Decision Cases for student retention

xSingularLatAm4 min read

How an institution anticipated dropout risk and prioritized support with protected evidence and intervention criteria.

-31%

First-year dropout

45 dias

Average lead time

1,260

Students retained

Cohort Retention Analysis · Higher Education · 8 Semesters

Support decision

The goal was not to surveil students, but to prioritize early support with clear criteria, protected evidence, and traceability of the intervention process. xStryk structured each alert as a Decision Case with context, owner, and expected outcome.

xStryk approach

Academic, financial, and engagement signals handled with privacy controls.
Intervention prioritization based on evidence, urgency, and team capacity.
Action and outcome records to improve support protocols.
Institutional communication framed as help, not surveillance.

Results

The institution reduced first-year dropout by -31% and achieved an average 45-day lead time for early interventions.

-31% first-year dropout.
45-day average lead time before the formal dropout event.
1,260 additional students retained in the first operating period.

Have a similar challenge?

Let's talk 30 minutes about your use case. No strings attached.

Schedule call