Strategies for sustaining a quality improvement collaborative and its patient safety gains
Abstract
OBJECTIVE: To identify strategies to facilitate the sustainability of a quality and safety improvement collaborative: the Safer Patients Initiative (SPI) and its successes. DESIGN: A qualitative interview study with a repeated sample at two time points. SETTING: Twenty organizations participating in the SPI programme in the UK. PARTICIPANTS: Twenty principal SPI programme coordinators took part in interviews towards the end of the supported phase of the programme, 12 of which were interviewed again a year later, along with another three replacement programme coordinators, totalling 35 interviewees across the two time points. MAIN OUTCOME MEASURES: Programme coordinators' perceptions of facilitating strategies to the sustainability of the collaborative and its gains. RESULTS: Qualitative analysis identified three overarching factors for the sustainability of SPI: (i) using programme improvement methodology and measurement of its outcomes; (ii) organizational strategies to ensure sustainability and (iii) alignment of goals with external requirements. Within these were eight themes identified by the coordinators as helping to sustain the efforts of the SPI programme and its successes. CONCLUSIONS: This study has presented what principle programme coordinators across 20 NHS organizations considered to be the key strategies to sustain their own improvement programme and its successes, during the supported phase of the programme and 1 year on. Recommendations are to consider these practical strategies in order to improve chances of maintaining changes and continuing a quality improvement programme beyond the formal cessation of the intervention.
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Many approaches highlighted the importance of the ability of an initiative to garner and maintain resources through stable sources.
“Many approaches highlighted the importance of the ability of an initiative to garner and maintain resources [15, 27, 36–41] through stable sources [19, 36, 39, 42–45].”
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This local participatory approach enhances sustainability efforts.
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Cites
Wagner, H. R., Glaser, B. G., & Strauss, A. L. (1968) · Social Forces · doi:10.2307/2575405 · Cited by 46,470 · see citing works
An Introduction to Qualitative Research
Flick, U. (2023) · SAGE Publications Ltd eBooks · doi:10.4135/9781036231712 · Cited by 9,550 · see citing works
An introduction to qualitative research, 4th ed.
Flick, U. (2009) · Cited by 1,079 · see citing works
Evidence for the impact of quality improvement collaboratives: systematic review
Schouten, L. M. T., Hulscher, M., van Everdingen, J. J. E., Huijsman, R., & Grol, R. P. T. M. (2008) · BMJ · doi:10.1136/bmj.39570.749884.be · Cited by 683 · see citing works
Quality collaboratives: lessons from research
Øvretveit, J. (2002) · BMJ Quality & Safety · doi:10.1136/qhc.11.4.345 · Cited by 572 · see citing works
No going back: A review of the literature on sustaining organizational change
Buchanan, D., Fitzgerald, L., Ketley, D., Gollop, R., Jones, J. L., Lamont, S. S., Neath, A., & Whitby, E. (2005) · International Journal of Management Reviews · doi:10.1111/j.1468-2370.2005.00111.x · Cited by 475 · see citing works
