IDEAS home Printed from https://ideas.repec.org/a/wly/hlthec/v31y2022i2p431-439.html
   My bibliography  Save this article

Not all respondents use a multiplicative utility function in choice experiments for health state valuations, which should be reflected in the elicitation format (or statistical analysis)

Author

Listed:
  • Marcel F. Jonker
  • Richard Norman

Abstract

Discrete choice experiments (DCEs) that include health states and duration are becoming a common method for estimating quality‐adjusted life year (QALY) tariffs. These DCEs need to be analyzed under the assumption that respondents treat health and duration multiplicatively. However, in the most commonly used DCE duration format there is no guarantee that respondents actually do so; in fact, respondents can easily simplify the choice tasks by considering health and duration separately. This would result in valid DCE responses but preclude subsequent QALY tariff calculations. Using a Bayesian latent class model and data from two existing valuation studies, our analyses confirm that in both datasets the majority of respondents do not appear to have used a multiplicative utility function. Moreover, a statistical correction for respondents who used an incorrect function changes the range of the QALY weights. Hence our results imply that one can neither assume that respondents use the theoretically required multiplicative utility function nor assume that the type of utility function that respondents use does not affect the estimated QALY weights. As a solution, we advise researchers to use an alternative, more constrained DCE elicitation format that avoids these behavioral problems.

Suggested Citation

  • Marcel F. Jonker & Richard Norman, 2022. "Not all respondents use a multiplicative utility function in choice experiments for health state valuations, which should be reflected in the elicitation format (or statistical analysis)," Health Economics, John Wiley & Sons, Ltd., vol. 31(2), pages 431-439, February.
  • Handle: RePEc:wly:hlthec:v:31:y:2022:i:2:p:431-439
    DOI: 10.1002/hec.4457
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/hec.4457
    Download Restriction: no

    File URL: https://libkey.io/10.1002/hec.4457?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
    ---><---

    References listed on IDEAS

    as
    1. Brazier, John & Ratcliffe, Julie & Salomon, Joshua & Tsuchiya, Aki, 2016. "Measuring and Valuing Health Benefits for Economic Evaluation," OUP Catalogue, Oxford University Press, edition 2, number 9780198725923.
    2. Marcel F. Jonker & Arthur E. Attema & Bas Donkers & Elly A. Stolk & Matthijs M. Versteegh, 2017. "Are Health State Valuations from the General Public Biased? A Test of Health State Reference Dependency Using Self‐assessed Health and an Efficient Discrete Choice Experiment," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1534-1547, December.
    3. Vikas Soekhai & Esther W. Bekker-Grob & Alan R. Ellis & Caroline M. Vass, 2019. "Discrete Choice Experiments in Health Economics: Past, Present and Future," PharmacoEconomics, Springer, vol. 37(2), pages 201-226, February.
    4. Bleichrodt, Han & Wakker, Peter & Johannesson, Magnus, 1997. "Characterizing QALYs by Risk Neutrality," Journal of Risk and Uncertainty, Springer, vol. 15(2), pages 107-114, November.
    5. Arne Risa Hole & Richard Norman & Rosalie Viney, 2016. "Response Patterns in Health State Valuation Using Endogenous Attribute Attendance and Latent Class Analysis," Health Economics, John Wiley & Sons, Ltd., vol. 25(2), pages 212-224, February.
    6. Brendan Mulhern & Richard Norman & Deborah J. Street & Rosalie Viney, 2019. "One Method, Many Methodological Choices: A Structured Review of Discrete-Choice Experiments for Health State Valuation," PharmacoEconomics, Springer, vol. 37(1), pages 29-43, January.
    7. Richard Norman & Paula Cronin & Rosalie Viney, 2013. "A Pilot Discrete Choice Experiment to Explore Preferences for EQ-5D-5L Health States," Applied Health Economics and Health Policy, Springer, vol. 11(3), pages 287-298, June.
    8. Nancy J. Devlin & Koonal K. Shah & Yan Feng & Brendan Mulhern & Ben van Hout, 2018. "Valuing health‐related quality of life: An EQ‐5D‐5L value set for England," Health Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 7-22, January.
    9. Richard Norman & Rosalie Viney & John Brazier & Leonie Burgess & Paula Cronin & Madeleine King & Julie Ratcliffe & Deborah Street, 2014. "Valuing SF-6D Health States Using a Discrete Choice Experiment," Medical Decision Making, , vol. 34(6), pages 773-786, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Himmler, Sebastian & Jonker, Marcel & van Krugten, Frédérique & Hackert, Mariska & van Exel, Job & Brouwer, Werner, 2022. "Estimating an anchored utility tariff for the well-being of older people measure (WOOP) for the Netherlands," Social Science & Medicine, Elsevier, vol. 301(C).

