Claims

Instructor signaling enhanced knowledge acquisition as perceived difficulty increased for research designs

Claim · All claims
Evidence · 1 study · causal r2 · q3
Currency · newest study 2025 · 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.

q3 i? A significant three-way interaction showed that the positive effect of a visible instructor's gestures and gaze shifts on knowledge acquisition improved as perceived difficulty increased. → Reuter 2025

Evidence

Reuter 2025

Reuter, T., Lazzara, L., & Leuchter, M. (2025). Static, dynamic, or human? The role of slide dynamics and instructor cues in video lectures. Education Tech Research Dev. https://doi.org/10.1007/s11423-025-10572-0

q3 · i? · causal · r2

In the multilevel regression for research designs, "a significant three-way interaction was observed for the topic of research designs (postcontrast2difficulty), B = 0.29, SE = 0.13, p =.027", indicating instructor signaling helped more as perceived difficulty increased.

"Additionally, a significant three-way interaction was observed for the topic of research designs (postcontrast2difficulty), B = 0.29, SE = 0.13, p =.027, suggesting that the positive effect of a visible instructor’s gestures and gaze shifts on knowledge acquisition improved as perceived difficulty increased."

Discussion

Page metadata
Field Value
status review
generated by process:wiki-ingest on 2026-10-28
trust unverified — no one has confirmed this page's content

Frontmatter is the page's machine-readable record — see the Schema & Guide.