Integration

Engagement analytics for SCORM

SCORM records completion and navigation well. Attention is a different measurement problem, and it is solved in the content layer.

4 min read
In short

SCORM reports completion, progress and assessment results, but has no visibility into attention within a piece of content. Emotuit adds content-level engagement data — dwell, focus, tab-switching and drop-off position — through a sub-50KB script, alongside existing reporting rather than replacing it.

What SCORM already gives you

SCORM reports a small, fixed set of values: cmi.completion_status, cmi.success_status, cmi.score.raw, cmi.session_time and location bookmarks.

What it does not

SCORM was designed in 2001 to answer "did they finish and did they pass". It does that reliably. cmi.session_time is the closest thing to an engagement signal and it is wall-clock time with the SCO open — it cannot distinguish study from a background tab.

This is not a criticism of SCORM specifically — it is true of essentially every standard on the market. Completion and navigation data is what these systems were built to record, and they record it well. Attention is a different measurement problem, solved in the content layer rather than the platform layer.

How Emotuit fits

The SDK runs inside the SCORM package alongside your content. It uses the SCORM API for completion as normal, and reports engagement separately, so nothing about your existing LMS reporting changes.

The SDK is under 50KB, adds one script tag, and requires no migration or infrastructure change. It runs alongside SCORM's own reporting rather than replacing it.

Details

Why session_time misleads

Because it is elapsed rather than focused time, cmi.session_time systematically overstates engagement — and the overstatement is largest exactly where content is worst, since disengaged learners are the ones most likely to leave a tab open.

Works with

SCORM 1.2 and SCORM 2004 (all editions), in any conformant LMS.

What you get

Metric Detail
Content-level engagement A score for every section, not one per course
Drop-off position Where sessions actually end
Focus-adjusted dwell Real attention, discounting background tabs
Tab-switch rate The strongest single predictor of disengagement
Replay behaviour Where learners went back — a confusion signal
Cohort comparison A/B test content versions on real attention

Deployment options

Emotuit runs in two configurations, and for standard deployments in the EU the choice matters.

Signals uses behavioural telemetry only — no camera, no biometric data, no emotion inference. It sits outside the EU AI Act Article 5(1)(f) prohibition on inferring emotions in workplace and education contexts, which makes it the default recommendation for corporate L&D and education.

Learn adds a client-side facial expression layer. It should not be deployed to EU employees or students, and is intended for market research, UX and media testing contexts.

Frequently asked questions

Does this replace SCORM's built-in reporting?
No. It runs alongside it. SCORM continues to handle completion, grades and compliance evidence exactly as before — Emotuit adds the content-level attention layer underneath, answering which sections held people rather than who finished.
Does it need a webcam?
Not in Signals configuration, which is what we recommend for standard deployments. It uses browser events only — visibility state, window focus, dwell, scroll and interaction timing. There is no camera permission prompt because there is nothing to permit.
How long does integration take?
Typically a day or two. Most of that is mapping your content structure so engagement data lands against the right sections and modules rather than an arbitrary timeline. The script itself is one line.
Will it slow the platform down?
No measurable effect. The SDK is under 50KB, listens to native browser events rather than polling, and batches its reporting. It does not touch the rendering path.

See it on your own SCORM content

We'll instrument one module and show you the engagement data before you commit to anything.

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See what completion rates can't tell you

Find out exactly where your content works, where it fails, and what disengagement looks like before people leave.

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