Intensive care unit quality improvement: A “how-to” guide for the interdisciplinary team*
Curtis, J. R., Cook, D. J., Wall, R. J., Angus, D. C., Bion, J., Kacmarek, R. M., Kane‐Gill, S. L., Kirchhoff, K. T., Levy, M. M., Mitchell, P. H., et al. (2005) · Critical Care Medicine · doi:10.1097/01.ccm.0000190617.76104.ac · Cited by 365 · see citing works
What Do Collaborative Improvement Projects Do? Experience from Seven Countries
Wilson, T., Berwick, D. M., & Cleary, P. D. (2003) · The Joint Commission Journal on Quality and Safety · doi:10.1016/s1549-3741(03)29011-0 · Cited by 210 · see citing works
Data feedback efforts in quality improvement: lessons learned from US hospitals
Bradley, E. H. (2004) · BMJ Quality & Safety · doi:10.1136/qhc.13.1.26 · Cited by 197 · see citing works
Benn, J. J., Burnett, S. J., Parand, A., Pinto, A. C. S. N., Iskander, S., & Vincent, C. A. (2009) · Social Science & Medicine · doi:10.1016/j.socscimed.2009.09.051 · Cited by 98 · see citing works
Self-citationSustained Improvement? Findings From an Independent Case Study of the Jönköping Quality Program
Øvretveit, J., & Staines, A. S. (2007) · Quality Management in Health Care · doi:10.1097/00019514-200701000-00009 · Cited by 71 · see citing works
Classen, D. C., & Kilbridge, P. M. (2002) · Academic Medicine · doi:10.1097/00001888-200210000-00007 · Cited by 66 · see citing works
Benn, J. J., Burnett, S. J., Parand, A., Pinto, A. C. S. N., Iskander, S., & Vincent, C. A. (2009) · Journal of Evaluation in Clinical Practice · doi:10.1111/j.1365-2753.2009.01145.x · Cited by 54 · see citing works
Self-citationBray, P., Cummings, D. M., Wolf, M., Massing, M. W., & Reaves, J. (2009) · The Joint Commission Journal on Quality and Patient Safety · doi:10.1016/s1553-7250(09)35069-2 · Cited by 41 · see citing works
Parand, A., Burnett, S. J., Benn, J. J., Pinto, A. C. S. N., Iskander, S., & Vincent, C. A. (2010) · Journal of Evaluation in Clinical Practice · doi:10.1111/j.1365-2753.2010.01506.x · Cited by 39 · see citing works
Self-citationParand, A., Burnett, S. J., Benn, J. J., Iskander, S., Pinto, A. C. S. N., & Vincent, C. A. (2010) · BMJ Quality & Safety · doi:10.1136/qshc.2009.036368 · Cited by 36 · see citing works
Self-citationNewton, P. J., Davidson, P. M., Halcomb, E., Denniss, A. R., & Westgarth, F. (2006) · The Journal of Cardiovascular Nursing · doi:10.1097/00005082-200605000-00002 · Cited by 23 · see citing works
Predictors of the perceived impact of a patient safety collaborative: an exploratory study
Pinto, A. C. S. N., Benn, J. J., Burnett, S. J., Parand, A., & Vincent, C. A. (2011) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzq089 · Cited by 19 · see citing works
Self-citationAchieving and Sustaining Quality in Healthcare
Ryan, M. J. (2004) · Frontiers of Health Services Management · doi:10.1097/01974520-200401000-00002 · Cited by 13 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Benn J, Burnett S, Parand A et al. Studying large-scale pro- grammes to improve patient safety across multiple organisa- tions: challenges for research. Soc Sci Med 2009;69:1767 -76.
- IHI. The breakthrough series: IHI's collaborative model for achieving breakthrough improvement. Diabetes Spectrum 2003;17: 97-101.
