Students working with multi-view program visualizations spend nearly half their attention on the code view, with attention distribution varying by task topic¶
Claim · All claims
Evidence · 1 study · associationalr1·q2
Currency · no dated study recorded · checked against its sources 2026-10-18 (automated, 1 of 1 entry) · 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.
q2 i? Across topics, code drew a median 47% of gaze dwell time, memory 34%, and metaphor 9%, with memory engagement peaking in linked-list tasks (47% median) and metaphor in loop tasks (19% median). → gaze-dwell
Evidence¶
gaze-dwell¶
Naaz Sibia, Jessica Wen, Amber Richardson, Yashika Jain, Khushi Malik, Bogdan Simion, Carolina Nobre, Angela Zavaleta Bernuy, Andrew Petersen, and Michael Liut. 2026. Code as Anchor, Memory and Metaphor as Support: Learner Experiences with Multi-View Visualizations. ICER 2026 Vol. 1. https://doi.org/10.1145/3765964.3811662
q2 · i? · associational · r1
Descriptive webcam gaze analysis (WebGazer.js) of 19 undergraduates' dwell time across the three AOIs of the multi-representational tool during scope, while-loop, and linked-list tasks. The article reports "Memory engagement peaked in linked-list tasks (47% median)" and metaphor peaked in loop tasks. No effect size is printed for the overall distribution.
"Overall, Code drew a median 47% of attention, Memory 34%, and Metaphor 9%. This pattern was task-dependent: Memory engagement peaked in linked-list tasks (47% median), while Metaphor gained traction in loop tasks (19% median)."
Discussion¶
Learner Variables¶
- Attention — outcome: instruction changes it
- Visual Processing — outcome: instruction changes it
Related Claims¶
- Students without prior programming experience anchor more heavily in code and engage minimally with metaphor views compared to students with prior experience — related
- Gaze transitions show integrative cross-pane viewing, with most participants beginning on memory and cycling between code and memory — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
gaze-anchored-in-code-despite-multi-view-scaffolds |
title |
Students working with multi-view program visualizations spend nearly half their attention on the code view, with attention distribution varying by task topic |
description |
Students working with multi-view program visualizations spend nearly half their attention on the code view, with attention distribution varying by task topic |
status |
review |
evidence_strength |
moderate |
source_checked |
2026-10-18 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — gaze-dwell |
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