Skip to main content

Advertisement

Log in

Assessing the Value of Healthcare Interventions Using Multi-Criteria Decision Analysis: A Review of the Literature

  • Review Article
  • Published:
PharmacoEconomics Aims and scope Submit manuscript

Abstract

The objective of this study is to support those undertaking a multi-criteria decision analysis (MCDA) by reviewing the approaches adopted in healthcare MCDAs to date, how these varied with the objective of the study, and the lessons learned from this experience. Searches of EMBASE and MEDLINE identified 40 studies that provided 41 examples of MCDA in healthcare. Data were extracted on the objective of the study, methods employed, and decision makers’ and study authors’ reflections on the advantages and disadvantages of the methods. The recent interest in MCDA in healthcare is mirrored in an increase in the application of MCDA to evaluate healthcare interventions. Of the studies identified, the first was published in 1990, but more than half were published since 2011. They were undertaken in 18 different countries, and were designed to support investment (coverage and reimbursement), authorization, prescription, and research funding allocation decisions. Many intervention types were assessed: pharmaceuticals, public health interventions, screening, surgical interventions, and devices. Most used the value measurement approach and scored performance using predefined scales. Beyond these similarities, a diversity of different approaches were adopted, with only limited correspondence between the approach and the type of decision or product. Decision makers consulted as part of these studies, as well as the authors of the studies are positive about the potential of MCDA to improve decision making. Further work is required, however, to develop guidance for those undertaking MCDA.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Notes

  1. See http://www.imi-protect.eu/benefitsRep.shtml.

  2. The asterisk refers to any ending to the search term being acceptable.

References

  1. Guo JJ, Pandey S, Doyle J, Bian B, Lis Y, Raisch DW. A review of quantitative risk-benefit methodologies for assessing drug safety and efficacy: report of the ISPOR risk-benefit management working group. Value Health J Int Soc Pharmacoecon Outcomes Res. 2010;13(5):657–66.

    Article  Google Scholar 

  2. Garrison LP. Regulatory benefit-risk assessment and comparative effectiveness research: strangers, bedfellows or strange bedfellows? Pharmacoeconomics. 2010;28(10):855–65.

    Article  PubMed  Google Scholar 

  3. The future of drug safety: promoting and protecting the health of the public. Institute of Medicine, 2006.

  4. Food and Drug Administration (FDA). PDUFA reauthorization performance goals and procedures fiscal years 2013 through 2017. http://www.fda.gov/downloads/forindustry/userfees/prescriptiondruguserfee/ucm270412.pdf. Accessed 30 April 2013.

  5. European Medicines Agency (EMA). Report of the CHMP working group on benefit-risk assessment models and methods; 2007.

  6. European Medicines Agency (EMA). Benefit-risk methodology project. Work package 4 report: benefit-risk tools and processes; 2012.

  7. Baltussen R, Niessen L. Priority setting of health interventions: the need for multi-criteria decision analysis. Cost Eff Resour Alloc. 2006;4:14.

    Article  PubMed Central  PubMed  Google Scholar 

  8. Golan O, Hansen P, Kaplan G, Tal O. Health technology prioritization: which criteria for prioritizing new technologies and what are their relative weights? Health Policy. 2011;102(2–3):126–35.

    Article  PubMed  Google Scholar 

  9. Tony M, Wagner M, Khoury H, Rindress D, Papastavros T, Oh P, et al. Bridging health technology assessment (HTA) with multicriteria decision analyses (MCDA): field testing of the EVIDEM framework for coverage decisions by a public payer in Canada. BMC Health Serv Res. 2011;11:329.

    Article  PubMed Central  PubMed  Google Scholar 

  10. Guindo LA, Wagner M, Baltussen R, Rindress R, et al. From efficacy to equity: literature review of decision criteria for resource allocation and healthcare decision making. Cost Eff Resour Alloc. 2012;10:9. http://www.resource-allocation.com/content/10/1/9.

  11. Rawlins M, Barnett D, Stevens A. Pharmacoeconomics: NICE’s approach to decision-making. Br J Clin Pharmacol. 2010;70(3):346–9.

    Article  PubMed Central  PubMed  Google Scholar 

  12. Devlin NJ, Sussex J. Incorporating multiple criteria in HTA. Methods Processes. London: Office of Health Economics; 2011. http://www.ohe.org/publications/article/incorporating-multiple-criteria-in-htamethods-and-processes-8.cfm.

