D1Identity Mgmt & Authentication
The institution has established a comprehensive data strategy that guides the collection, storage, and use of data across all functions. Clear governance structures ensure data quality, integrity, and compliance with relevant regulations.
D2Data Analytics & Reporting
Advanced analytics capabilities enable the institution to gain insights into student learning patterns, identify at-risk students early, and personalise learning experiences based on data-driven insights.
D3Data Privacy
The institution maintains strong ethical standards in data use, ensuring student privacy is protected while leveraging data to improve educational outcomes. Clear policies govern data access, retention, and sharing.
D4Interoperability & Open Standards
Robust institutional research capabilities support evidence-based decision-making through comprehensive data collection, analysis, and reporting on key performance indicators and strategic priorities.
D5Student Records & Reporting
Business intelligence tools and dashboards provide stakeholders with timely access to relevant data and insights, enabling data-driven decision-making across academic and administrative functions.