96.9% of participating experts reported the video-assessment-remediation workflow provides a more effective learning experience than instructional videos alone¶

Claim · All claims
Evidence · 1 study · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? 96.9% of participating experts reported that the workflow of instructional video, assessment, and targeted remediation provides a more effective learning experience than instructional videos alone. → Xinchen Ma 2026

Evidence¶

Xinchen Ma 2026¶

Xinchen Ma, Shuimu Wang, Gaole He, Yanbin Zhang, Chunyang Wang, Yunshi Lan, Weining Qian. (2026). From Content Generation to Learning Support: Pedagogy-Guided Generative Video Tutors for STEM Learning. https://arxiv.org/abs/2609.24083 doi:10.48550/arxiv.2609.24083

q2 · i? · design · r2

Reported in the human evaluation section with 32 STEM instructors; experts viewed a pedagogically structured video, a quiz with a simulated incorrect answer, and a remediation video, then rated the workflow. The 96.9% figure is a descriptive percentage, not an effect size.

"Furthermore, 96.9% of participating experts reported that the workflow of “instructional video → assessment → targeted remediation” provides a more effective learning experience than instructional videos alone."

Discussion¶

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