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

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  • 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
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    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. Richard H. Thaler, 2016. "Behavioral Economics: Past, Present, and Future," American Economic Review, American Economic Association, vol. 106(7), pages 1577-1600, July.
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