Incentivizing performance in health care: a rapid review, typology and qualitative study of unintended consequences
- PMID: 35606747
- PMCID: PMC9128153
- DOI: 10.1186/s12913-022-08032-z
Incentivizing performance in health care: a rapid review, typology and qualitative study of unintended consequences
Abstract
Background: Health systems are increasingly implementing policy-driven programs to incentivize performance using contracts, scorecards, rankings, rewards, and penalties. Studies of these "Performance Management" (PM) programs have identified unintended negative consequences. However, no single comprehensive typology of the negative and positive unintended consequences of PM in healthcare exists and most studies of unintended consequences were conducted in England or the United States. The aims of this study were: (1) To develop a comprehensive typology of unintended consequences of PM in healthcare, and (2) To describe multiple stakeholder perspectives of the unintended consequences of PM in cancer and renal care in Ontario, Canada.
Methods: We conducted a rapid review of unintended consequences of PM in healthcare (n = 41 papers) to develop a typology of unintended consequences. We then conducted a secondary analysis of data from a qualitative study involving semi-structured interviews with 147 participants involved with or impacted by a PM system used to oversee 40 care delivery networks in Ontario, Canada. Participants included administrators and clinical leads from the networks and the government agency managing the PM system. We undertook a hybrid inductive and deductive coding approach using the typology we developed from the rapid review.
Results: We present a comprehensive typology of 48 negative and positive unintended consequences of PM in healthcare, including five novel unintended consequences not previously identified or well-described in the literature. The typology is organized into two broad categories: unintended consequences on (1) organizations and providers and on (2) patients and patient care. The most common unintended consequences of PM identified in the literature were measure fixation, tunnel vision, and misrepresentation or gaming, while those most prominent in the qualitative data were administrative burden, insensitivity, reduced morale, and systemic dysfunction. We also found that unintended consequences of PM are often mutually reinforcing.
Conclusions: Our comprehensive typology provides a common language for discourse on unintended consequences and supports systematic, comparable analyses of unintended consequences across PM regimes and healthcare systems. Healthcare policymakers and managers can use the results of this study to inform the (re-)design and implementation of evidence-informed PM programs.
Keywords: Health systems; Performance management; Performance measurement; Quality indicators; Unintended consequences.
© 2022. The Author(s).
Conflict of interest statement
The authors declare that they have no competing interests.
Figures
Similar articles
-
Opening the black box of health systems performance management using the behaviour change techniques taxonomy: implications for health research and practice.Health Res Policy Syst. 2025 Feb 3;23(1):17. doi: 10.1186/s12961-025-01284-1. Health Res Policy Syst. 2025. PMID: 39901282 Free PMC article.
-
Unintended consequences of implementing a national performance measurement system into local practice.J Gen Intern Med. 2012 Apr;27(4):405-12. doi: 10.1007/s11606-011-1906-3. Epub 2011 Oct 13. J Gen Intern Med. 2012. PMID: 21993998 Free PMC article.
-
An Exploration of the Unintended Consequences of Performance-Based Financing in 6 Primary Healthcare Facilities in Burkina Faso.Int J Health Policy Manag. 2022 Feb 1;11(2):145-159. doi: 10.34172/ijhpm.2020.83. Int J Health Policy Manag. 2022. PMID: 32610814 Free PMC article.
-
Unintended consequences of performance measurement in healthcare: 20 salutary lessons from the English National Health Service.Intern Med J. 2012 May;42(5):569-74. doi: 10.1111/j.1445-5994.2012.02766.x. Intern Med J. 2012. PMID: 22616961 Review.
-
What do end-users want to know about managing the performance of healthcare delivery systems? Co-designing a context-specific and practice-relevant research agenda.Health Res Policy Syst. 2021 Oct 11;19(1):131. doi: 10.1186/s12961-021-00779-x. Health Res Policy Syst. 2021. PMID: 34635106 Free PMC article. Review.
Cited by
-
Institutional financial incentives in healthcare: a review of normative considerations.BMC Med Ethics. 2025 Jul 10;26(1):92. doi: 10.1186/s12910-025-01252-y. BMC Med Ethics. 2025. PMID: 40640793 Free PMC article.
-
Geriatric Emergency Medication Safety Recommendations (GEMS-Rx): Modified Delphi Development of a High-Risk Prescription List for Older Emergency Department Patients.Ann Emerg Med. 2024 Sep;84(3):274-284. doi: 10.1016/j.annemergmed.2024.01.033. Epub 2024 Mar 12. Ann Emerg Med. 2024. PMID: 38483427 Free PMC article.
-
Unintended consequences of the 18-week referral to treatment standard in NHS England: a threshold analysis.BMJ Qual Saf. 2023 Dec;32(12):712-720. doi: 10.1136/bmjqs-2023-015949. Epub 2023 Sep 5. BMJ Qual Saf. 2023. PMID: 37669876 Free PMC article.
-
Opening the black box of health systems performance management using the behaviour change techniques taxonomy: implications for health research and practice.Health Res Policy Syst. 2025 Feb 3;23(1):17. doi: 10.1186/s12961-025-01284-1. Health Res Policy Syst. 2025. PMID: 39901282 Free PMC article.
-
Knowledge, attitudes, and practices regarding metabolic associated fatty liver disease (MAFLD) in elderly patients.Sci Rep. 2025 May 17;15(1):17215. doi: 10.1038/s41598-025-02153-1. Sci Rep. 2025. PMID: 40382373 Free PMC article.
References
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Medical