Skip to main navigation Skip to search Skip to main content

Development of an Ontology of Engagement with Behaviour Change Interventions

Ailbhe N. Finnerty Mutlu, Paulina M. Schenk, Emily J. Eymery, Candice Moore, Kirsty Atha, Emma Norris, Marta M. Marques, Micaela Santilli, Robert West, Janna Hastings, Lisa Zhang, Susan Michie

Research output: Contribution to journalArticlepeer-review

Abstract

Background: Participants’ engagement with behaviour change interventions is crucial for their effectiveness. However, engagement is conceptualised and measured inconsistently across research domains, limiting the ability to compare and synthesise evidence about engagement and identify strategies to enhance engagement. This study aimed to develop an ontology—a classification framework—to precisely specify and define aspects of engagement with behaviour change interventions.

Methods: The Intervention Engagement Ontology was developed in seven steps: (1) specifying the ontology’s scope, (2) reviewing intervention reports to identify key classes (categories) of engagement, (3) refining the ontology through literature annotations, (4) a stakeholder review on the ontology’s clarity and comprehensiveness, (5) testing inter-rater reliability in applying the ontology for annotations, (6) specifying relationships between classes, and (7) making the ontology machinereadable.

Results: Participant engagement with interventions was defined as “An individual human activity of an intervention participant within one or more parts of the intervention.” Through Steps 1–4, an initial ontology with 48 classes was developed, including 37 engagement-specific and 11 structurally supporting classes (e.g., emotional process). Inter-rater reliability for applying these engagement classes was ‘acceptable’ for researchers familiar (α = 0.71) and unfamiliar (α = 0.78) with the ontology. After further refinements (Steps 6-7), the published ontology included 54 classes - 44 engagement-specific and 10 supporting classes. The engagement classes were structured around three key engagement types: (1) behavioural, (2) emotional, and (3) cognitive. Behavioural engagement aspects, such as frequency and duration, were also represented in the ontology.

Discussion: The Intervention Engagement Ontology provides a structured framework for specifying and defining participant engagement with behaviour change interventions, facilitating clearer communication, comparison and evidence synthesis across research studies and domains. Future work will refine the ontology based on further feedback and empirical validation, enhancing its applicability.
Original languageEnglish
Number of pages20
JournalWellcome Open Research
Early online date4 Aug 2025
DOIs
Publication statusPublished - 4 Aug 2025

Data Availability Statement

Open Science Framework: Human Behaviour-Change Project. https://doi.org/10.17605/OSF.IO/EFP4X (West et al., 2020): The relevant data can be accessed under the Behavioural Science Component of the registration

This project contains the following underlying data: Expert stakeholder feedback on Intervention Engagement Ontology; Raw feedback received from behavioural science and ontology experts; https://osf.io/5jmwx

Acknowledgements

We are grateful to Ella Howes for annotating papers during the inter-rater reliability testing stage, and Kristina Pfeffer for supporting work in organising annotation data to review for potential refinements to the ontology.

Keywords

  • engagement
  • behaviour change interventions
  • ontology
  • classification framework
  • machine-readable

Fingerprint

Dive into the research topics of 'Development of an Ontology of Engagement with Behaviour Change Interventions'. Together they form a unique fingerprint.

Cite this