  13. National Institute for Health and Care Excellence (NICE). Briefing paper for methods review workshop on structured decision making. 2012. http://www.nice.org.uk/media/C67/40/TAMethodsGuideReviewSupportingDocuments.pdf. Accessed 30 April 2013.

  14. Thokala P, Duenas A. Multiple criteria decision analysis for health technology assessment. Value Health J Int Soc Pharmacoecon Outcomes Res. 2012;15(8):1172–81.

    Article  Google Scholar 

  15. Cross JT, Garrison LP. Challenges and opportunities for improving benefit-risk assessment of pharmaceuticals from an economic perspective. London: Office of Health Economics; 2008.

    Google Scholar 

  16. Communities and Local Government (CLG). Multi-criteria analysis: a manual; 2009.

  17. Institute of Medicine. Ranking vaccines a prioritization framework phase I: demonstration of concept and a software blueprint. In: National Academy of Sciences, editor. Washington DC: National Academies Press; 2012.

  18. Drummond M, Bridges JFP, Muhlbacher A, Ijzerman MJ. Identification, weighting and prioritization of multiple endpoints for comparative effectiveness research: what have we learned from Germany? ISPOR Panel 2011; 2011.

  19. National Health Service (NHS). Decision-making framework for making recommendations on national commissioning. http://www.specialisedservices.nhs.uk/document/decision-making-framework-making-recommendations-on-national-commissioning. Accessed 30 April 2013.

  20. National Institute for Health and Care Excellence (NICE). Interim Process and Methods of the Highly Specialised Technology Programme. 2013. http://www.nice.org.uk/media/188/49/HST_combined_Interim_Process_and_Methods_FINAL_31_May_2013.pdf. Accessed August 2013.

  21. Sussex J, Towse A, Devlin N. Operationalizing value-based pricing of medicines: a taxonomy of approaches. Pharmacoeconomics. 2013;31(1):1–10.

    Article  PubMed  Google Scholar 

  22. De Montis A, De Toro P, Droste-Franke B, et al. Criteria for quality assessment of MCDA methods. In: Getzener M, Spash C, Stagl S, editors. Alternatives for valuing nature: London: Routledge; 2005: 99–133.

  23. Broekhuizen H, Ijzerman MJ, Groothuis-Oudshoorn KG, Hauber AB. Integrating patient preferences and clinical trial data in a Bayesian model for quantitative risk-benefit assessment. Value Health. 2012;15(7):A474.

    Article  Google Scholar 

  24. Jehu-Appiah C, Baltussen R, Acquah C, Aikins M, d’Almeida SA, Bosu WK, et al. Balancing equity and efficiency in health priorities in Ghana: the use of multicriteria decision analysis. Value Health J Int Soc Pharmacoecon Outcomes Res. 2008;11(7):1081–7.

    Article  Google Scholar 

  25. Dolan JG. Patient priorities in colorectal cancer screening decisions. Health Expect Int J Public Particip Health Care Health Policy. 2005;8(4):334–44.

    Google Scholar 

  26. Dolan JG, Frisina S. Randomized controlled trial of a patient decision aid for colorectal cancer screening. Med Decis Mak. 2002;22(2):125–39.

    Article  Google Scholar 

  27. Diaby V, Campbell K, Goeree R. Multi-criteria decision analysis (MCDA) in health care: a bibliometric analysis. Oper Res Health Care. 2013;2:20–4.

    Article  Google Scholar 

  28. Brass EP, Lofstedt R, Renn O. A decision-analysis tool for benefit-risk assessment of nonprescription drugs. J Clin Pharmacol. 2013;53(5):475–82.

    Article  PubMed  Google Scholar 

  29. Felli JC, Noel RA, Cavazzoni PA. A multiattribute model for evaluating the benefit-risk profiles of treatment alternatives. Med Decis Mak. 2009;29(1):104–15.

    Article  Google Scholar 

  30. Marsh K, Dolan P, Kempster J, Lugon M. Prioritizing investments in public health: a multi-criteria decision analysis. J Public Health (Oxf). 2012

  31. Youngkong S, Baltussen R, Tantivess S, Mohara A, Teerawattananon Y. Multicriteria decision analysis for including health interventions in the universal health coverage benefit package in Thailand. Value Health. 2012;15(6):961–70.

    Article  PubMed  Google Scholar 

  32. Wilson E, Sussex J, Macleod C, Fordham R. Prioritizing health technologies in a Primary Care Trust. J Health Serv Res Policy. 2007;12(2):80–5.

