IDEAS home Printed from https://ideas.repec.org/a/wly/hlthec/v32y2023i12p2836-2854.html
   My bibliography  Save this article

The long‐term effectiveness and cost‐effectiveness of public health interventions; how can we model behavior? A review

Author

Listed:
  • Hazel Squires
  • Michael P. Kelly
  • Nigel Gilbert
  • Falko Sniehotta
  • Robin C. Purshouse

Abstract

The effectiveness and cost of a public health intervention is dependent on complex human behaviors, yet health economic models typically make simplified assumptions about behavior, based on little theory or evidence. This paper reviews existing methods across disciplines for incorporating behavior within simulation models, to explore what methods could be used within health economic models and to highlight areas for further research. This may lead to better‐informed model predictions. The most promising methods identified which could be used to improve modeling of the causal pathways of behavior‐change interventions include econometric analyses, structural equation models, data mining and agent‐based modeling; the latter of which has the advantage of being able to incorporate the non‐linear, dynamic influences on behavior, including social and spatial networks. Twenty‐two studies were identified which quantify behavioral theories within simulation models. These studies highlight the importance of combining individual decision making and interactions with the environment and demonstrate the importance of social norms in determining behavior. However, there are many theoretical and practical limitations of quantifying behavioral theory. Further research is needed about the use of agent‐based models for health economic modeling, and the potential use of behavior maintenance theories and data mining.

Suggested Citation

  • Hazel Squires & Michael P. Kelly & Nigel Gilbert & Falko Sniehotta & Robin C. Purshouse, 2023. "The long‐term effectiveness and cost‐effectiveness of public health interventions; how can we model behavior? A review," Health Economics, John Wiley & Sons, Ltd., vol. 32(12), pages 2836-2854, December.
  • Handle: RePEc:wly:hlthec:v:32:y:2023:i:12:p:2836-2854
    DOI: 10.1002/hec.4754
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/hec.4754
    Download Restriction: no