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Sorted by citations
Lennox, L., Maher, L., & Reed, J. (2018) · Implementation Science · doi:10.1186/s13012-017-0707-4 · Cited by 421 · see citing works
Cowie, J., Nicoll, A., Dimova, E. D., Campbell, P., & Duncan, E. (2020) · BMC Health Services Research · doi:10.1186/s12913-020-05434-9 · Cited by 250 · see citing works
Zamboni, K., Baker, U., Tyagi, M., Schellenberg, J., Hill, Z. E., & Hanson, C. (2020) · Implementation Science · doi:10.1186/s13012-020-0978-z · Cited by 231 · see citing works
Sousa, P. J. D. S., Uva, A. D. S., Serranheira, F., Nunes, C., & Sacadura‐Leite, E. (2014) · BMC Health Services Research · doi:10.1186/1472-6963-14-311 · Cited by 135 · see citing works
Woodcock, T. M., Adeleke, Y., Goeschel, C. A., Pronovost, P. J., & Dixon‐Woods, M. (2020) · BMC Medical Research Methodology · doi:10.1186/s12874-019-0886-6 · Cited by 102 · see citing works
Ford II, J. H., Alagoz, E., Dinauer, S., Johnson, K. A., Pe-Romashko, K., & Gustafson, D. H. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3965 · Cited by 73 · see citing works
Fleiszer, A. R., Semenic, S. E., Ritchie, J. A., Richer, M., & Denis, J. (2015) · BMC Health Services Research · doi:10.1186/s12913-015-1192-6 · Cited by 75 · see citing works
Communicable disease control programmes and health systems: an analytical approach to sustainability
Shigayeva, A., & Coker, R. J. (2015) · Health Policy and Planning · doi:10.1093/heapol/czu005 · Cited by 63 · see citing works
Sivan, M., Greenhalgh, T., Darbyshire, J. L., Mir, G., O’Connor, R. J., Dawes, H., Greenwood, D. C., O'Connor, D. B., Horton, M., Petrou, S., et al. (2022) · BMJ Open · doi:10.1136/bmjopen-2022-063505 · Cited by 61 · see citing works
Moon, S., Hogden, A., & Eljiz, K. (2022) · BMJ Open Quality · doi:10.1136/bmjoq-2022-002057 · Cited by 68 · see citing works
Crespo-González, C., Benrimoj, S. I., Scerri, M., & García‐Cárdenas, V. (2020) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2020.01.015 · Cited by 51 · see citing works
Implementation of an endoscopy safety checklist
Matharoo, M. K., Thomas‐Gibson, S., Haycock, A., & Sevdalis, N. (2013) · Frontline Gastroenterology · doi:10.1136/flgastro-2013-100393 · Cited by 49 · see citing works
Flynn, R., Cassidy, C. E., Dobson, L., Al-Rassi, J., Langley, J. E., Swindle, J., Graham, I. D., & Scott, S. D. (2023) · Implementation Science · doi:10.1186/s13012-023-01320-0 · Cited by 53 · see citing works
The role of chief executive officers in a quality improvement initiative: a qualitative study
Parand, A., Dopson, S., & Vincent, C. (2013) · BMJ Open · doi:10.1136/bmjopen-2012-001731 · Cited by 37 · see citing works
Self-citationLimato, R., Tumbelaka, P., Ahmed, R., Nasir, S., Syafruddin, D., Ormel, H., Kumar, M. B., Taegtmeyer, M., & Kok, M. C. (2019) · PLoS ONE · doi:10.1371/journal.pone.0226804 · Cited by 37 · see citing works
Collaboratively Improving Diabetes Care in Sweden Using a National Quality Register
Peterson, A., Guðbjörnsdóttir, S., Löfgren, U.-B., Schiöler, L., Bojestig, M., Thor, J., & Gäre, B. A. (2015) · Quality Management in Health Care · doi:10.1097/qmh.0000000000000068 · Cited by 30 · see citing works
Clavel, N., Pomey, M., & Ghadiri, D. P. (2019) · BMC Health Services Research · doi:10.1186/s12913-019-4618-8 · Cited by 30 · see citing works
Ranabhat, C. L., & Jakovljević, M. (2023) · Sustainability · doi:10.3390/su15021372 · Cited by 27 · see citing works
