AI-Ready Infrastructure for Insight-Driven Schools
Why School Systems need DWE
How DWE Accelerates Trust Strategy
Evidence-based Improvement
Whether you're measuring impact over 5 months or 5 years, DWE helps trusts build their own evidence base to know what's working, for who, and why.
Insight-ready Dashboards
Dynamic dashboards ensure data drives insights from the classroom to the boardroom.
Data-enriched Workflows
Tasks that start with a data-driven decision are scaffolded through execution and progress monitoring, from learning gap analysis to attendance intervention.
Data Infrastructure
Benefits
24/7 availability
Source data, models, and visualizations always on
No manual dependencies
Automation replaces fragile, labor intensive unreliable processes
Governed data & lineage
Transparent documentation of where every data audited, cleaned, and access-controlled data point originates.
Universal connectors
A source system, once connected, can be connected to any school system.
Standardized dashboards and a semantic layer
Out-of-the-box dashboards allow for a rolling start, and a shared understanding across school systems
Staff-friendly interfaces
DWE is designed to match the absorptive capacity of complex, time-constrained organisations
Technology Stack
Airflow
System Orchestrator
AWS S3
Data Lake
DBT
Data Modeling
Apache Iceberg
Table Format
Superset
Create Dashboards
Designed for schools. Guided by values.
DWE is shaped by a clear set of values: keeping costs low, maintaining an equal footing between schools and vendors, and building in the open so school networks can share and improve together.
Affordability
Designed for financial sustainability, An affordable mix of major open source and proprietary solutions tailored for education.
Vendors are Co-pilots
DWE links vendor data to internal systems and governs them with a semantic layer to ensure comprehensive school network insights.
Transparent Architecture
Inside-out architecture, designed by school systems enables sharing of components and best-practices.
GDPR- & AI-Ready
Infrastructure to explore new opportunities while maintaining control and independence from providers.
- Self-hosted AI & LLMs for data privacy
- Data quality and data governance tooling
- Education semantics bridge from data to insights