How usable is avatar-based communication training in VR?
Forty-seven participants ran through avatar-based communication training in immersive VR and rated the experience: how usable it felt, how clear the instructions were, how good the avatars looked and how hard the session was to get through.
Metaskills usability study, 2026
What participants reported
Average from 47 participants, post-session questionnaire.
Metaskills usability study, 2026 (internal evidence summary).
Same group of 47, same questionnaire.
Metaskills usability study, 2026 (internal evidence summary).
Same group of 47 - the lowest of the three 1-5 ratings.
Metaskills usability study, 2026 (internal evidence summary).
Scale 0-10, where higher means heavier. 4,60 is a moderate load, not a good or bad score.
Metaskills usability study, 2026 (internal evidence summary).
Scale 0-10, where higher means more frustration. Low is the desirable direction here.
Metaskills usability study, 2026 (internal evidence summary).
Where this evidence ends
What this shows
- People found the training usable: 4,38 out of 5 for perceived usability, from 47 participants.
- Instructions were generally clear (4,14/5) - the interface did not get in the way of the exercise.
- Frustration stayed low (2,21/10) at a moderate workload (4,60/10).
- Avatar quality was rated the weakest of the three (3,90/5) - useful, and the most obvious thing to improve.
What this does not show
- It does not show that people LEARNED more than they would from another format. Usability is not learning effectiveness.
- It does not show any change in real-world behaviour after the training.
- It says nothing about patient outcomes.
- It is not psychometric validation of AI competency scores - that work is separate and still in progress.
Limitations
This is an internal evidence summary, not a peer-reviewed publication. We are stating that plainly because the difference matters to anyone deciding whether to trust the numbers.
- Not peer-reviewed. The results have not been through external review.
- Self-reported. Participants rated their own experience; nothing here is an objective measurement of performance.
- One platform, one format. The study covers avatar-based training in immersive VR, not the browser version and not other tools.
- The non-VR subgroup was small (6 people) - too small to draw comparisons from, and we do not draw any.
- No control group and no follow-up, so nothing here speaks to durability of any effect.
Source
Metaskills
2026
Internal evidence summary prepared by Metaskills. Not a peer-reviewed publication and not submitted as one. If a reviewed version is published, this page will be updated with the reference.
Related evidence
Healthcare pilots in Spain - 117 participants
What it takes to deploy communication simulations in real healthcare: browser versus VR, clinical realism, localisation.
Healthcare pilots in Spain - 117 participantsHow behaviour becomes a competency profile
The assessment logic behind the simulations - separate from this study.
How behaviour becomes a competency profileResearch & Evidence
Everything we have published, with sources and limitations stated.
Research & Evidence