Backman, R., Foy, R., Michael, B. D., Defres, S., Kneen, R., & Solomon, T. (2015) · Implementation Science · doi:10.1186/s13012-015-0224-2 · Cited by 26 · see citing works
Family care map: Sustaining family-centered care in Polytrauma Rehabilitation Centers
Ford, J. H., Wise, M., Krahn, D., Oliver, K. A., Hall, C., & Sayer, N. (2014) · Journal of Rehabilitation Research and Development · doi:10.1682/jrrd.2014.03.0066 · Cited by 24 · see citing works
The development of hand hygiene compliance imperatives in an emergency department
Jeanes, A., Coen, P. G., Drey, N., & Gould, D. J. (2017) · American Journal of Infection Control · doi:10.1016/j.ajic.2017.10.014 · Cited by 24 · see citing works
Medical students as agents of change: a qualitative exploratory study
Burnett, E., Davey, P. G., Gray, N., Tully, V., & Breckenridge, J. P. (2018) · BMJ Open Quality · doi:10.1136/bmjoq-2018-000420 · Cited by 19 · see citing works
A Mixed-Methods Study to Explore the Impact of Hospital Accreditation
Al-alawy, K., Moonesar, I. A., Obaid, H. A. M., Gaafar, R., & Bawadi, E. I. A.-A. (2021) · Inquiry : a journal of medical care organization, provision and financing · doi:10.1177/0046958020981463 · Cited by 16 · see citing works
Wright, D. N. M., Gabbay, J., & le May, A. (2021) · BMJ Quality & Safety · doi:10.1136/bmjqs-2021-013065 · Cited by 18 · see citing works
Ishijima, H., Eliakimu, E. S., Takahashi, S., & Miyamoto, N. (2014) · Clinical Governance An International Journal · doi:10.1108/cgij-09-2013-0033 · Cited by 18 · see citing works
Savant, A. P., Britton, L. J., Petren, K., McColley, S. A., & Gutierrez, H. H. (2014) · BMJ Quality & Safety · doi:10.1136/bmjqs-2013-002314 · Cited by 16 · see citing works
Breton, J., Witmer, C. M., Zhang, Y., Downing, M., Stevenson, J., McDermott, J., Siddique, S. M., & Grossman, A. B. (2020) · Inflammatory Bowel Diseases · doi:10.1093/ibd/izaa288 · Cited by 16 · see citing works
McGowan, J. G., Martin, G. P., Krapohl, G. L., Campbell, D. A., Englesbe, M. J., Dimick, J. B., & Dixon‐Woods, M. (2023) · BMJ Open · doi:10.1136/bmjopen-2023-076648 · Cited by 15 · see citing works
Croff, R. L., Hoffman, K. A., Alanis‐Hirsch, K., Ford, J., McCarty, D. W., & Schmidt, L. A. (2018) · The Journal of Behavioral Health Services & Research · doi:10.1007/s11414-018-9616-9 · Cited by 15 · see citing works
Development of a System Measurement Model of the Brazilian Hospital Accreditation System
Corrêa, J. É., Turrioni, J. B., Mello, C. H. P., Santos, A. C. O., da Silva, C. E. S., & de Almeida, F. A. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15112520 · Cited by 16 · see citing works
Categories of context in realist evaluation
Sheaff, R., Doran, N., Harris, M., Lang, I., Medina-Lara, A., Fornasiero, M., Ball, S., McGregor-Harper, J., & Bethune, R. M. (2021) · Evaluation · doi:10.1177/1356389020968578 · Cited by 12 · see citing works
Burn, A., Vainre, M., Humphrey, A., & Howarth, E. (2020) · Implementation Science Communications · doi:10.1186/s43058-020-00078-6 · Cited by 13 · see citing works
Patients’ Satisfaction With the Health Care Systemin the Age of Globalization: The Case of Romania
Burcea, M., Toma, S.-G., & Papuc, R. M. (2014) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 9 · see citing works
Burton, R. A., Peters, R. A., & Devers, K. J. (2017) · The Joint Commission Journal on Quality and Patient Safety · doi:10.1016/j.jcjq.2017.08.004 · Cited by 8 · see citing works
Improving the quality of quality metrics in neonatology
