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Financial Hardship and Health Borrowing in Central and Eastern Europe: Evidence from the Global Findex Database

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  • Marius SISU

Abstract

Financial protection against healthcare costs is a defining objective of modern health systems, yet EU member states deliver it unevenly, particularly across the post-transition economies of Central and Eastern Europe (CEE). This study asks whether the persistent CEE-Western Europe gap in health borrowing reflects a fixed regional characteristic or is mediated by identifiable institutional factors. The analysis draws on Global Findex Database (World Bank) microdata from 2014, 2017, and 2021, combined with IMF COFOG fiscal indicators, WHO out-of-pocket expenditure data, and Worldwide Governance Indicators for 22 European countries (66 country-wave observations). Pooled OLS models with HC3 robust standard errors are estimated using four progressive specifications. Descriptive results confirm a persistent gap: the unweighted CEE mean borrowing rate reached 5.99% versus 3.60% in Western Europe (t = 3.10, p = 0.003), with Romania recording 12.53% in 2021 and an income-based inequality gap of 6.63 percentage points. In regression analysis, out-of-pocket payment shares are positively associated with borrowing (β = 0.11, p = 0.082), while government effectiveness shows the expected negative association (β = −1.60, p = 0.192). The CEE structural dummy, significant in the baseline model (p

Suggested Citation

  • Marius SISU, 2026. "Financial Hardship and Health Borrowing in Central and Eastern Europe: Evidence from the Global Findex Database," Internal Auditing & Risk Management, Athenaeum University of Bucharest, vol. 73(1), pages 59-76, March.
  • Handle: RePEc:ath:journl:v:73:y:2026:i:1:p:59-76
    DOI: 10.5281/zenodo.19352838
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    Keywords

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    JEL classification:

    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • H51 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Health
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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