Adding data channels refines roughly 29–52% of detected SRL process time, measured by a new percent-of-processes-refined metric¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2022 · not yet checked against its sources · not reviewed by a person · overdue for a recheck since 2025: tool and model accuracy changes quickly
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.
q2 i? Overall percent of processes refined was 46.05% (Nav_only to Enhanced_log), 29.35% (Nav_only to Log+eye-tracking), and 51.57% (Enhanced_log to Log+eye-tracking). → Yizhou Fan 2022
Evidence¶
Yizhou Fan 2022¶
Yizhou Fan, Lyn Lim, Joep van der Graaf, Jonathan Kilgour, Mladen Raković, Johanna Moore, Inge Molenaar, Maria Bannert, Maria Bannert, Dragan Gašević. (2022). Improving the measurement of self-regulated learning using multi-channel data. Metacognition and Learning. https://doi.org/10.1007/s11409-022-09304-z
q2 · i? · design · r2
Timeline-aligned comparison across the three channels for all 25 participants using the newly defined metric (refined duration divided by total refined plus unrefined duration). The article also reports 51.57% between Enhanced_log and Log+eye-tracking.
"46.05% for the overall “percent of processes refined” between Nav_only and Enhanced_log and 29.35% for the overall “percent of processes refined” between Nav_only and Log+eye-tracking."
Discussion¶
Related Claims¶
- Adding eye-tracking data corrects inflated Organisation durations and re-distributes First-reading time relative to both other channels
- Adding peripheral data to navigational logs sharply changes the detected distribution of SRL processes, revealing many more Organisation and far fewer First-reading processes
- Eye-tracking data enables detection of more frequent Monitoring and Evaluation processes that navigational and peripheral channels miss — a narrower finding that bears on this claim
- Only with eye-tracking data does Monitoring appear as an intermediate process linking most other SRL processes in the process map — a narrower finding that bears on this claim
- Adding peripheral data raises specific transition probabilities in the SRL process map, e.g., Elaboration-to-Monitoring from 24% to 44% — related
- Most refinements from adding peripheral data convert First-reading or Re-reading into Organisation, and eye-tracking then corrects many back to First-reading — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
percent-processes-refined-metric-results |
title |
Adding data channels refines roughly 29–52% of detected SRL process time, measured by a new percent-of-processes-refined metric |
description |
Adding data channels refines roughly 29–52% of detected SRL process time, measured by a new percent-of-processes-refined metric |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2022 |
recheck_by |
2025 |
generated |
by process:wiki-ingest on 2026-10-19 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — yizhou-fan-2022 |
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