IDEAS home Printed from https://ideas.repec.org/a/spr/aphecp/v10y2012i1p1-13.html
   My bibliography  Save this article

Triangulating health expenditure estimates from different data sources in developing countries

Author

Listed:
  • Christian Lorenz

Abstract

This article deals with the accuracy of statistical records used for political decision making and international comparative analysis. In developing countries, even major macroeconomic indicators can include data inadequacies and methodological differences in data generation between statistical agencies. Existing data show that total health expenditure as a percentage of GDP is about 50% lower in Pakistan than in other low-income countries (LIC). To determine whether these results reflect the actual situation in Pakistan or whether they are due to statistical error, Pakistan produced National Health Accounts (NHA) for the first time in 2009 to assess health spending in 2005–6. Improved NHA estimates are also being made for 2007–8, which will be based on the following: public expenditure data published with time lags; survey results for 2007–8; and multivariate analyses of data from 2010 and 2011 surveys on health-specific out-of-pocket (OOP) expenditure, healthcare providers, non-profit institutions and census data on autonomous bodies and large hospitals. Since these data are not yet available, a best estimate of health expenditure has to be made to support policy decision making and to provide a point of comparison for future NHA results. Health expenditure data are available from different data sources and estimates have been made by applying different methods, leading to a range of health spending estimates. As a result of this diversity of estimates and data, each with its own inaccuracies or gaps, there was a clear need to triangulate the available information and to identify a best possible estimate. This article compares estimates of household health expenditure from different sources, such as the Household Integrated Economic Survey, the Family Budget Survey and National Accounts (NA). The analysis shows that health expenditure figures for Pakistan have been underestimated by both WHO and the NHA. An adjusted estimate shows OOP spending to be twice as high as previously thought. Previous per capita total health expenditure estimates ranged from $US16 to $US19. The revised estimate showed per capita total health expenditure to be $US33, based on NA data. This puts Pakistan in a different position in international comparisons, with health expenditure exceeding the level of India ($US32.5) and the average of all LIC ($US24.5). Methodological differences in estimating expenditure and the multiple and conflicting estimates might cause stakeholders to make potentially adverse or even erroneous policy decisions on the allocation of resources. Because policy makers make decisions based on the estimates provided, the provision of a best estimate, made following a review of the advantages and limitations of existing sources and methods, is key. Copyright Adis Data Information BV 2012

