A Living Relational Map of Your Entire Institution
Data stored in disconnected relational tables cannot explain why an outcome occurred. The ZurooEdu Institutional Intelligence Graph models the real-world relationships between students, curriculum, faculty workload, financial stress, and institutional policies.
Why Higher Education Needs a Graph Engine
Relational databases store records in isolated tables. When an institutional crisis emerges, tracing its causes across six systems requires weeks of manual SQL queries and cross-departmental meetings.
Multi-Hop Causality
Trace how an unpaid term fee led to an administrative exam hold, which caused an attendance drop, resulting in assignment non-submission.
Temporal Traversal
Understand how relationships evolve across semesters, tracking student trajectory changes relative to syllabus pace and advisor interventions.
Cross-Domain Telemetry
Connect physical operations (e.g. campus Wi-Fi outages in dorms) with LMS assignment submission drop-offs in specific departments.
The Higher Education Entity Ontology
How ZurooEdu models institutional data into a coherent knowledge structure.
| ENTITY CLASS | PRIMARY ATTRIBUTES | CONNECTED EDGES | REAL-TIME SIGNALS |
|---|---|---|---|
| Student Entity | ID, Cohort, Major, CGPA, Attendance % | Enrolled In, Advised By, Billed To | Attendance drops, LMS activity, Fee holds |
| Course Entity | Code, Credits, Syllabus, Prereqs | Taught By, Evaluated In, Part Of Dept | Grade distribution skew, drop-out rate |
| Faculty Entity | Department, Load, Office Hours | Advises Student, Teaches Course | Workload balance, grading turnaround |
| Fee Ledger Entity | Balance, Due Date, Aid Status | Assigned To Student, Managed By Bursar | Payment delays, installment requests |
| Policy Entity | Section, Council Approval Date | Governs Student, Mandates Workflow | Attendance thresholds, revaluation deadlines |
How Graph Traversal Uncovers Hidden Bottlenecks
Week 6: 42 students in B.Tech Mechanical fail to submit Quiz #3 on Thermodynamics.
The graph checks prerequisite paths: 88% of these 42 students took MAT201 with Section B last semester, where the Fourier module was truncated due to a faculty medical leave.
Academic Agent generates a briefing recommending two bridge tutorial sessions before the mid-term assessment, resolving the friction before failure occurs.
Engineered for Massive Campus Scale
Frequently Asked Graph Questions
Experience the Institutional Graph
Schedule a personalized live session with your institution's sample schemas.
Book Technical Walkthrough →