Learner activity is mainly studied through log files in data analysis studies, while interactive features are scrutinized in controlled experiments¶

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? The learner's activity characteristic is heavily explored through log files in data analysis studies, and interactive features are frequently scrutinized in controlled experiments. → Navarrete 2025

Evidence¶

Navarrete 2025¶

Navarrete, E., Nehring, A., Schanze, S., Ewerth, R., & Hoppe, A. (2025). A Closer Look into Recent Video-based Learning Research: A Comprehensive Review of Video Characteristics, Tools, Technologies, and Learning Effectiveness. Int J Artif Intell Educ. https://doi.org/10.1007/s40593-025-00481-x

q2 · i? · review · r2

The review's cross-analysis of methodological approaches and video characteristics (Fig. 3) links specific characteristics to specific approaches: learner activity with log-file data analysis studies and interactive features with controlled experiments. Descriptive review finding; no effect size applies.

"The learner’s activity is heavily explored through log files in data analysis studies, and interactive features are frequently scrutinized in controlled experiments."

Discussion¶

Related Claims¶

• Textual features are the most explored video characteristics in VBL research, followed by visual features, learners' activities, and interactive features — a broader claim this one bears on
• Fewer than a quarter of studies evaluated student characteristics, with ability level and gender most explored — related
• VBL research falls into four main methodological approaches, with tools (57%) and controlled experiments (25%) dominating — related