Hagadorn, J. I., Johnson, K. R., Hill, D., & Sink, D. W. (2020) · Seminars in Perinatology · doi:10.1016/j.semperi.2020.151244 · Cited by 7 · see citing works
Cowie, J., Campbell, P., Dimova, E. D., Nicoll, A., & Duncan, E. (2018) · BMJ Open · doi:10.1136/bmjopen-2018-025069 · Cited by 7 · see citing works
Sustaining Improvement Initiatives: Challenges and Potential Tools
Rolnitsky, A., & Bell, C. M. (2023) · Clinics in Perinatology · doi:10.1016/j.clp.2023.01.001 · Cited by 6 · see citing works
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Wolfstadt, J. I., Ward, S. E., Kim, S., & Bell, C. M. (2018) · Journal of Bone and Joint Surgery · doi:10.2106/jbjs.18.00225 · Cited by 6 · see citing works
Newberry, C. A., Saha, A., Siddique, S. M., Metz, D. C., Domenico, C. M., Choi, K., Gitelman, E., & Mehta, S. J. (2019) · The Joint Commission Journal on Quality and Patient Safety · doi:10.1016/j.jcjq.2019.01.001 · Cited by 5 · see citing works
Simanovski, V., Green, E., Meertens, E., Kaizer, L., Ahmad, N., Hertz, S., Cheng, R., Burns, J., & Krzyzanowska, M. K. (2014) · Journal of Oncology Practice · doi:10.1200/jop.2013.001254 · Cited by 5 · see citing works
Reducing Blood Testing in Pediatric Patients after Heart Surgery: Proving Sustainability
Bodily, S. A., Delgado‐Corcoran, C., Wolpert, K. H., Lucas, K., Presson, A. P., & Bratton, S. L. (2017) · Pediatric Quality and Safety · doi:10.1097/pq9.0000000000000047 · Cited by 4 · see citing works
Evaluating a quality improvement collaborative: a hybrid approach
Williams, S., Caley, L., Davies, M., Bird, D., Hopkins, S., & Willson, A. (2022) · Journal of Health Organization and Management · doi:10.1108/jhom-11-2021-0397 · Cited by 4 · see citing works
McCabe, L. A., Ruberti, M. R., & Endres, T. (2022) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2022.102049 · Cited by 5 · see citing works
Kristensen, K., Wang, S. Y., Velasco, D. A., Põlluste, K., Žaludek, A., Sousa, P. J. D. S., Orrego, C., & Groene, O. (2025) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzaf105 · Cited by 4 · see citing works
Factors influencing change in clinical practice
Rajasekhar, P. T., Rees, C. J., Nixon, C., East, J. E., & Brown, S. R. (2016) · International Journal of Health Care Quality Assurance · doi:10.1108/ijhcqa-09-2014-0093 · Cited by 3 · see citing works
Bravo, M. A. S., Santos, G. C. S. D., Petenate, A. J., Westphal, P. J., Souza, L. G. D. A., Marques, R. G., Morosov, E. D. M., Gushken, A. K. F., Franco, F. F., Silva, W. G., et al. (2023) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzad100 · Cited by 2 · see citing works
Sivan, M., Greenhalgh, T., Darbyshire, J., Mir, G., O'Connor, R., Dawes, H., Greenwood, D., O'Connor, D., Horton, M., Petrou, S., et al. (2022) · medRxiv · doi:10.1101/2022.04.09.22273655 · Cited by 5 · see citing works
Evaluation of four learning collaboratives for improving diagnostic excellence in radiology
Holdsworth, L. M., Mui, H. Z., Tomkins, K. G., Zacharias‐Andrews, K., Bhargavan, M., Winget, M., & Larson, D. B. (2025) · Learning Health Systems · doi:10.1002/lrh2.70035 · Cited by 1 · see citing works
Sandhu, P., Singh, S., Soualhi, A., & Tanwar, H. (2020) · American Journal of Infection Control · doi:10.1016/j.ajic.2020.08.014 · Cited by 1 · see citing works
Aljendi, S., Mrklas, K., & Kamal, N. R. (2024) · Healthcare · doi:10.3390/healthcare12181801 · Cited by 1 · see citing works
A Framework for Maintenance and Scaling of an Evidence-based Guideline Program
