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A Brief, Global History of Microsimulation Models in Health: Past Applications, Lessons Learned and Future Directions

Author

Listed:
  • Deborah J Schofield

    (Centre for Economic Impacts of Genomic Medicine (GenIMPACT), Macquarie University, Australia.)

  • Melanie J B Zeppel

    (Centre for Economic Impacts of Genomic Medicine (GenIMPACT), Macquarie University, Australia.)

  • Owen Tan

    (Centre for Economic Impacts of Genomic Medicine (GenIMPACT), Macquarie University, Australia.)

  • Sharyn Lymer

    (Faculty of Pharmacy, The University of Sydney, Australia.)

  • Michelle M Cunich

    (Faculty of Pharmacy, The University of Sydney, Australia.)

  • Rupendra N Shrestha

    (Centre for Economic Impacts of Genomic Medicine (GenIMPACT), Macquarie University, Australia.)

Abstract

This review discusses the evolution of microsimulation models in health over the past three decades. We focus on three aspects of health microsimulation. First, we describe the origins and applications of health microsimulation, including how early research challenged early methodologies and led to the development of more rigorous models. We describe limitations of early means-based models and how more detailed methods, which are based on health-specific input data, overcame many of the early data shortfalls and assumptions. Second, we discuss the global expansion of applications of microsimulation to health over the last ten years. Many health microsimulation models have focussed on health expenditure, the ageing population, diabetes, mortality modelling, and spatial models. Health models over the past few decades have expanded to many countries including Canada, Africa, the United States, the UK, Sweden, the Netherlands, New Zealand and Australia. Finally, we describe future developments, including emerging research fields for microsimulation and health and how the early development of health microsimulation models provides important lessons for emerging applications. These include the emerging field of genomics and precision medicine, and the diagnosis and treatment of childhood cancers and rare diseases. We suggest research directions, including the need for good data to avoid model errors, and highlight some pitfalls to avoid.

Suggested Citation

  • Deborah J Schofield & Melanie J B Zeppel & Owen Tan & Sharyn Lymer & Michelle M Cunich & Rupendra N Shrestha, 2018. "A Brief, Global History of Microsimulation Models in Health: Past Applications, Lessons Learned and Future Directions," International Journal of Microsimulation, International Microsimulation Association, vol. 11(1), pages 97-142.
  • Handle: RePEc:ijm:journl:v10:y:2018:i:1:p:97-142
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    References listed on IDEAS

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    1. Anonymous, 1957. "Economic and Social Council," International Organization, Cambridge University Press, vol. 11(3), pages 505-511, July.
    2. Deborah Schofield & George Rothman, 2007. "Projections of Commonwealth Health Expenditure in Australia’s First Intergenerational Report," International Symposia in Economic Theory and Econometrics, in: Modelling Our Future: Population Ageing, Health and Aged Care, pages 149-168, Emerald Group Publishing Limited.
    3. Chernick, Howard A. & Holmer, Martin R. & Weinberg, Daniel H., 1987. "Tax policy toward health insurance and the demand for medical services," Journal of Health Economics, Elsevier, vol. 6(1), pages 1-25, March.
    4. Sharyn Lymer & Deborah Schofield & Crystal M Y Lee & Stephen Colagiuri, 2016. "NCDMod: A Microsimulation Model Projecting Chronic Disease and Risk Factors for Australian Adults," International Journal of Microsimulation, International Microsimulation Association, vol. 9(3), pages 103-139.
    5. Dragana Majstorovic & Maria A Wimmer & Roy Lay-Yee & Peter Davis & Petra Ahrweiler, 2015. "Features and Added Value of Simulation Models Using Different Modelling Approaches Supporting Policy-Making: A Comparative Analysis," Public Administration and Information Technology, in: Marijn Janssen & Maria A. Wimmer & Ameneh Deljoo (ed.), Policy Practice and Digital Science, edition 127, chapter 6, pages 95-123, Springer.
    6. Kevin ten Haaf & Martin C Tammemägi & Susan J Bondy & Carlijn M van der Aalst & Sumei Gu & S Elizabeth McGregor & Garth Nicholas & Harry J de Koning & Lawrence F Paszat, 2017. "Performance and Cost-Effectiveness of Computed Tomography Lung Cancer Screening Scenarios in a Population-Based Setting: A Microsimulation Modeling Analysis in Ontario, Canada," PLOS Medicine, Public Library of Science, vol. 14(2), pages 1-20, February.
    7. Anonymous, 1957. "Economic and Social Council," International Organization, Cambridge University Press, vol. 11(4), pages 662-667, October.
    8. Anonymous, 1957. "Economic and Social Council," International Organization, Cambridge University Press, vol. 11(2), pages 373-381, April.
    9. Carolyn M. Rutter & Alan M. Zaslavsky & Eric J. Feuer, 2011. "Dynamic Microsimulation Models for Health Outcomes," Medical Decision Making, , vol. 31(1), pages 10-18, January.
    10. Anonymous, 1957. "Economic and Social Council," International Organization, Cambridge University Press, vol. 11(1), pages 121-131, January.
    11. Laurie Brown, 2011. "Editorial - Special Issue on Health," International Journal of Microsimulation, International Microsimulation Association, vol. 4(3), pages 1-2.
    12. Roy Lay-Yee & Gerry Cotterell, 2015. "The Role of Microsimulation in the Development of Public Policy," Public Administration and Information Technology, in: Marijn Janssen & Maria A. Wimmer & Ameneh Deljoo (ed.), Policy Practice and Digital Science, edition 127, chapter 14, pages 305-320, Springer.
    13. Government of India, 2017. "National Health Policy 2017," Working Papers id:11664, eSocialSciences.
    14. Edwards, Kimberley L. & Clarke, Graham P., 2009. "The design and validation of a spatial microsimulation model of obesogenic environments for children in Leeds, UK: SimObesity," Social Science & Medicine, Elsevier, vol. 69(7), pages 1127-1134, October.
    15. Agnes E. Walker & Stephen Colagiuri, 2011. "Cost-Benefit Model System of Chronic Diseases in Australia to Assess and Rank Prevention and Treatment Options," International Journal of Microsimulation, International Microsimulation Association, vol. 4(3), pages 57-70.
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    Cited by:

    1. Richiardi, Matteo & Bronka, Patryk & van de Ven, Justin & Kopasker, Daniel & Vittal Katikireddi, Srinivasa, 2023. "SimPaths: an open-source microsimulation model for life course analysis," Centre for Microsimulation and Policy Analysis Working Paper Series CEMPA6/23, Centre for Microsimulation and Policy Analysis at the Institute for Social and Economic Research.
    2. Tobias Schoch & André Müller, 2020. "Treatment of sample under-representation and skewed heavy-tailed distributions in survey-based microsimulation: An analysis of redistribution effects in compulsory health care insurance in Switzerland," AStA Wirtschafts- und Sozialstatistisches Archiv, Springer;Deutsche Statistische Gesellschaft - German Statistical Society, vol. 14(3), pages 267-304, December.
    3. Richiardi, Matteo & Bronka, Patryk & van de Ven, Justin, 2023. "Back to the future: Agent-based modelling and dynamic microsimulation," Centre for Microsimulation and Policy Analysis Working Paper Series CEMPA8/23, Centre for Microsimulation and Policy Analysis at the Institute for Social and Economic Research.

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    More about this item

    Keywords

    HEALTH ECONOMICS; SPATIAL MODELLING; CANCER MICROSIMULATION; PRECISION MEDICINE;
    All these keywords.

    JEL classification:

    • C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
    • C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables
    • I1 - Health, Education, and Welfare - - Health

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