Suggested Citation

  • Christian Lorenz, 2012. "Triangulating health expenditure estimates from different data sources in developing countries," Applied Health Economics and Health Policy, Springer, vol. 10(1), pages 1-13, January.
  • Handle: RePEc:spr:aphecp:v:10:y:2012:i:1:p:1-13
    DOI: 10.2165/11595230-000000000-00000
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.2165/11595230-000000000-00000
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.2165/11595230-000000000-00000?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Muhammad Akram & Faheem Jehangir Khan, 2007. "Health Care Services and Government Spending in Pakistan," PIDE-Working Papers 2007:32, Pakistan Institute of Development Economics.
    2. Eddy van Doorslaer, 2007. "Paying Out-of-Pocket for Health Care in Asia: Catastrophic and Poverty Impact," Working Papers id:823, eSocialSciences.
    3. Office of Health Economics, 2007. "The Economics of Health Care," For School 001490, Office of Health Economics.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ather H. Akbari & Wimal Rankaduwa & Adiqa K. Kiani, 2009. "Demand for Public Health Care in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 48(2), pages 141-153.
    2. Marie-Ange Véganzonès-Varoudakis & Syed Muhammad All-E-Raza Rizvi, 2019. "Conflict, Growth and Human Development An Empirical Analysis of Pakistan," Post-Print hal-03060036, HAL.
    3. Asian Development Bank (ADB), 2013. "Empowerment and Public Service Delivery in Developing Asia and the Pacific," ADB Reports RPT135565-3, Asian Development Bank (ADB), revised 15 May 2013.
    4. Haq, Rashida & Arshad, Nabeela, 2007. "Poverty and Access to Maternal Health Care Services in Pakistan: Evidence from Perception Based Data," MPRA Paper 38946, University Library of Munich, Germany, revised 2008.
    5. Muhammad Atif & Iram Malik, 2020. "Why is Pakistan vulnerable to COVID‐19 associated morbidity and mortality? A scoping review," International Journal of Health Planning and Management, Wiley Blackwell, vol. 35(5), pages 1041-1054, September.
    6. Ufaq Adeel, 2016. "Impact of Government Expenditure on Health Sector of Pakistan," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 5(4), pages 177-192, December.
    7. Nadeem Ul Haque & Musleh-ud Din & Lubna Hasan, 2007. "Research at PIDE: Key Messages," PIDE Books, Pakistan Institute of Development Economics, number 2007:2, December.
    8. James F. Burgess & Matthew L. Maciejewski & Chris L. Bryson & Michael Chapko & John C. Fortney & Mark Perkins & Nancy D. Sharp & Chuan‐Fen Liu, 2011. "Importance of health system context for evaluating utilization patterns across systems," Health Economics, John Wiley & Sons, Ltd., vol. 20(2), pages 239-251, February.
    9. McDonald, Rebecca & Powdthavee, Nattavudh, 2018. "The Shadow Prices of Voluntary Caregiving: Using Panel Data of Well-Being to Estimate the Cost of Informal Care," IZA Discussion Papers 11545, Institute of Labor Economics (IZA).
    10. Verónica Amarante & Marco Manacorda & Edward Miguel & Andrea Vigorito, 2016. "Do Cash Transfers Improve Birth Outcomes? Evidence from Matched Vital Statistics, Program, and Social Security Data," American Economic Journal: Economic Policy, American Economic Association, vol. 8(2), pages 1-43, May.
    11. Hope Corman & Dhaval Dave & Nancy E. Reichman, 2018. "Evolution of the Infant Health Production Function," Southern Economic Journal, John Wiley & Sons, vol. 85(1), pages 6-47, July.
    12. Trottmann, Maria & Zweifel, Peter & Beck, Konstantin, 2012. "Supply-side and demand-side cost sharing in deregulated social health insurance: Which is more effective?," Journal of Health Economics, Elsevier, vol. 31(1), pages 231-242.
    13. Michael Geruso & Timothy J. Layton & Jacob Wallace, 2023. "What Difference Does a Health Plan Make? Evidence from Random Plan Assignment in Medicaid," American Economic Journal: Applied Economics, American Economic Association, vol. 15(3), pages 341-379, July.
    14. Cinzia Di Novi & Rowena Jacobs & Matteo Migheli, 2013. "The quality of life of female informal caregivers: from Scandinavia to the Mediterranean Sea," Working Papers 084cherp, Centre for Health Economics, University of York.
    15. Colombier, Carsten & Weber, Werner, 2009. "Projecting health-care expenditure for Switzerland: further evidence against the 'red-herring' hypothesis," MPRA Paper 26747, University Library of Munich, Germany, revised Nov 2009.
    16. V. Srinivasan & G. Shainesh & Anand K. Sharma, 2015. "An approach to prioritize customer-based, cost-effective service enhancements," The Service Industries Journal, Taylor & Francis Journals, vol. 35(14), pages 747-762, October.
    17. Marianne P. Bitler & Madeline Zavodny, 2014. "Medicaid: A Review of the Literature," NBER Working Papers 20169, National Bureau of Economic Research, Inc.
    18. Seungchul Lee & Robert Rosenman, 2013. "Reimbursement and Investment: Prospective Payment and For-Profit Hospitals’ Market Share," Journal of Industry, Competition and Trade, Springer, vol. 13(4), pages 503-518, December.
    19. Richard J. Cebula, 2008. "Small Firm Size and Health Insurance: A Private Enterprise Perspective," Journal of Private Enterprise, The Association of Private Enterprise Education, vol. 24(Fall 2008), pages 51-77.
    20. Murthy, Vasudeva N.R. & Okunade, Albert A., 2009. "The core determinants of health expenditure in the African context: Some econometric evidence for policy," Health Policy, Elsevier, vol. 91(1), pages 57-62, June.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:aphecp:v:10:y:2012:i:1:p:1-13. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.