Attendance risk
Spot cohorts or learners showing meaningful attendance deterioration.

Pulse Insights is the deeper intelligence layer of Pulse Analytics—designed to help leaders move from “what changed?” toward “what deserves attention next?”.
Suggested next step: review attendance by section and compare late-arrival patterns.
Insights should reduce noise by helping users focus on movement, exceptions and trends that warrant review.
Spot cohorts or learners showing meaningful attendance deterioration.
Highlight improving or declining performance across classes, subjects and periods.
Surface shifts in participation, response or interaction patterns where data exists.
Bring unusual workflow or service patterns to management attention.
Instead of leaving users with a dashboard full of indicators, Insights can organise the decision workflow around a few meaningful stages.
Detect movement, exceptions or noteworthy changes.
Add the context needed to understand what the signal represents.
Help users distinguish urgent attention from normal variation.
Guide the user toward review, follow-up or a connected Pulse workflow.
The same underlying data can support different decisions depending on responsibility and scope.
Institution health, campus comparison, operational exceptions and strategic movement.
Academic, attendance and cohort signals that may need follow-up or intervention.
Class and learner patterns that can inform support, revision and classroom planning.
Role-appropriate progress and engagement context where enabled by the institution.
Use Analytics to explore the data and Insights to organise attention around the signals that may require action.
Move from dashboards to prioritised signals and clearer decision context.