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Towards effective policy measures to reduce informal payments in healthcare: addressing sample selection bias and measurement error in surveys

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  • Arezzo, Maria Felice
  • Guagnano, Giuseppina
  • Williams, Colin C.
  • Horodnic, Adrian V.

Abstract

Previous research has primarily utilized surveys to assess the extent of informal payments, identify key drivers, and recommend policy interventions. However, reliance on surveys presents challenges, including representativeness issues and social desirability bias, which may result in underestimated prevalence and misinformed policy measures. The aim of this paper is to evaluate the influence of these biases on estimating the prevalence of informal payments and on the development of effective policies to reduce informal payments. Reporting data from the third wave of Life in Transition Survey conducted in 2016 across 34 countries, a significant misalignment between reported and (estimated) actual behaviours regarding informal payments was found. The results of a Probit model adjusted for sample selection and measurement error revealed that, among those who made informal payments, approximately 20 % of respondents declared the opposite while the global prevalence of individuals making informal payments in the analysed countries is approximately 18 %. The implications for policy measures towards informal payments in public healthcare are then discussed.

Suggested Citation

  • Arezzo, Maria Felice & Guagnano, Giuseppina & Williams, Colin C. & Horodnic, Adrian V., 2025. "Towards effective policy measures to reduce informal payments in healthcare: addressing sample selection bias and measurement error in surveys," Health Policy, Elsevier, vol. 159(C).
  • Handle: RePEc:eee:hepoli:v:159:y:2025:i:c:s016885102500123x
    DOI: 10.1016/j.healthpol.2025.105367
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    References listed on IDEAS

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    1. Baji, Petra & Rubashkin, Nicholas & Szebik, Imre & Stoll, Kathrin & Vedam, Saraswathi, 2017. "Informal cash payments for birth in Hungary: Are women paying to secure a known provider, respect, or quality of care?," Social Science & Medicine, Elsevier, vol. 189(C), pages 86-95.
    2. Li, Mingqiang & Li, Zhihui & Yip, Chi-Man (Winnie), 2022. "Informal payments and patients’ perceptions of the physician agency problem: Evidence from rural China," Social Science & Medicine, Elsevier, vol. 298(C).
    3. Andriy Danyliv & Milena Pavlova & Irena Gryga & Wim Groot, 2015. "Preferences for physician services in Ukraine: a discrete choice experiment," International Journal of Health Planning and Management, Wiley Blackwell, vol. 30(4), pages 346-365, October.
    4. Maria Felice Arezzo & Giuseppina Guagnano, 2018. "Response-Based Sampling for Binary Choice Models With Sample Selection," Econometrics, MDPI, vol. 6(1), pages 1-17, March.
    5. Burgstaller, Lilith & Feld, Lars P. & Pfeil, Katharina, 2022. "Working in the shadow: Survey techniques for measuring and explaining undeclared work," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 661-671.
    6. Giannouchos, Theodoros V. & Ukert, Benjamin & Vozikis, Athanassios & Steletou, Evangelia & Souliotis, Kyriakos, 2021. "Informal out-of-pocket payments experience and individuals’ willingness-to-pay for healthcare services in Greece," Health Policy, Elsevier, vol. 125(6), pages 693-700.
    7. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    8. Liaropoulos, Lycourgos & Siskou, Olga & Kaitelidou, Daphne & Theodorou, Mamas & Katostaras, Theofanis, 2008. "Informal payments in public hospitals in Greece," Health Policy, Elsevier, vol. 87(1), pages 72-81, July.
    9. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    10. Cristian Incaltarau & Adrian V. Horodnic & Colin C. Williams & Liviu Oprea, 2021. "Institutional Determinants of Informal Payments for Health Services: An Exploratory Analysis across 117 Countries," IJERPH, MDPI, vol. 18(23), pages 1-19, November.
    11. Adrian V. Horodnic & Colin C. Williams, 2018. "Informal payments by patients for health services: prevalence and determinants," The Service Industries Journal, Taylor & Francis Journals, vol. 38(11-12), pages 841-855, September.
    12. Morrissey, Karyn & Kinderman, Peter & Pontin, Eleanor & Tai, Sara & Schwannauer, Mathias, 2016. "Web based health surveys: Using a Two Step Heckman model to examine their potential for population health analysis," Social Science & Medicine, Elsevier, vol. 163(C), pages 45-53.
    13. Tambor, Marzena & Pavlova, Milena & Golinowska, Stanisława & Sowada, Christoph & Groot, Wim, 2013. "The formal–informal patient payment mix in European countries. Governance, economics, culture or all of these?," Health Policy, Elsevier, vol. 113(3), pages 284-295.
    14. Arsenijevic, Jelena & Pavlova, Milena & Groot, Wim, 2015. "Out-of-pocket payments for health care in Serbia," Health Policy, Elsevier, vol. 119(10), pages 1366-1374.
    15. Ning Liu & Zhuo Chen & Guoxian Bao, 2021. "Unpacking the red packets: institution and informal payments in healthcare in China," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(8), pages 1183-1194, November.
    16. Colin C. Williams & Adrian V. Horodnic, 2018. "Explaining informal payments for health services in Central and Eastern Europe: an institutional asymmetry perspective," Post-Communist Economies, Taylor & Francis Journals, vol. 30(4), pages 440-458, July.
    17. Sonila Tomini & Wim Groot & Milena Pavlova, 2012. "Paying informally in the Albanian health care sector: a two-tiered stochastic frontier model," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(6), pages 777-788, December.
    18. Giannouchos, Theodoros V. & Vozikis, Athanassios & Koufopoulou, Paraskevi & Fawkes, Leanne & Souliotis, Kyriakos, 2020. "Informal out-of-pocket payments for healthcare services in Greece," Health Policy, Elsevier, vol. 124(7), pages 758-764.
    19. Williams, Colin C. & Horodnic, Adrian V., 2017. "Rethinking informal payments by patients in Europe: An institutional approach," Health Policy, Elsevier, vol. 121(10), pages 1053-1062.
    20. Maria Felice Arezzo & Giuseppina Guagnano, 2019. "Misclassification in Binary Choice Models with Sample Selection," Econometrics, MDPI, vol. 7(3), pages 1-19, July.
    21. Arezzo, Maria Felice & Horodnic, Ioana A. & Williams, Colin C. & Guagnano, Giuseppina, 2024. "Measuring participation in undeclared work in Europe using survey data: A method for resolving social desirability bias," Socio-Economic Planning Sciences, Elsevier, vol. 91(C).
    22. Colin C Williams & Slavko Bezeredi, 2017. "Explaining Consumers’ Motives for Purchasing from the Informal Economy: Some Lessons from a Study of Bulgaria, Croatia and FYR of of Macedonia," Economic Alternatives, University of National and World Economy, Sofia, Bulgaria, issue 4, pages 515-531, December.
    23. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
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