Perceived ease-of-use based on simplicity and familiarity with common chart types heavily influenced teachers' visualization preferences¶
Claim · All claims
Evidence · 1 study (2 entries) · designr2·q2
Currency · newest study 2024 · 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.
q2 i? Teachers cited simplicity of representation and prior familiarity as reasons for preferring whole class bar and line charts. → Ali Raza 2024
q2 i? Teacher responses to the Choropleth Heatmap were polarized, with most finding it difficult and a few finding it easy due to prior familiarity. → Ali Raza 2024 (2)
Evidence¶
Ali Raza 2024¶
Ali Raza, Tamara Sumner and William R. Penuel. (2024). The Science Student Electronic Exit Ticket (SEET) System: Visualizations to Help Teachers Notice and Reflect on Classroom Inequalities. Journal of Learning Analytics, 11(1), 87-100. https://doi.org/10.18608/jla.2024.8199
q2 · i? · qualitative · r2
Inductive grounded-theory coding of interview rationales from 42 teachers, with two coders reaching consensus. Teachers cited reasons such as simple/easier (24), helpful/quickest (9), and faster to get information (6) for the bar charts.
"Teachers reported that ease -of-use, simplicity, and familiarity with common chart types — such as bar and line ch arts — heavily influenced what visualizations they chose to use."
Ali Raza 2024 (2)¶
Ali Raza, Tamara Sumner and William R. Penuel. (2024). The Science Student Electronic Exit Ticket (SEET) System: Visualizations to Help Teachers Notice and Reflect on Classroom Inequalities. Journal of Learning Analytics, 11(1), 87-100. https://doi.org/10.18608/jla.2024.8199
q2 · i? · design · r2
Interview coding of heatmap rationales: most teachers reported finding the heatmap very difficult, citing colours making it hard to read (17), too many colours (13), no previous experience/familiarity (17), and a high learning curve (8); 12 teachers found it easy, citing prior familiarity.
"Teachers' perspectives on the ease -of-use of the Choropleth Heatmap were polarized. A few teachers (12) found it easy-to-use, often citing their prior familiarity with these types of representations."
Discussion¶
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Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
simplicity-familiarity-drive-dashboard-preference |
title |
Perceived ease-of-use based on simplicity and familiarity with common chart types heavily influenced teachers' visualization preferences |
description |
Perceived ease-of-use based on simplicity and familiarity with common chart types heavily influenced teachers' visualization preferences |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2024 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — ali-raza-2024, ali-raza-2024-2 |
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