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The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions
BACKGROUND: Qualitative Comparative Analysis (QCA) is a method for identifying the configurations of conditions that lead to specific outcomes. Given its potential for providing evidence of causality in complex systems, QCA is increasingly used in evaluative research to examine the uptake or impacts...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8103124/ https://www.ncbi.nlm.nih.gov/pubmed/33962595 http://dx.doi.org/10.1186/s12889-021-10926-2 |
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author | Hanckel, Benjamin Petticrew, Mark Thomas, James Green, Judith |
author_facet | Hanckel, Benjamin Petticrew, Mark Thomas, James Green, Judith |
author_sort | Hanckel, Benjamin |
collection | PubMed |
description | BACKGROUND: Qualitative Comparative Analysis (QCA) is a method for identifying the configurations of conditions that lead to specific outcomes. Given its potential for providing evidence of causality in complex systems, QCA is increasingly used in evaluative research to examine the uptake or impacts of public health interventions. We map this emerging field, assessing the strengths and weaknesses of QCA approaches identified in published studies, and identify implications for future research and reporting. METHODS: PubMed, Scopus and Web of Science were systematically searched for peer-reviewed studies published in English up to December 2019 that had used QCA methods to identify the conditions associated with the uptake and/or effectiveness of interventions for public health. Data relating to the interventions studied (settings/level of intervention/populations), methods (type of QCA, case level, source of data, other methods used) and reported strengths and weaknesses of QCA were extracted and synthesised narratively. RESULTS: The search identified 1384 papers, of which 27 (describing 26 studies) met the inclusion criteria. Interventions evaluated ranged across: nutrition/obesity (n = 8); physical activity (n = 4); health inequalities (n = 3); mental health (n = 2); community engagement (n = 3); chronic condition management (n = 3); vaccine adoption or implementation (n = 2); programme implementation (n = 3); breastfeeding (n = 2), and general population health (n = 1). The majority of studies (n = 24) were of interventions solely or predominantly in high income countries. Key strengths reported were that QCA provides a method for addressing causal complexity; and that it provides a systematic approach for understanding the mechanisms at work in implementation across contexts. Weaknesses reported related to data availability limitations, especially on ineffective interventions. The majority of papers demonstrated good knowledge of cases, and justification of case selection, but other criteria of methodological quality were less comprehensively met. CONCLUSION: QCA is a promising approach for addressing the role of context in complex interventions, and for identifying causal configurations of conditions that predict implementation and/or outcomes when there is sufficiently detailed understanding of a series of comparable cases. As the use of QCA in evaluative health research increases, there may be a need to develop advice for public health researchers and journals on minimum criteria for quality and reporting. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12889-021-10926-2. |
format | Online Article Text |
id | pubmed-8103124 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-81031242021-05-07 The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions Hanckel, Benjamin Petticrew, Mark Thomas, James Green, Judith BMC Public Health Research BACKGROUND: Qualitative Comparative Analysis (QCA) is a method for identifying the configurations of conditions that lead to specific outcomes. Given its potential for providing evidence of causality in complex systems, QCA is increasingly used in evaluative research to examine the uptake or impacts of public health interventions. We map this emerging field, assessing the strengths and weaknesses of QCA approaches identified in published studies, and identify implications for future research and reporting. METHODS: PubMed, Scopus and Web of Science were systematically searched for peer-reviewed studies published in English up to December 2019 that had used QCA methods to identify the conditions associated with the uptake and/or effectiveness of interventions for public health. Data relating to the interventions studied (settings/level of intervention/populations), methods (type of QCA, case level, source of data, other methods used) and reported strengths and weaknesses of QCA were extracted and synthesised narratively. RESULTS: The search identified 1384 papers, of which 27 (describing 26 studies) met the inclusion criteria. Interventions evaluated ranged across: nutrition/obesity (n = 8); physical activity (n = 4); health inequalities (n = 3); mental health (n = 2); community engagement (n = 3); chronic condition management (n = 3); vaccine adoption or implementation (n = 2); programme implementation (n = 3); breastfeeding (n = 2), and general population health (n = 1). The majority of studies (n = 24) were of interventions solely or predominantly in high income countries. Key strengths reported were that QCA provides a method for addressing causal complexity; and that it provides a systematic approach for understanding the mechanisms at work in implementation across contexts. Weaknesses reported related to data availability limitations, especially on ineffective interventions. The majority of papers demonstrated good knowledge of cases, and justification of case selection, but other criteria of methodological quality were less comprehensively met. CONCLUSION: QCA is a promising approach for addressing the role of context in complex interventions, and for identifying causal configurations of conditions that predict implementation and/or outcomes when there is sufficiently detailed understanding of a series of comparable cases. As the use of QCA in evaluative health research increases, there may be a need to develop advice for public health researchers and journals on minimum criteria for quality and reporting. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12889-021-10926-2. BioMed Central 2021-05-07 /pmc/articles/PMC8103124/ /pubmed/33962595 http://dx.doi.org/10.1186/s12889-021-10926-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Hanckel, Benjamin Petticrew, Mark Thomas, James Green, Judith The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions |
title | The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions |
title_full | The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions |
title_fullStr | The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions |
title_full_unstemmed | The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions |
title_short | The use of Qualitative Comparative Analysis (QCA) to address causality in complex systems: a systematic review of research on public health interventions |
title_sort | use of qualitative comparative analysis (qca) to address causality in complex systems: a systematic review of research on public health interventions |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8103124/ https://www.ncbi.nlm.nih.gov/pubmed/33962595 http://dx.doi.org/10.1186/s12889-021-10926-2 |
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