Mental effort and study time increase with a topic's element interactivity level, making them indicators of element interactivity¶
Claim · All claims
Evidence · 1 study (3 entries) · causalr1–r2·q2
Currency · newest study 2023 · 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? Experimental-group students spent the most mental effort on the very-high interactivity sessions (3 and 8) and the least on the low interactivity sessions (1 and 4). → Kala 2023
q2 i? The ordering of sessions by study time and by cognitive load was almost exactly the same, and both rankings coincided with the experts' element interactivity classification. → Kala 2023 (2)
q2 i? Across eight sessions, high element interactivity topics led students to dedicate more time and mental effort to learning. → Kala 2023 (3)
Evidence¶
Kala 2023¶
Kala, N., & Ayas, A. (2023). Effect of instructional design based on cognitive load theory on students' performances and the indicators of element interactivity. Journal of Turkish Science Education, 20(3), 468-489. https://doi.org/10.36681/tused.2023.027
q2 · i? · causal · r2
Cognitive Load Scale distributions across the eight sessions (Figure 5) for the experimental group: students "spent the most mental effort in Sessions 3 and 8, and the least mental effort in Sessions 1 and 4", matching the experts' classification.
"the students in the experimental group spent the most mental effort in Sessions 3 and 8, and the least mental effort in Sessions 1 and 4."
Kala 2023 (2)¶
Kala, N., & Ayas, A. (2023). Effect of instructional design based on cognitive load theory on students' performances and the indicators of element interactivity. Journal of Turkish Science Education, 20(3), 468-489. https://doi.org/10.36681/tused.2023.027
q2 · i? · causal · r2
Comparing the per-session study-time ranking (Table 2: Sessions 3, 8, 2, 7, 6, 5, 1, 4) with the mental-effort ranking (Figure 5: Sessions 8, 3, 2, 7, 6, 5, 1, 4), the authors found "the order of loading and studying time ... is almost exactly the same."
"the order of loading and studying time of the students in the experimental group according to the sessions is almost exactly the same."
Kala 2023 (3)¶
Kala, N., & Ayas, A. (2023). Effect of instructional design based on cognitive load theory on students' performances and the indicators of element interactivity. Journal of Turkish Science Education, 20(3), 468-489. https://doi.org/10.36681/tused.2023.027
q2 · i? · causal · r1
The authors' summary of the eight-session descriptive analysis, contrasting with prior work using only one or two sessions: "if a topic's element interactivity is high, then the students will dedicate more time and mental effort to learning it." Study time could only be examined in the experimental group.
"this research revealed with a broad perspective (eight sessions) that if a topic's element interactivity is high, then the students will dedicate more time and mental effort to learning it."
Discussion¶
Related Claims¶
- Design principle effects are larger in system-paced and in complex media, and learner prior knowledge was not a significant moderator (p = 0.14) — the general claim this finding bears on, with the studies behind it
- In one thermodynamics study, retention and transfer scores tended to be lower on topics of higher element interactivity, a descriptive pattern with several sessions that did not fit it — related
- Elaborative interrogation increased perceived difficulty and time spent with the lesson — related
- Self-reported mental effort increased less across tasks in the ChatGPT condition while perceived difficulty rose equally in both groups — related
- AI assistance reduces subjective mental effort across all tasks even when it does not reduce completion time, dissociating time and effort — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
mental-effort-study-time-indicate-element-interactivity |
title |
Mental effort and study time increase with a topic's element interactivity level, making them indicators of element interactivity |
description |
Mental effort and study time increase with a topic's element interactivity level, making them indicators of element interactivity |
status |
review |
evidence_strength |
weak |
newest_evidence |
2023 |
generated |
by process:wiki-ingest on 2026-10-02 |
trust |
unverified — no one has confirmed this page's content |
sources |
3 — kala-2023, kala-2023-2, kala-2023-3 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.