    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. Spencer, Anne & Rivero-Arias, Oliver & Wong, Ruth & Tsuchiya, Aki & Bleichrodt, Han & Edwards, Rhiannon Tudor & Norman, Richard & Lloyd, Andrew & Clarke, Philip, 2022. "The QALY at 50: One story many voices," Social Science & Medicine, Elsevier, vol. 296(C).
    2. Elliott, Jack & Tsuchiya, Aki, 2022. "Do they just know more, or do they also have different preferences? An exploratory analysis of the effects of self-reporting serious health problems on health state valuation," Social Science & Medicine, Elsevier, vol. 315(C).
    3. Edward J. D. Webb & John O’Dwyer & David Meads & Paul Kind & Penny Wright, 2020. "Transforming discrete choice experiment latent scale values for EQ-5D-3L using the visual analogue scale," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(5), pages 787-800, July.
    4. Arne Risa Hole & Richard Norman & Rosalie Viney, 2016. "Response Patterns in Health State Valuation Using Endogenous Attribute Attendance and Latent Class Analysis," Health Economics, John Wiley & Sons, Ltd., vol. 25(2), pages 212-224, February.
    5. Richard Norman & Rebecca Mercieca‐Bebber & Donna Rowen & John E. Brazier & David Cella & A. Simon Pickard & Deborah J. Street & Rosalie Viney & Dennis Revicki & Madeleine T. King & On behalf of the Eu, 2019. "U.K. utility weights for the EORTC QLU‐C10D," Health Economics, John Wiley & Sons, Ltd., vol. 28(12), pages 1385-1401, December.
    6. Brendan Mulhern & Richard Norman & John Brazier, 2021. "Valuing SF-6Dv2 in Australia Using an International Protocol," PharmacoEconomics, Springer, vol. 39(10), pages 1151-1162, October.
    7. Tianxin Pan & Brendan Mulhern & Rosalie Viney & Richard Norman & Janel Hanmer & Nancy Devlin, 2022. "A Comparison of PROPr and EQ-5D-5L Value Sets," PharmacoEconomics, Springer, vol. 40(3), pages 297-307, March.
    8. Yuanyuan Gu & Richard Norman & Rosalie Viney, 2014. "Estimating Health State Utility Values From Discrete Choice Experiments—A Qaly Space Model Approach," Health Economics, John Wiley & Sons, Ltd., vol. 23(9), pages 1098-1114, September.
    9. Donna Rowen & Alexander Labeit & Katherine Stevens & Jackie Elliott & Brendan Mulhern & Jill Carlton & Hasan Basarir & John Brazier, 2018. "Estimating a Preference-Based Single Index Measuring the Quality-of-Life Impact of Self-Management for Diabetes," Medical Decision Making, , vol. 38(6), pages 699-707, August.
    10. Sullivan, Trudy & Hansen, Paul & Ombler, Franz & Derrett, Sarah & Devlin, Nancy, 2020. "A new tool for creating personal and social EQ-5D-5L value sets, including valuing ‘dead’," Social Science & Medicine, Elsevier, vol. 246(C).
    11. Himmler, Sebastian & Jonker, Marcel & van Krugten, Frédérique & Hackert, Mariska & van Exel, Job & Brouwer, Werner, 2022. "Estimating an anchored utility tariff for the well-being of older people measure (WOOP) for the Netherlands," Social Science & Medicine, Elsevier, vol. 301(C).
    12. Taylor, Kevin & Ratcliffe, Julie & Bessarab, Dawn & Smith, Kate, 2023. "Valuing indigenous quality of life: A review of preference-based quality of life instruments and elicitation techniques with global older indigenous populations," Social Science & Medicine, Elsevier, vol. 336(C).
    13. Kaiying Wang & Chris Barr & Richard Norman & Stacey George & Craig Whitehead & Julie Ratcliffe, 2021. "Using Eye-Tracking Technology with Older People in Memory Clinics to Investigate the Impact of Mild Cognitive Impairment on Choices for EQ-5D-5L Health States Preferences," Applied Health Economics and Health Policy, Springer, vol. 19(1), pages 111-121, January.
    14. Rosalie Viney & Richard Norman & John Brazier & Paula Cronin & Madeleine T. King & Julie Ratcliffe & Deborah Street, 2014. "An Australian Discrete Choice Experiment To Value Eq‐5d Health States," Health Economics, John Wiley & Sons, Ltd., vol. 23(6), pages 729-742, June.
    15. Richard Norman & Paula Cronin & Rosalie Viney, 2012. "Deriving utility weights for the EQ-5D-5L using a discrete choice experiment. CHERE Working Paper 2012/01," Working Papers 2012/01, CHERE, University of Technology, Sydney.
    16. Richard Norman & Rosalie Viney & John Brazier & Leonie Burgess & Paula Cronin & Madeleine King & Julie Ratcliffe & Deborah Street, 2014. "Valuing SF-6D Health States Using a Discrete Choice Experiment," Medical Decision Making, , vol. 34(6), pages 773-786, August.
    17. Mina Bahrampour & Joshua Byrnes & Richard Norman & Paul A. Scuffham & Martin Downes, 2020. "Discrete choice experiments to generate utility values for multi-attribute utility instruments: a systematic review of methods," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(7), pages 983-992, September.
    18. Brendan Mulhern & Richard Norman & Deborah J. Street & Rosalie Viney, 2019. "One Method, Many Methodological Choices: A Structured Review of Discrete-Choice Experiments for Health State Valuation," PharmacoEconomics, Springer, vol. 37(1), pages 29-43, January.
    19. Webb, Edward J.D. & Hess, Stephane, 2021. "Joint modelling of choice and rating data: Theory and examples," Journal of choice modelling, Elsevier, vol. 40(C).
    20. Marcel F. Jonker & Arthur E. Attema & Bas Donkers & Elly A. Stolk & Matthijs M. Versteegh, 2017. "Are Health State Valuations from the General Public Biased? A Test of Health State Reference Dependency Using Self‐assessed Health and an Efficient Discrete Choice Experiment," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1534-1547, December.

    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:wly:hlthec:v:31:y:2022:i:2:p:431-439. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/5749 .

    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.