Human-made teaching videos produce a statistically significant but small advantage over AI-generated videos in participants' learning experience ratings¶
Claim · All claims
Evidence · 1 study · causalr?·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? Participants rated their learning experiences more favorably after human-made videos than after AI-generated videos, with a statistically significant but small advantage. → Netland 2025
Evidence¶
Netland 2025¶
Netland, Torbjörn; von Dzengelevski, Oliver; Tesch, Katalin. (2025). Comparing human-made and AI-generated teaching videos: An experimental study on learning effects. Computers & Education. https://doi.org/10.1016/j.compedu.2024.105164
q3 · i? · causal · r?
Across-subject online experiment with 447 participants comparing AI-generated and human-made teaching videos; the article reports a "statistically significant but small advantage" in learning experience ratings for human-made videos.
"The findings show that human-generated videos provided a statistically significant but small advantage to participants in terms of learning experience, indicating that the participants still prefer to be taught by human teachers."
Discussion¶
Related Claims¶
- Participants acquired knowledge to a similar degree from AI-generated and human-made teaching videos as measured by multiple-choice exam results — related
- Students oppose preferring AI videos over instructor-recorded videos and distrust AI video information as much as human-presented information — related
- Computing students rate short AI-generated Markdown videos favorably across quality, comprehension, and accuracy dimensions — related
- Test-takers rate LLM-generated feedback as persuasive and useful as human instructor feedback (Wilcoxon signed-rank tests show no significant difference) — related
- Students rated human TA responses more favorably overall but preferred ChatGPT responses 40% of the time — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
human-made-videos-small-advantage-learning-experience |
title |
Human-made teaching videos produce a statistically significant but small advantage over AI-generated videos in participants' learning experience ratings |
description |
Human-made teaching videos produce a statistically significant but small advantage over AI-generated videos in participants' learning experience ratings |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-30 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — netland-2025 |
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