Summary
Measuring health outcomes is critical for individual and societal decision making. This chapter briefly reviews the field of health outcomes modeling in general and provides detailed theoretical background for one specific class of such models, the Quality-Adjusted Life Years model, which is primarily grounded in operations research and utility theory. The chapter describes methodological issues and concludes with a discussion of promising areas for further research.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Fryback, D.G. (1998). Methodological issues in measuring health status and health-related quality of life for population health measures: A brief overview of the “HALY” family of measures. In Field, M.J. and M.R. Gold, Eds., Summarizing Population Health-Directions for the Development and Application of Population Metrics, National Academy Press, Washington DC.
Gold, M.R., J.E. Siegel, L.B. Russell, and M.C. Weinstein (1996). Cost-effectiveness in Health and Medicine. Oxford University Press, New York.
Ware, J., Jr., and C.D. Sherbourne (1992). The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection. Medical Care, 30, 473–83.
Torrance, G.W., M.H. Boyle, and S.P. Horwood (1982). Application of multi-attribute utility theory to measure social preferences for health states. Operations Research, 30, 1043–1069.
Nord, E., J.L. Pinto, J. Richardson, P. Menzel, and P. Ubel (1999). Incorporating societal concerns for fairness in numerical valuations of health programmes. Health Economics, 8, 25–39.
Nord, E. (1999). Cost-Value Analysis in Health Care: Making Sense out of QALYs. Cambridge University Press, Cambridge, U.K.
Russell L., M. Gold, J. Siegel, N. Daniels, and M.C. Weinstein (1996). The role of cost-effectiveness analysis in health and medicine: Panel on cost-effectiveness in health and medicine. Journal of the American Medical Association, 276, 1172–1177.
Fanshel, S. and J.W. Bush (1970). A health-status index and its application to health-services outcomes. Operations Research, 18, 1021–1066.
Pliskin, J.S., D.S. Shepard, and M.C. Weinstein (1980). Utility functions for life years and health status. Operations Research, 28, 206–224.
Johannesson, M. (1994). QALYs, HYEs and individual preferences-A graphical illustration. Social Science and Medicine, 39, 1623–1632.
McNeil, B.J., R. Weichselbaum, and S.G. Pauker (1978). Fallacy of the five-year survival in lung cancer. New England Journal of Medicine, 299, 1397–1401.
Stiggelbout, A.M., G.M. Kiebert, J. Kievit, J.W.H. Leer, G. Stoter, and J.C.J.M. de Haes (1994). Utility assessment in cancer patients: adjustment of time tradeoff scores for the utility of life years and comparison with standard gamble scores. Medical Decision Making, 14, 82–90.
Verhoef, L.C.G., A.F.J. de Haan, and W.A.J. van Daal (1994). Risk attitude in gambles with years of life: Empirical support for prospect theory. Medical Decision Making, 14, 194–200.
Mehrez, A. and A. Gafni (1987). An empirical evaluation of two assessment methods for utility measurement for life years. Socio-Economic Planning Sciences, 21, 371–375.
Bleichrodt, H., P. Wakker, and M. Johannesson (1997). Characterizing QALYs by risk neutrality. Journal of Risk and Uncertainty, 15, 107–114.
Miyamoto, J.M., P. Wakker, H. Bleichrodt, and H.J.M. Peters (1998). The zero-condition: A simplifying assumption in QALY measurement and multiattribute utility. Management Science, 44, 839–849.
Stiggelbout, A.M., G.M. Kiebert, J. Kievit, J.W.H. Leer, G. Stoter, and J.C.J.M. de Haes (1994). Utility assessment in cancer patients: adjustment of time tradeoff scores for the utility of life years and comparison with standard gamble scores. Medical Decision Making, 14, 82–90.
Miyamoto, J.M. and S.A. Eraker (1988). A multiplicative model of the utility of survival duration and health quality. Journal of Experimental Psychology, 117, 3–20.
Bleichrodt, H. and M. Johannesson (1996). The validity of QALYs: An experimental test of constant proportional tradeoff and utility independence. Medical Decision Making, 17, 21–32.
von Neumann, J. and O. Morgenstern (1947). Theory of Games and Economic Behavior. Princeton, NJ, Princeton University Press.
von Winterfeldt, D. and W. Edwards (1986). Decision Analysis and Behavioral Research. Cambridge University Press, Cambridge, U.K.
Bleichrodt, H. (1995). QALYs and HYEs: Under what conditions are they equivalent? Journal of Health Economics, 14, 17–37.
Richardson, J., J. Hall, and G. Salkeld (1996). The measurement of utility in multiphase health states. International Journal of Technology Assessment in Health Care, 12, 151–62.
Kuppermann, M., S. Shiboski, D. Feeny, E.P. Elkin, and E. Washington (1997). Can preference scores for discrete states be used to derive preference scores for an entire path of events? Medical Decision Making, 17, 42–55.
MacKeigan, L.D., B.J. O’Brien, and P.I. Oh (1999). Holistic versus composite preferences for lifetime treatment sequences for Type 2 diabetes. Medical Decision Making, 19, 113–21.
