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The Determinants of Turkey Household Catastrophic Health Expenditures: A Different Approach by Data Mining

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  • Uğur Ercan

Abstract

This study aims to determine socioeconomic, demographic, and household characteristics that affect Turkish household catastrophic health expenditure (CHE). Data gathered by TurkStat belonging to 40,033 households for the years 2009-2012 were used in the analysis. In the study, CHE was defined as household health expenditures that were 40% (or above) greater than the capacity pay of the household. CHAID analysis was used to determine characteristics affecting Turkish household CHE. According to the CHAID analysis; income, presence of a sick/disabled person, residential area, household size, age, education level and gender of the household head, presence of individuals aged 65+, presence of people between the ages of zero and five, and access to health institutions have been observed to affect CHE, while the marital status, age, and employment status of the head of the household, or the household type do not affect CHE. The proportion of households exposed to CHE was 0.62%, and the proportion of households making out-of-pocket health expenditure (OOPHE) was 62.71%. It was especially observed that households with low income, with sick/disabled individuals, and those with difficult access to healthcare facilities are more likely to be exposed to CHE. None of the households exposed to CHE has supplementary health insurance.

Suggested Citation

  • Uğur Ercan, 2021. "The Determinants of Turkey Household Catastrophic Health Expenditures: A Different Approach by Data Mining," Alphanumeric Journal, Bahadir Fatih Yildirim, vol. 9(2), pages 229-246, December.
  • Handle: RePEc:anm:alpnmr:v:9:y:2021:i:2:p:229-246
    DOI: http://dx.doi.org/10.17093/alphanumeric.940744
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    References listed on IDEAS

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    1. Yardim, Mahmut Saadi & Cilingiroglu, Nesrin & Yardim, Nazan, 2010. "Catastrophic health expenditure and impoverishment in Turkey," Health Policy, Elsevier, vol. 94(1), pages 26-33, January.
    2. Nguyen Thi Thu Thuong & Yme Van Den Berg & Tran Quang Huy & Do Anh Tai & Bui Nu Hoang Anh, 2021. "Determinants of catastrophic health expenditure in Vietnam," International Journal of Health Planning and Management, Wiley Blackwell, vol. 36(2), pages 316-333, March.
    3. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    4. A. Akhtar & Nadeem Ahmad & Indrani Roy Chowdhury, 2020. "Socio-economic inequality in catastrophic health expenditure among households in India: A decomposition analysis," Indian Economic Review, Springer, vol. 55(2), pages 339-369, December.
    5. Adam Wagstaff & Eddy van Doorslaer, 2003. "Catastrophe and impoverishment in paying for health care: with applications to Vietnam 1993–1998," Health Economics, John Wiley & Sons, Ltd., vol. 12(11), pages 921-933, November.
    6. Arsenijevic, Jelena & Pavlova, Milena & Groot, Wim, 2013. "Measuring the catastrophic and impoverishing effect of household health care spending in Serbia," Social Science & Medicine, Elsevier, vol. 78(C), pages 17-25.
    7. Hacer Özgen Narcı & İsmet Şahin & Hasan Yıldırım, 2015. "Financial catastrophe and poverty impacts of out-of-pocket health payments in Turkey," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(3), pages 255-270, April.
    8. G. V. Kass, 1980. "An Exploratory Technique for Investigating Large Quantities of Categorical Data," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 29(2), pages 119-127, June.
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    More about this item

    Keywords

    CHAID Analysis; Catastrophic Health Expenditure; Household budget survey; Out-of-pocket Health Expenditure; Turkey;
    All these keywords.

    JEL classification:

    • C46 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Specific Distributions

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