Claims

Analyzing fluctuation of engagement over time rather than averaging on-task and off-task instances across a lecture provides novel insights into student behavior

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2021 · 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? Looking at how engagement fluctuates across time, rather than averaging on-task and off-task instances over the whole task duration, gives novel insights into students' behavior and learning. → Kaakinen 2021

Evidence

Kaakinen 2021

Kaakinen, J. K. (2021). What Can Eye Movements Tell us about Visual Perception Processes in Classroom Contexts? Commentary on a Special Issue. Educational Psychology Review, 33, 169-179. https://doi.org/10.1007/s10648-020-09573-7

q2 · i? · review · r2

The commentary reports, citing Rosengrant et al. in the Special Issue, that students' gaze on the lecturer or notes was coded as engaged and gaze elsewhere (e.g., cell phone) as off-task, and that the distribution of these instances over time revealed how engagement fluctuated. No effect size is printed.

"As indicated by the results of Rosengrant and colleagues, looking at fluctuation of engagement as it evolves across time instead of averaging, for example, on-task and off-task instances across the whole duration of the task provides novel insights into students ' behavior and learning."

Discussion

Page metadata
Field Value
type claim
id engagement-fluctuation-over-averaging
title Analyzing fluctuation of engagement over time rather than averaging on-task and off-task instances across a lecture provides novel insights into student behavior
description Analyzing fluctuation of engagement over time rather than averaging on-task and off-task instances across a lecture provides novel insights into student behavior
status review
evidence_strength weak
newest_evidence 2021
generated by process:wiki-ingest on 2026-10-22
trust unverified — no one has confirmed this page's content
sources 1 — kaakinen-2021

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