Keystroke patterns during web-based DP exams suggested planning, revision, and sustained cognitive engagement¶
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Evidence · 1 study · designr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
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q2 i? Students showed mean initial planning latencies of 167.2s (Breached!) and 114.6s (Touchalytics), revision ratios of 12-16 deletions per 100 characters typed, and about 15 pauses per session longer than 10 seconds. → Ahmad D. Suleiman 2026
Evidence¶
Ahmad D. Suleiman 2026¶
Ahmad D. Suleiman, Daqing Hou, and Maliha Noushin Raida. (2026). LLM-Generated Design Problems for Assessing Higher-Order Thinking in Project-Based Learning. arXiv preprint arXiv:2607.11032. https://arxiv.org/abs/2607.11032 doi:10.48550/arxiv.2607.11032
q2 · i? · design · r2
Keystroke-log analysis across the two web-based deployments (Breached! and Touchalytics) found mean planning latencies of 167.2s and 114.6s, a "revision ratio" of 12-16 deletions per 100 characters, and about 15 pauses per session over 10 seconds.
"Therevision ratioshowed that students deleted 12-16 characters for every 100 characters typed, indicating that they interleaved writing and revision."
Discussion¶
Related Claims¶
- Student DP performance differed significantly across the three course deployments, with the paper-based DT3 exam scoring lowest, likely due to administration mode — related
- Attitudes toward AI improved after direct experience, and satisfaction was predicted by within-turn production fluency rather than linguistic uptake — related
- SRL writing-stage clusters differed in production and revision but not in pausing — related
- In one keystroke-logging study, spontaneous sentence production under minimal planning is associated with gains in writers' self-rated understanding and with lower initial text quality — related
- Process measures distinguish how text was entered: classroom writers revised most, left the editor often, and wrote actively for 77% of the session — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
keystroke-patterns-suggest-cognitive-engagement |
title |
Keystroke patterns during web-based DP exams suggested planning, revision, and sustained cognitive engagement |
description |
Keystroke patterns during web-based DP exams suggested planning, revision, and sustained cognitive engagement |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — ahmad-d-suleiman-2026 |
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