    Article  PubMed  Google Scholar 

  33. van Til JA, Renzenbrink GJ, Dolan JG, Ijzerman MJ. The use of the analytic hierarchy process to aid decision making in acquired equinovarus deformity. Arch Phys Med Rehabil. 2008;89(3):457–62.

    Article  PubMed  Google Scholar 

  34. Erjaee A, Bagherpour M, Razeghi S, Dehghani SM, Imanieh MH, Haghighat M. A multi-criteria decision making model for treatment of Helicobacter pylori infection in children. Hong Kong J Paediatr. 2012;17(4):237–42.

    Google Scholar 

  35. Diaz-Ledezma C, Parvizi J. Surgical approaches for cam femoroacetabular impingement: the use of multicriteria decision analysis. Clin Orthop Relat Res. 2013;471:2509–16.

    Article  PubMed  Google Scholar 

  36. Goetghebeur MM, Wagner M, Khoury H, Levitt RJ, Erickson LJ, Rindress D. Bridging health technology assessment (HTA) and efficient health care decision making with multicriteria decision analysis (MCDA): applying the EVIDEM framework to medicines appraisal. Med Decis Mak. 2012;32(2):376–88.

    Article  Google Scholar 

  37. Baltussena R, Stolka E, Chisholmc D, Aikinsd M. Towards a multi-criteria approach for priority setting: an application to Ghana. Health Econ. 2006;15:689–96.

    Article  Google Scholar 

  38. Goetghebeur MM, Wagner M, Khoury H, et al. Combining multicriteria decision analysis, ethics and health technology assessment: applying the EVIDEM decision making framework to growth hormone for Turner syndrome patients. Cost Eff Resour Alloc. 2010;8.

  39. Hummel MJM, Volz F, Van Manen JG, Danner M, Dintsios CM, Ijzerman MJ, et al. Using the analytic hierarchy process to elicit patient preferences: prioritizing multiple outcome measures of antidepressant drug treatment. Patient. 2012;5(4):225–37.

    Article  PubMed  Google Scholar 

  40. Airoldi M, Morton A, Smith J, Bevan G. Healthcare prioritisation at the local level: a socio-technical approach. Priority Setting for Population Health; Working paper series; London School of Economics and Political Science. 2011; Working paper no.7.

  41. Diaby V, Lachaine J. An application of a proposed framework for formulary listing in low-income countries: the case of Cote d’Ivoire. Appl Health Econ Health Policy. 2011;9(6):389–402.

    Article  PubMed  Google Scholar 

  42. Baltussen R, Ten Asbroek AHA, Koolman X, Shrestha N, Bhattarai P, Niessen LW. Priority setting using multiple criteria: should a lung health programme be implemented in Nepal? Health Policy Plan. 2007;22(3):178–85.

    Article  PubMed  CAS  Google Scholar 

  43. Hummel JM, Boomkamp ISM, Steuten LMG, Verkerke BGJ, Ijzerman MJ. Predicting the health economic performance of new non-fusion surgery in adolescent idiopathic scoliosis. J Orthop Res. 2012;30(9):1453–8.

    Article  PubMed  Google Scholar 

  44. Kroese M, Burton H, Whittaker J, Lakshman R, Alberg C. A framework for the prioritization of investment in the provision of genetic tests. Public Health Genomics. 2010;13(7–8):538–43.

    Article  PubMed  Google Scholar 

  45. Van Valkenhoef G, Tervonen T, Zhao J, De Brock B, Hillege HL, Postmus D. Multicriteria benefit-risk assessment using network meta-analysis. J Clin Epidemiol. 2012;65(4):394–403.

    Article  PubMed  Google Scholar 

  46. Singh S, Dolan JG, Centor RM. Optimal management of adults with pharyngitis: a multi-criteria decision analysis. BMC Med Inform Decis Mak. 2006;6:14.

    Article  PubMed Central  PubMed  Google Scholar 

  47. Cunich M, Salkeld G, Dowie J, Henderson J, Bayram C, Britt H, et al. Integrating evidence and individual preferences using a web-based multi-criteria decision analytic tool: an application to prostate cancer screening. Patient. 2011;4(3):153–62.

    Article  PubMed  Google Scholar 

  48. Dolan JG, Bordley DR. Isoniazid prophylaxis: the importance of individual values. Med Decis Mak. 1994;14(1):1–8.

    Article  CAS  Google Scholar 

  49. Youngkong S, Teerawattananon Y, Tantivess S, Baltussen R. Multi-criteria decision analysis for setting priorities on HIV/AIDS interventions in Thailand. Health Res Policy Syst BioMed Cent. 2012;10:6.

