ArticleBMC public health2025
Logic models for the evaluation of complex interventions in public health: lessons learnt from a staged development process.
Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Logic Models on Health Information Technology-Related Interventions: Scoping Review Across Disciplines.JMIR medical informatics · 2026Article
- A new framework to consider equity in urban intervention planning, implementation and evaluation: development and application in a case study on an urban play spaces policy.BMC public health · 2026Article
- Co-producing a recovery college course: insights into a three-phase participatory process and contributions.Frontiers in psychiatry · 2026Article
- Digital Health Innovation by Design: A Logic Model Scaffold for Rural, Regional, and Remote Settings.International journal of environmental research and public health · 2025Article
- Development of a comprehensive school anti-bullying logic model in Abu Dhabi: a multi-method participatory approach.Frontiers in public health · 2025Article
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Authors and funding
6 authors.
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Abstract
backgroundLogic models are valuable tools when evaluating complex interventions in public health. They can improve the understanding of how an intervention works and interacts with its system, and facilitate clear communication regarding the intervention with stakeholders. There are different approaches to developing logic models. However, experiences with logic model development in practice, and the advantages or challenges associated with different approaches are rarely reported. This study describes and reflects on the staged development process of a logic model for the municipal public health intervention Präventionskette Freiham in Munich, Germany. Specifically, we aim to identify advantages and challenges associated with this process, and deduce lessons learnt for staged logic model development and logic model development in general.
methodsFor the staged logic model development process, a first draft of the logic model was developed at the start of the evaluation. We then defined a priori milestones at which the model was to be revised. It was revisited and updated: (i) after the process evaluation, (ii) after a workshop with stakeholders, and (iii) at the end of preparations for long-term outcome evaluation. We discussed the advantages and challenges associated with the staged development process in a workshop within the research team, and obtained feedback on the usefulness of the logic model during a workshop with municipal stakeholders.
resultsThe logic model changed in multiple aspects during the different stages of development, mostly due to evidence obtained during the evaluation and as a result of feedback from discussions within the research team and with stakeholders. In the workshop with the research team, we found the staged process to be useful for facilitating reflection, for increasing plannability of logic model development, for integrating multiple perspectives and for increasing the validity of the logic model. Challenges were the need for rigorous documentation and flexibility in the process, as well as the management of resources. In the stakeholder workshop on the usefulness of the logic model, participants stated that the graphical visualization made it easier to handle complexity, and wished for the logic model to be re-used for future interventions.
conclusionsDeveloping a logic model in a staged process over the course of the evaluation of an intervention is a useful approach for stimulating reflection and obtaining a more realistic depiction of the intervention.
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