Across-subject online experiment comparing AI-generated and human-made teaching videos¶

Design · All designs
Evidence · 2 claims (2 for) · 1 study (1 causal), q3 · 0 of 1 report an effect size · 2 claims rest on one study

Description¶

An online experiment with an "across-subject experimental design" in which 447 participants completed two treatment conditions presenting different mixes of AI-generated and human-made videos, with 1788 video treatments in total. Participants rated learning experiences after each video and took a multiple-choice exam at the end of the session.

Design Implications¶

Context¶

Requirements¶

two treatment conditions presenting different mixes of AI-generated and human-made videos

Constraints¶

Target Learners¶

447 participants in an online experiment

Learning Goals¶

learning experience
content knowledge in a management course

Claims¶

Examples¶

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Key Sources¶

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

Page metadata

Field	Value
`type`	`design`
`id`	`across-subject-experiment-ai-vs-human-videos`
`title`	`Across-subject online experiment comparing AI-generated and human-made teaching videos`
`description`	`An online experiment with an "across-subject experimental design" in which 447 participants completed two treatment conditions presenting different mixes of AI-generated and human-made videos, with 1788 video treatmen...`
`status`	`review`
`generated`	by `process:settle-candidates` on `2026-10-30`
`trust`	unverified — no one has confirmed this page's content
`sources`	1 — `netland-2025`

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