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Updated: Mar 21, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Identifying content-based and relational techniques to change behaviour in motivational interviewing.
Sarah J Hardcastle1, Michelle Fortier2, Nicola Blake3
1a Health Psychology and Behavioural Medicine Research Group, School of Psychology and Speech Pathology , Curtin University , Perth , Australia.
This study isolated and classified 38 unique motivational interviewing (MI) techniques, distinguishing between relational and content-based approaches. This aids in specifying MI interventions and understanding their impact on health behavior change.
Area of Science:
- Behavioral Science
- Health Psychology
- Intervention Science
Background:
- Motivational interviewing (MI) is a key intervention for behavior change, but its techniques lack systematic classification.
- Understanding the distinct components of MI is crucial for effective intervention design and research.
Purpose of the Study:
- To identify and classify unique techniques within motivational interviewing (MI).
- To differentiate between content-based and relational techniques in MI.
- To assess the overlap of MI techniques with the Behavior Change Technique Taxonomy version 1 (BCTTv1).
Main Methods:
- Behavior change experts content-analyzed MI techniques based on established conceptualizations.
- Independent experts coded techniques for uniqueness and compared them against the BCTTv1.
- A panel of 10 experts rated the clarity, uniqueness, preciseness, and distinctiveness of identified MI techniques.
Main Results:
- 38 distinct MI techniques were identified with high expert agreement.
- 16 techniques were classified as relational, and 22 as content-based.
- 16 MI techniques showed substantial overlap with existing BCTTv1 techniques.
Conclusions:
- The systematic isolation and classification of MI techniques provide tools for precise intervention specification.
- Distinguishing between relational and content-based techniques advances understanding of MI's mechanisms of change.
- This framework will enable researchers to test the specific effects of MI techniques on health behavior.
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