Claims

Across 59 reviewed studies, the most frequently reported effectiveness factor of AR enhanced analytics is tracking interaction, followed by context awareness and behaviour monitoring

Claim · All claims
Evidence · 1 study · review r2 · q3
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q3 i? In the review's synthesis of 59 studies, tracking interaction is the most frequently reported effectiveness factor of AR enhanced analytics, ahead of context awareness, behaviour monitoring, multimodal interactions, and better learning outcome measures. → Manjeet Singh Usma 2025

Evidence

Manjeet Singh Usma 2025

Manjeet Singh Usma, Shaun Bangay and Atul Sajjanhar. (2025). Augmented Reality Enhanced Analytics for Education: A Systematic Review. Journal of Learning Analytics 12(3). https://doi.org/10.18608/jla.2025.8447

q3 · i? · review · r2

Systematic review synthesis (NVivo content analysis of 59 shortlisted studies) reporting frequency counts of effectiveness factors for AR enhanced analytics. The review states tracking interaction was coded in 38 studies, context awareness 19, behaviour monitor 15, multimodal interactions 14, and better learning outcome measures 13.

"The factors affecting effectiveness are “tracking interaction” (38), with “context awareness” (19) and “behaviour monitor” (15), capturing “multimodal interactions” (14) and ensuring “better learning outcome measures” (13)."

Discussion

Page metadata
Field Value
type claim
id ar-analytics-effectiveness-tracking-interaction-most-reported
title Across 59 reviewed studies, the most frequently reported effectiveness factor of AR enhanced analytics is tracking interaction, followed by context awareness and behaviour monitoring
description Across 59 reviewed studies, the most frequently reported effectiveness factor of AR enhanced analytics is tracking interaction, followed by context awareness and behaviour monitoring
status review
evidence_strength moderate
newest_evidence 2025
generated by process:wiki-ingest on 2026-10-08
trust unverified — no one has confirmed this page's content
sources 1 — manjeet-singh-usma-2025

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