Spencer, A. (2003). A test of the QALY model when health varies over time. Social Science and Medicine, 57, 1697–1706.
The EuroQol Group (1990). EuroQol-a new facility for the measurement of health-related quality of life. Health Policy, 16, 199–208.
Hsee, C.K. and R.P. Abelson (1991). Velocity relation: Satisfaction as a function of the first derivative of outcome over time. Journal of Personality and Social Psychology, 60, 341–7.
Chapman, G.B. (1996). Expectations and preferences for sequences of health and money. Organizational Behavior and Human Decision Processes, 67, 59–75.
Ariely, D. (1998). Combining experiences over time: The effects of duration, intensity changes and on-line measurements on retrospective pain evaluations. Journal of Behavioral Decision Making, 11, 19–45.
Loewenstein, G.F. and N. Sicherman (1991). Do workers prefer increasing wage profiles? Journal of Labor Economics, 9, 67–84.
Loewenstein, G.F. and D. Prelec (1991). Negative time preference. American Economic Review, 81, 347–52.
Krabbe, P.F.M. and G.J. Bonsel (1998). Sequence effects, health profiles, and the QALY model: In search of realistic modeling. Medical Decision Making, 18, 178–88.
Chapman, G.B. (2000). Preferences for improving and declining sequences of health outcomes. Journal of Behavioral Decision Making, 13, 203–218.
Ariely, D. and G. Zauberman (2000). On the making of an experience: The effects of breaking and combining experiences on their overall evaluation. Journal of Behavioral Decision Making, 13, 219–232.
Ariely, D. and Z. Carmon (2000). Gestalt characteristics of experiences: The defining features of summarized events. Journal of Behavioral Decision Making, 13, 191–201.
Loewenstein, G.F. and D. Prelec (1993). Preferences for sequences of outcomes. Psychological Review, 100, 91–108.
Chapman, G.B. (1998). Sooner or later: The psychology of intertemporal choice. The Psychology of Learning and Motivation, 38, 83–113.
Varey, C. and D. Kahneman (1992). Experiences extended across time: evaluation of moments and episodes. Journal of Behavioral Decision Making, 5, 169–85.
Kahneman, D., B.L. Fredrickson, C.A. Schreibner, and D.A. Redelmeier (1993). When more pain is preferred to less: Adding a better end. Psychological Science, 4, 401–5.
Fredrickson, B.L. and D. Kahneman (1993). Duration neglect in retrospective evaluations of affective episodes. Journal of Personality and Social Psychology, 65, 45–55.
Redelmeier, D.A. and D. Kahneman (1996). Patients’ memories of painful medical treatments: real-time and retrospective evaluations of two minimally invasive procedures. Pain, 66, 3–8.
Ariely, D. and G. Loewenstein (2000). When does duration matter in judgment and decision making? Journal of Experimental Psychology, 129, 508–523.
Langer, T., R. Sarin and M. Weber (2000). The retrospective evaluation of payment sequences: Duration neglect and Peak-and-End-Effects. Working Paper, University of Manheim.
Baumgartner, H., M. Sujan, and D. Padgett (1997). Patterns of affective reactions to advertisements: the integration of moment-to-moment responses into overall judgments. Journal of Marketing Research, 34, 219–232.
Bleichrodt, H. and M. Johannesson (2001). Time preference for health: A test of stationarity versus decreasing timing aversion. Journal of Mathematical Psychology, 45, 265–282.
Redelmeier, D.A. and D.M. Heller (1993). Time preference in medical decision making and cost-effectiveness analysis. Medical Decision Making, 13, 212–217.
Chapman, G.B. and A.S. Elstein (1995). Valuing the future: Temporal discounting of health and money. Medical Decision Making, 15, 373–88.
Chapman, G.B. (1996). Temporal discounting and utility for health and money. Journal of Experimental Psychology: Learning, Memory and Cognition, 22, 771–791.
MacKeigan, L.D., L.N. Larson, J.R. Draugalis, J.L. Bootman, and L.R. Burns (1993). Time preference for health gains versus health losses. Pharmacoeconomics, 3, 374–386.
Ganiats, T.G., R.T. Carson, R.M. Hamm, S.B. Cantor, W. Sumner, S.J. Spann, M.D. Hagen, and C. Miller (2000). Population-based time preferences for future health outcomes. Medical Decision Making, 20, 263–270.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer Science + Business Media, Inc.
About this chapter
Cite this chapter
Kongnakorn, T., Sainfort, F. (2005). Modeling Health Outcomes for Economic Analysis. In: Brandeau, M.L., Sainfort, F., Pierskalla, W.P. (eds) Operations Research and Health Care. International Series in Operations Research & Management Science, vol 70. Springer, Boston, MA. https://doi.org/10.1007/1-4020-8066-2_10
Download citation
DOI: https://doi.org/10.1007/1-4020-8066-2_10
Publisher Name: Springer, Boston, MA
Print ISBN: 978-1-4020-7629-9
Online ISBN: 978-1-4020-8066-1
eBook Packages: Springer Book Archive