    Article  Google Scholar 

  50. Miot J, Wagner M, Khoury H, et al. Field testing of a multicriteria decision analysis (MCDA) framework for coverage of a screening test for cervical cancer in South Africa. Cost Eff Resour Alloc. 2012;10.

  51. Le Gales C, Moatti JP. Searching for consensus through multi-criteria decision analysis: assessment of screening strategies for hemoglobinopathies in southeastern France. Int J Technol Assess Health Care. 1990;6(3):430–49.

    Article  PubMed  Google Scholar 

  52. Guest J, Harrop JS, Aarabi B, Grossman RG, Fawcett JW, Fehlings MG, et al. Optimization of the decision-making process for the selection of therapeutics to undergo clinical testing for spinal cord injury in the North American Clinical Trials Network. J Neurosurg Spine. 2012;17(1 Suppl):94–101.

    PubMed  Google Scholar 

  53. Van Wijk BL, Klungel OH, Heerdink ER, de Boer A. A comparison of two multiple-characteristic decision-making models for the comparison of antihypertensive drug classes: simple additive weighting (SAW) and technique for order preference by similarity to an ideal solution (TOPSIS). Am J Cardiovasc Drugs Drugs Devices Interv. 2006;6(4):251–8.

    Article  Google Scholar 

  54. Lootsma FA. The French and the American school in multi-criteria decision analysis. Revue française d’automatique, d’informatique et de recherche opérationnelle Recherche opérationnelle. 1990;24(3):263–85.

    Google Scholar 

  55. Baeten SA, Baltussen RMPM, Uyl-de Groot CA, Bridges J, Louis WN. Incorporating equity-efficiency interactions in cost-effectiveness analysis: three approaches applied to breast cancer control. Value Health. 2010;13(5):573–9.

    Article  PubMed  Google Scholar 

  56. Dalalah D, Magableh S. A remote fuzzy multicriteria diagnosis of sore throat. Telemed e-Health. 2008;14(7):656–65.

    Article  Google Scholar 

  57. Defechereux T, Paolucci F, Mirelman A, Youngkong S, Botten G, Hagen TP, et al. Health care priority setting in Norway: a multicriteria decision analysis. BMC Health Serv Res. 2012;12:39.

    Article  PubMed Central  PubMed  Google Scholar 

  58. Gonza lez-Zapata LI, Alvarez-Dardet C, Ortiz-Moncada R, et al. Policy options for obesity in Europe: a comparison of public health specialists with other stakeholders. Public Health Nutr. 2009;12(7):896–908.

    Google Scholar 

  59. Holdsworth M, El Ati J, Bour A, et al. Developing national obesity policy in middle-income countries: a case study from North Africa. Health Policy Plann. 2012;1–13.

  60. Marjanhummel JM, Snoek GJ, van Til JA, van Rossum W, IJzerman MJ. A multicriteria decision analysis of augmentative treatment of upper limbs in persons with tetraplegia. J Rehabil Res Dev. 2005;42(5):635–44.

    Article  Google Scholar 

  61. Nobre FF, Trotta LTF, Gomes LFAM. Multi-criteria decision making: an approach to setting priorities in health care. Stat Med. 1999;18(23):3345–54.

    Article  PubMed  CAS  Google Scholar 

  62. Pérez Encinas M, Fernández MA, Martín ML, et al. Multicriteria decision analysis for determining drug therapy for intermittent claudication. Meth Find Exp Clin Pharmacol 1998;20(5):425–431.

  63. Wenstop F, Magnus P. Value focused rationality in AIDS policy. Health Policy. 2001;57(1):57–72.

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

This study was conducted without external funding. All authors contributed to all aspects of the paper. Kevin Marsh is the guarantor for the overall content of this paper. The authors have no conflicts of interest that are directly relevant to the contents of this study.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kevin Marsh.

Appendices

Appendix 1

See Fig. 5.

Fig. 5
figure 5

PRISMA flowchart describing study selection

Appendix 2

See Table 1.

Table 1 Description of studies included in the review

Rights and permissions

Reprints and permissions

About this article

Cite this article

Marsh, K., Lanitis, T., Neasham, D. et al. Assessing the Value of Healthcare Interventions Using Multi-Criteria Decision Analysis: A Review of the Literature. PharmacoEconomics 32, 345–365 (2014). https://doi.org/10.1007/s40273-014-0135-0

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40273-014-0135-0

Keywords

Navigation