Related Experiment Video
Updated: Apr 2, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Temporal variation in facilitator and client behavior during group motivational interviewing sessions
Jon M Houck1, Sarah B Hunter2, Jennifer G Benson1
1Center on Alcoholism, Substance Abuse, and Addictions, University of New Mexico.
Motivational interviewing (MI) shows facilitator speech influences client change talk (CT) in group sessions. However, client CT significantly impacts subsequent client CT and facilitator speech, especially at session beginnings and ends.
Area of Science:
- Behavioral Psychology
- Clinical Psychology
- Addiction Research
Background:
- Motivational Interviewing (MI) is effective for behavior change.
- The causal chain of MI involves facilitator speech influencing client speech.
- Previous research explored session and utterance levels, but not cross-session effects in groups.
Purpose of the Study:
- To examine the influence of facilitator speech on client change talk (CT) across segments of group MI sessions.
- To investigate the temporal dynamics between facilitator and client speech within group MI.
- To understand how specific facilitator behaviors (open-ended questions, reflections) impact client CT over time.
Main Methods:
- Analyzed 129 adolescent Group MI sessions using a behavioral coding system.
- Segmented sessions into 5 quintiles to track facilitator and client speech.
- Employed cross-lagged panel analysis with a zero-inflated negative binomial model.
Main Results:
- Facilitator speech showed minimal direct influence on subsequent client CT across most of the session.
- Client CT significantly predicted subsequent client CT and facilitator speech.
- Facilitator open-ended questions had differential effects, suppressing CT early and enhancing it late in sessions.
Conclusions:
- Session-level effects of facilitator speech on client speech are not sustained long-term.
- Client's change talk is a powerful driver of therapeutic process within group MI.
- Clinicians should reinforce spontaneous client CT and strategically use open-ended questions, particularly near session's end.
Related Concept Videos
Motivational Bias
Social Facilitation
Motivational Cycle
The cycle begins with a need. This need can arise from various conditions, such as hunger, thirst, or temperature changes. For instance, when an individual feels cold, their body...
Interpersonal Psychotherapy
Elements Crucial for Effective Psychotherapy
The Therapeutic Alliance
The therapeutic alliance refers to the relationship between the therapist and the client. The alliance strengthens when the therapist and the client engage in a nurturing, supportive, trusting, empathetic, and respectful relationship, improving therapeutic outcomes. Therapists must monitor this relationship...
Modeling in Therapy
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...

