FAQ About Node XR

What does the research actually say about whether immersive training works?

The honest claim is not that VR beats classroom teaching. It is that a well-matched simulation of a task you cannot safely or affordably rehearse is worth building.

What the pooled evidence shows

A 2026 second-order meta-analysis covering 26 meta-analyses, 180 studies and 18,792 participants reported an overall standardised effect of 0.55, dropping to 0.35 and non-significant in studies at low risk of bias, with modest publication bias and substantial unexplained heterogeneity.

A meta-analysis of learning from 360 degree video across 26 studies found no significant benefit nor detriment compared with other media.

What does predict a result

Task-technology fit, and designs that make the learner decide, retrieve or explain something. Display hardware has repeatedly failed to come out as a significant moderator, which is why the device is a deployment choice rather than the mechanism.

How to read our own numbers

Customer figures quoted on this site, such as the 94% first-time pass rate at Cardiff and Vale UHB, are real results from single programmes without control groups. They are service evaluations, not trials, and should be read that way.

See Node XR in action.

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