne rastreada é oferecer mais segurança e evitar riscos de doenças transmitidas pelos alimentos; e a desvantagem é ser um produto mais caro do que o convencional.


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