SIALS: Institutional School Analytics & Performance Tracking

SIALS is an ongoing school analytics initiative aimed at aggregating institutional academic metrics, student performance, and operational records into a unified reporting structure.

The project is in its exploratory and prototyping phase, focusing on data model definitions and reporting workflows to provide actionable administrative insights without burdening everyday school operations.

Designing analytics systems for educational institutions requires establishing clean data contracts before attempting automated aggregation. When data sources vary across academic terms, keeping raw event streams separate from computed metrics prevents cascading recalculation bugs.

Finalize standard reporting schema contracts with administrative stakeholders earlier in the project lifecycle to avoid restructuring reporting queries during pilot testing.