The Bloom classification UI shows low perceived workload and high usability in a 50-participant user study¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly
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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? Participants reported low perceived workload on three NASA-TLX items and very good usability (mean SUS 78.2). → Abdolali Faraji 2026
Evidence¶
Abdolali Faraji 2026¶
Abdolali Faraji, Mohammadreza Molavi, Zohreh Rasoulkhani, Mohammadreza Tavakoli, and Gábor Kismihók. (2026). Cross-Dataset Bloom Question Classification: Supervised Models and Prompted LLMs. https://arxiv.org/abs/2606.13684 doi:10.48550/arxiv.2606.13684
q2 · i? · design · r2
Usability study (RQ3) with N=50 Prolific participants who used the UI for 10 minutes on a real course, then answered three NASA-TLX items (1–5 scale) and the SUS. Means: "mental demand2.32, effort2.46, frustration1.68"; mean SUS 78.2 (SD 14.07).
"Participants reported low perceived workload (means: mental demand2.32, effort2.46, frustration1.68), and the tool achieved very good usability (mean SUS= 78.2, SD= 14.07)."
Discussion¶
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Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
bloom-ui-low-workload-high-usability |
title |
The Bloom classification UI shows low perceived workload and high usability in a 50-participant user study |
description |
The Bloom classification UI shows low perceived workload and high usability in a 50-participant user study |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
source_checked |
2026-10-20 |
recheck_by |
2029 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — abdolali-faraji-2026 |
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