IDEAS home Printed from https://ideas.repec.org/a/aes/dbjour/v7y2016i1p28-34.html
   My bibliography  Save this article

A data mining approach for estimating patient demand for health services

Author

Listed:
  • Ionuţ ŢĂRANU

    (University of Economic Studies, Bucharest, Romania)

Abstract

The ability to better forecast demand for health services is a critical element to maintaining a stable quality of care. Knowing how certain events can impact requirements, health-care service supplier can better assign available resources to more effectively treat patients' needs. The embodiment of data mining analytics can support available data to identify cyclical patterns through relevant variables, and these patterns provide actionable information to adequate decision markers at health-care structures. The request for health-care services can be subject to change from time of year (seasonality) and economic factors. This paper exemplifies the efficacy of data mining analytics in identifying seasonality and economic factors as measured by time that affect patient demand for health-care services. It incorporates a neural network analytic method that is applied over a readily available dataset. The results indicate that day of week, month of year, and a yearly trend significantly impact the demand for patient services.

Suggested Citation

  • Ionuţ ŢĂRANU, 2016. "A data mining approach for estimating patient demand for health services," Database Systems Journal, Academy of Economic Studies - Bucharest, Romania, vol. 7(1), pages 28-34, August.
    • Handle: RePEc:aes:dbjour:v:7:y:2016:i:1:p:28-34
    as

    Download full text from publisher

    File URL: http://www.dbjournal.ro/archive/23/23_4.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Catalano, R., 1991. "The health effects of economic insecurity," American Journal of Public Health, American Public Health Association, vol. 81(9), pages 1148-1152.
    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. Sargent-Cox, Kerry & Butterworth, Peter & Anstey, Kaarin J., 2011. "The global financial crisis and psychological health in a sample of Australian older adults: A longitudinal study," Social Science & Medicine, Elsevier, vol. 73(7), pages 1105-1112.
    2. Halkos, George, 2008. "The influence of stress and satisfaction on productivity," MPRA Paper 39654, University Library of Munich, Germany.
    3. Gerdtham, Ulf-G. & Ruhm, Christopher J., 2006. "Deaths rise in good economic times: Evidence from the OECD," Economics & Human Biology, Elsevier, vol. 4(3), pages 298-316, December.
    4. Christian Scheve & Frederike Esche & Jürgen Schupp, 2017. "The Emotional Timeline of Unemployment: Anticipation, Reaction, and Adaptation," Journal of Happiness Studies, Springer, vol. 18(4), pages 1231-1254, August.
    5. Rodriguez, Eunice, 1999. "Marginal employment and health in Germany and the United Kingdom: Does unstable employment predict health?," Discussion Papers, Research Unit: Labor Market Policy and Employment FS I 99-203, WZB Berlin Social Science Center.
    6. Francesca Giambona & Laura Grassini & Daniele Vignoli, 2022. "Detecting economic insecurity in Italy: a latent transition modelling approach," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 31(4), pages 815-846, October.
    7. Rohde, Nicholas & Tang, Kam Ki & D’Ambrosio, Conchita & Osberg, Lars & Rao, Prasada, 2020. "Welfare-based income insecurity in the us and germany: evidence from harmonized panel data," Journal of Economic Behavior & Organization, Elsevier, vol. 176(C), pages 226-243.
    8. Francesca Modena & Concetta Rondinelli & Fabio Sabatini, 2014. "Economic Insecurity and Fertility Intentions: The Case of Italy," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(S1), pages 233-255, May.
    9. Bejenariu, Simona & Mitrut, Andreea, 2012. "Austerity Measures and Infant Health. Lessons from an Unexpected Wage Cut Policy," Working Paper Series, Center for Labor Studies 2012:5, Uppsala University, Department of Economics, revised 10 Oct 2013.
    10. Catalano, Ralph A. & Bruckner, Tim, 2005. "Economic antecedents of the Swedish sex ratio," Social Science & Medicine, Elsevier, vol. 60(3), pages 537-543, February.
    11. Christopher J. Ruhm, 2001. "Economic Expansions Are Unhealthy: Evidence from Microdata," NBER Working Papers 8447, National Bureau of Economic Research, Inc.
    12. Conchita D'Ambrosio & Nicholas Rohde, 2014. "The Distribution of Economic Insecurity: Italy and the U.S. over the Great Recession," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(S1), pages 33-52, May.
    13. Park Soojin & Kürüm Esra, 2020. "A Two-Stage Joint Modeling Method for Causal Mediation Analysis in the Presence of Treatment Noncompliance," Journal of Causal Inference, De Gruyter, vol. 8(1), pages 131-149, January.
    14. Ruhm, Christopher J., 2003. "Good times make you sick," Journal of Health Economics, Elsevier, vol. 22(4), pages 637-658, July.
    15. Wei-hsin Yu & Chi-Tsun Chiu, 2016. "Growing Pains: Changes in Psychological Well-Being in Urban China," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 129(3), pages 1349-1382, December.
    16. J. Dominitz & C. F. Manski, "undated". "Perceptions of Economic Insecurity: Evidence from the Survey of Economic Expectations," Institute for Research on Poverty Discussion Papers 1105-96, University of Wisconsin Institute for Research on Poverty.
    17. Thomas Astell-Burt & Xiaoqi Feng, 2013. "Health and the 2008 Economic Recession: Evidence from the United Kingdom," PLOS ONE, Public Library of Science, vol. 8(2), pages 1-9, February.
    18. Shinae Choi & Melissa J. Wilmarth, 2019. "The Moderating Role of Depressive Symptoms Between Financial Assets and Bequests Expectation," Journal of Family and Economic Issues, Springer, vol. 40(3), pages 498-510, September.
    19. Ken Smith & Norman Waitzman, 1994. "Double jeopardy: Interaction effects of marital and poverty status on the risk of mortality," Demography, Springer;Population Association of America (PAA), vol. 31(3), pages 487-507, August.
    20. Steffen Otterbach & Alfonso Sousa-Poza, 2016. "Job insecurity, employability and health: an analysis for Germany across generations," Applied Economics, Taylor & Francis Journals, vol. 48(14), pages 1303-1316, March.

    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:aes:dbjour:v:7:y:2016:i:1:p:28-34. 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: Adela Bara (email available below). General contact details of provider: https://edirc.repec.org/data/aseeero.html .

    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.