xAPI, Caliper analytics, and data standards.

Cleaning clickstream and quiz attempt logs.

Completion rates, time-on-task, and drop-off points.

Logistic regression and decision trees for retention.

Item response theory (IRT) and quiz question validity.

Automating personalized study recommendations.

Mapping student peer interactions.

Building PowerBI/Tableau visual dashboards.

Measuring efficacy between alternative teaching methods.

Eye-tracking, video engagement, and biometrics data.

System-wide operational dashboards.

Consent, transparency, and preventing student labeling.

Connecting LMS data to Salesforce and Banner.

Evaluating cost-per-learning gain metrics.

Executing an analytics audit on a live dataset.