Learning analytics is the discipline of collecting, measuring, and interpreting data about learners and learning contexts to understand what is happening and to improve outcomes. In a video-based platform the data sources include xAPI (Experience API) statements — actor-verb-object records such as "learner watched video to 80 %" — as well as quiz scores, navigation events, and time-on-task signals, all flowing into an LRS (Learning Record Store). From the LRS the data is queried by a reporting layer — a BI tool, a purpose-built dashboard, or a custom pipeline — that turns raw statements into actionable indicators for instructors and platform owners. The discipline borrows from educational data mining but is distinguished by its real-time or near-real-time orientation and its emphasis on intervention: the goal is not just to describe but to prompt a change, such as an instructor reaching out to a learner who has stalled. A key tension is between granularity and privacy: fine-grained video telemetry is powerful but also surfaces when, how often, and where a specific person struggled, which requires careful data governance and, under GDPR or FERPA, a documented legal basis. Learning analytics matures into value only when the metrics are tied to learning objectives rather than treated as raw activity logs. Without that alignment, high watch-time or completion numbers may obscure the fact that learners are not actually reaching mastery.
The handbook · 7 volumes
Fora Soft Video Engineering Handbook
Learning analytics separates metrics that predict outcomes from ones that just look busy on a dashboard. We wrote seven volumes that cover the whole video stack; for learning analytics start with Volume 3, which covers playback events and QoE monitoring, with Volume 6 on AI analysis of video and Volume 7 on production pipelines. Written by Nikolay Sapunov, CEO at Fora Soft.
Setting up learning analytics that show what actually improves outcomes?
We will design your xAPI, LRS and reporting layer for learning analytics and give you the metric set, event schema and a build estimate. 250+ video products shipped since 2005.