    File URL: https://libkey.io/10.1002/hec.4754?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. Elnaz Karimi & Ketra Schmitt & Ali Akgunduz, 2015. "Effect of individual protective behaviors on influenza transmission: an agent-based model," Health Care Management Science, Springer, vol. 18(3), pages 318-333, September.
    2. Penny R. Breeze & Hazel Squires & Kate Ennis & Petra Meier & Kate Hayes & Nik Lomax & Alan Shiell & Frank Kee & Frank de Vocht & Martin O’Flaherty & Nigel Gilbert & Robin Purshouse & Stewart Robinson , 2023. "Guidance on the use of complex systems models for economic evaluations of public health interventions," Health Economics, John Wiley & Sons, Ltd., vol. 32(7), pages 1603-1625, July.
    3. Sarah Bates & Thomas Bayley & Paul Norman & Penny Breeze & Alan Brennan, 2020. "A Systematic Review of Methods to Predict Weight Trajectories in Health Economic Models of Behavioral Weight-Management Programs: The Potential Role of Psychosocial Factors," Medical Decision Making, , vol. 40(1), pages 90-105, January.
    4. Brailsford, Sally & Schmidt, Bernd, 2003. "Towards incorporating human behaviour in models of health care systems: An approach using discrete event simulation," European Journal of Operational Research, Elsevier, vol. 150(1), pages 19-31, October.
    5. Tina Balke & Nigel Gilbert, 2014. "How Do Agents Make Decisions? A Survey," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 17(4), pages 1-13.
    6. Tuong Manh Vu & Charlotte Probst & Alexandra Nielsen & Hao Bai & Petra S. Meier & Charlotte Buckley & Mark Strong & Alan Brennan & Robin C. Purshouse, 2020. "A Software Architecture for Mechanism-Based Social Systems Modelling in Agent-Based Simulation Models," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 23(3), pages 1-1.
    7. Xiaolin Hu & Nicholas Keller, 2015. "Agent-Based Modeling and Simulation of Child Maltreatment and Child Maltreatment Prevention," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 18(3), pages 1-6.
    8. Jun Luo & Jiepeng Wang & Yongle Zhao & Tingqiang Chen, 2018. "Scare Behavior Diffusion Model of Health Food Safety Based on Complex Network," Complexity, Hindawi, vol. 2018, pages 1-14, November.
    9. Tuong M. Vu & Charlotte Buckley & Hao Bai & Alexandra Nielsen & Charlotte Probst & Alan Brennan & Paul Shuper & Mark Strong & Robin C. Purshouse, 2020. "Multiobjective Genetic Programming Can Improve the Explanatory Capabilities of Mechanism-Based Models of Social Systems," Complexity, Hindawi, vol. 2020, pages 1-20, June.
    10. Dick Saarloos & Jae-Eun Kim & Harry Timmermans, 2009. "The Built Environment and Health: Introducing Individual Space-Time Behavior," IJERPH, MDPI, vol. 6(6), pages 1-20, May.
    11. Brailsford, S.C. & Harper, P.R. & Sykes, J., 2012. "Incorporating human behaviour in simulation models of screening for breast cancer," European Journal of Operational Research, Elsevier, vol. 219(3), pages 491-507.
    12. Robert West & Cristina A. Godinho & Lauren Connell Bohlen & Rachel N. Carey & Janna Hastings & Carmen E. Lefevre & Susan Michie, 2019. "Development of a formal system for representing behaviour-change theories," Nature Human Behaviour, Nature, vol. 3(5), pages 526-536, May.
    13. Basu, S. & Seligman, H. & Winkleby, M., 2014. "A metabolic-epidemiological microsimulation model to estimate the changes in energy intake and physical activity necessary to meet the Healthy People 2020 obesity objective," American Journal of Public Health, American Public Health Association, vol. 104(7), pages 1209-1216.
    14. Mandana Zanganeh & Peymane Adab & Bai Li & Emma Frew, 2019. "A Systematic Review of Methods, Study Quality, and Results of Economic Evaluation for Childhood and Adolescent Obesity Intervention," IJERPH, MDPI, vol. 16(3), pages 1-14, February.
    15. Richard H. Thaler, 2016. "Behavioral Economics: Past, Present, and Future," American Economic Review, American Economic Association, vol. 106(7), pages 1577-1600, July.
    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. Juana Castro & Stefan Drews & Filippos Exadaktylos & Joël Foramitti & Franziska Klein & Théo Konc & Ivan Savin & Jeroen van den Bergh, 2020. "A review of agent‐based modeling of climate‐energy policy," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 11(4), July.
    2. Osório, António (António Miguel), 2017. "Self-interest and Equity Concerns: A Behavioural Allocation Rule for Operational Problems," Working Papers 2072/290757, Universitat Rovira i Virgili, Department of Economics.
    3. Franco, L. Alberto & Hämäläinen, Raimo P., 2016. "Behavioural operational research: Returning to the roots of the OR profession," European Journal of Operational Research, Elsevier, vol. 249(3), pages 791-795.
    4. Kılıç, Hakan & Güneş, Evrim Didem, 2024. "Patient adherence in healthcare operations: A narrative review," Socio-Economic Planning Sciences, Elsevier, vol. 91(C).
    5. Osório, António, 2017. "Self-interest and equity concerns: A behavioural allocation rule for operational problems," European Journal of Operational Research, Elsevier, vol. 261(1), pages 205-213.
    6. Penny R. Breeze & Hazel Squires & Kate Ennis & Petra Meier & Kate Hayes & Nik Lomax & Alan Shiell & Frank Kee & Frank de Vocht & Martin O’Flaherty & Nigel Gilbert & Robin Purshouse & Stewart Robinson , 2023. "Guidance on the use of complex systems models for economic evaluations of public health interventions," Health Economics, John Wiley & Sons, Ltd., vol. 32(7), pages 1603-1625, July.
    7. Hyowon Kim & Dong Soo Kim & Greg M. Allenby, 2020. "Benefit Formation and Enhancement," Quantitative Marketing and Economics (QME), Springer, vol. 18(4), pages 419-468, December.
    8. Serhat Burmaoglu & Ozcan Saritas, 2019. "An evolutionary analysis of the innovation policy domain: Is there a paradigm shift?," Scientometrics, Springer;Akadémiai Kiadó, vol. 118(3), pages 823-847, March.
    9. Benchimol, Jonathan & Bounader, Lahcen, 2023. "Optimal monetary policy under bounded rationality," Journal of Financial Stability, Elsevier, vol. 67(C).
    10. Robert J. Shiller, 2017. "Narrative Economics," American Economic Review, American Economic Association, vol. 107(4), pages 967-1004, April.
    11. Parinov, Sergey, 2022. "Экономическая Координация Как Результат Координирующего Поведения Агентов [Economic coordination as a coordinating behavior of human agents]," MPRA Paper 112190, University Library of Munich, Germany.
    12. Jana A. Hirsch & Amy Hillier, 2013. "Exploring the Role of the Food Environment on Food Shopping Patterns in Philadelphia, PA, USA: A Semiquantitative Comparison of Two Matched Neighborhood Groups," IJERPH, MDPI, vol. 10(1), pages 1-19, January.
    13. Mielczarek, Bożena, 2014. "Simulation modelling for contracting hospital emergency services at the regional level," European Journal of Operational Research, Elsevier, vol. 235(1), pages 287-299.
    14. Eren Demir & Christos Vasilakis & Reda Lebcir & David Southern, 2015. "A simulation-based decision support tool for informing the management of patients with Parkinson’s disease," International Journal of Production Research, Taylor & Francis Journals, vol. 53(24), pages 7238-7251, December.
    15. Heutel, Garth, 2019. "Prospect theory and energy efficiency," Journal of Environmental Economics and Management, Elsevier, vol. 96(C), pages 236-254.
    16. John Cawley & Alex Susskind & Barton Willage, 2020. "The Impact of Information Disclosure on Consumer Behavior: Evidence from a Randomized Field Experiment of Calorie Labels on Restaurant Menus," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(4), pages 1020-1042, September.
    17. Feng, Lei & Zhang, Minghui & Li, Yixin & Jiang, Yan, 2020. "Satisfaction principle or efficiency principle? Decision-making behavior of peasant households in China’s rural land market," Land Use Policy, Elsevier, vol. 99(C).
    18. Bogliacino, Francesco & Codagnone, Cristiano, 2021. "Microfoundations, behaviour, and evolution: Evidence from experiments," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 372-385.
    19. Pragati Hemrajani & Rajni & Rahul Dhiman, 2024. "Retail Investors’ Financial Risk Tolerance and Risk-taking Behaviour: The Role of Psychological Factors," FIIB Business Review, , vol. 13(1), pages 87-105, January.
    20. Lorraine Dodd, 2019. "Choice-making and choose-ables: making decision agents more human and choosy," EURO Journal on Decision Processes, Springer;EURO - The Association of European Operational Research Societies, vol. 7(1), pages 101-115, May.

    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:32:y:2023:i:12:p:2836-2854. 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.