Seneski, A., & Stack, A. M. (2019) · Pediatric Quality and Safety · doi:10.1097/pq9.0000000000000153 · Cited by 1 · see citing works
Vincent, C. A. (2013) · Springer eBooks · doi:10.1007/978-88-470-5450-9_1
Self-citationKey partner priorities for measures of safe outpatient paediatric medication use
Prideaux, J., Britto, M. T., Vaughn, L. M., Auger, K. A., Dodds, C. M., Hoffman, J. M., Kim, J. M., & Walsh, K. E. (2025) · BMJ Quality & Safety · doi:10.1136/bmjqs-2025-018799
Burn, A.-M., Vainre, M., Humphrey, A., & Howarth, E. (2020) · Figshare · doi:10.6084/m9.figshare.13093970
Burn, A.-M., Vainre, M., Humphrey, A., & Howarth, E. (2020) · Figshare · doi:10.6084/m9.figshare.13093967
Flynn, R., Cassidy, C., Dobson, L., Al-Rassi, J., Langley, J. E., Swindle, J., Graham, I. D., & Scott, S. D. (2024) · Figshare · doi:10.6084/m9.figshare.26649267
Zamboni, K., Baker, U., Tyagi, M., Schellenberg, J., Hill, Z. E., & Hanson, C. (2020) · Figshare · doi:10.6084/m9.figshare.12246539
Zamboni, K., Baker, U., Tyagi, M., Schellenberg, J., Hill, Z. E., & Hanson, C. (2020) · Figshare · doi:10.6084/m9.figshare.12246545
Flynn, R., Cassidy, C., Dobson, L., Al-Rassi, J., Langley, J. E., Swindle, J., Graham, I. D., & Scott, S. D. (2024) · Figshare · doi:10.6084/m9.figshare.26649261
Flynn, R., Cassidy, C., Dobson, L., Al-Rassi, J., Langley, J. E., Swindle, J., Graham, I. D., & Scott, S. D. (2024) · Figshare · doi:10.6084/m9.figshare.26649264
Zamboni, K., Baker, U., Tyagi, M., Schellenberg, J., Hill, Z. E., & Hanson, C. (2020) · Figshare · doi:10.6084/m9.figshare.12246527
Garzella, P. M. B., Felix, T. G., dos Santos, N. O., Bass, L. M., de Meireles, L. H. F., Nunes, C. P., de Sousa, A. H. F., Vieira, C. E. S. C., Nóbrega, D., da Silva, S. M., et al. (2026) · Journal of Global Infectious Diseases · doi:10.4103/jgid.jgid_111_25
- Authors
- Parand, A., Benn, J., Burnett, S., Pinto, A., & Vincent, C.
- Affiliations
- Imperial College London (GB)
- Corresponding author
- Parand, A.
- Venue
- International Journal for Quality in Health Care
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-06-04
- Volume
- 24
- Issue
- 4
- Pages
- 380-390
- ISSN
- 1353-4505 (ISSN-L)
- 1464-3677
- OpenAlex
- W2116149757
- Cited by
- 61
- References
- 19
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 3 · 2023: 5 · 2022: 5 · 2021: 3 · 2020: 13 · 2019: 4 · 2018: 6 · 2017: 3 · 2016: 1 · 2015: 4 · 2014: 7 · 2013: 3
- FWCI
- 7.26
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal for Quality in Health Care (publishedVersion)
- PubMed (publishedVersion)
- London School of Economics and Political Science Research Online (London School of Economics and Political Science) (submittedVersion)
- Funders
- National Institute for Health and Care Research
- Topics
- Health Sciences › Health Professions › Health Information Management › Healthcare Quality and Management
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Health Sciences › Health Professions › Emergency Medical Services › Patient Safety and Medication Errors
- Keywords
- quality improvement collaborative, patient safety, program coordinators, organizational strategy, outcome measurement
- MeSH terms
- Cooperative Behavior, Female, United Kingdom, Humans, Male, Quality Assurance, Health Care, State Medicine, Program Evaluation, Quality Indicators, Health Care, Qualitative Research, Quality Improvement, Patient Safety
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