Axiom
Institutional Research & Analytics System.
“Eliminated manual reporting workflows and centralized institutional academic analytics under strict role separation.”
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Built to Centralize Higher-Ed Decision Intelligence
Conceived and engineered to solve massive academic data fragmentation. Higher-ed institutions struggle with siloed departmental spreadsheets and manual semester evaluation compilation. Axiom consolidated course metrics, enrollment projections, and faculty research analytics under a hardened role-separated system.
Project at a Glance
A centralized internal analytics suite aggregating dashboards, course evaluations, and institutional research metrics under secure role-based entry points.
Institutional Research & Academic Intelligence
University Administration & Faculty
Q1 - Q3
100% elimination of manual evaluation report compilation and instant provost-level KPI access.
The Problem
University leadership relied on fragmented Excel sheets and delayed semester audits to gauge student enrollment, faculty publication metrics, and course satisfaction scores. Generating institutional reports required weeks of manual data cleaning.
Siloed departmental databases with zero unified data pipelines.
Manual course evaluation aggregation taking 4-6 weeks after semester conclusion.
Security concerns: Sensitive faculty evaluation metrics accessible without strict access hierarchies.
Lack of predictive visualization for student retention and course enrollment trends.
Goals
Technical Goals
- Consolidated PostgreSQL data warehouse aggregating disparate academic records.
- Automated PDF and dynamic dashboard generation for course evaluations.
- Strict RBAC hierarchy: Provost, Dean, Department Chair, Faculty member.
- Sub-200ms dashboard query responses across historical multi-year records.
Business Goals
- Accelerate administrative decision-making with live academic health metrics.
- Eliminate recurring administrative labor hours spent in Excel reporting.
- Provide faculty with transparent, immediate feedback to improve pedagogy.
My Role
Lead Architect & Systems Engineer
Core Responsibilities
- Designed the database schema in PostgreSQL with automated data migration pipelines.
- Engineered the Django 5.1 backend with granular permission decorators.
- Built responsive executive dashboard interfaces using Tailwind CSS and Chart.js.
- Configured Dockerized multi-container orchestration for on-premise university deployment.
Primary Focus Areas
Solution
Axiom operates as a centralized institutional intelligence portal. It automatically ingests semester evaluations, cleans and aggregates quantitative scores, and renders role-gated dashboards with one-click exportable executive reports.
Automated Evaluation Pipeline
Transforms raw student feedback into statistical distributions, sentiment indicators, and department benchmarks.
Hierarchical Role Separation
Provosts see university-wide trends; Deans see school metrics; Chairs see department data; Faculty see only their assigned courses.
Executive Export Engine
Generates board-ready PDF evaluation summaries and accreditation audit bundles in seconds.
Architecture & Data Flow
Secure on-premise Dockerized architecture combining Django REST services, PostgreSQL data warehouse, and Tailwind dashboard UI.
Data Ingestion & Sanitization
Django Management / CeleryIngests student course feedback and historical enrollment batches.
Statistical Aggregation Engine
Python / NumPy / PostgreSQLCalculates weighted averages, retention percentages, and percentile rankings across courses.
RBAC Security Gate
Django Auth & Custom MiddlewareValidates user identity and enforces hierarchical row-level data access policies.
Dynamic Dashboard Visualization
Tailwind CSS / Chart.jsRenders interactive academic KPIs, trend charts, and faculty performance comparisons.
Core Features
Role-Gated Academic Portals
Hierarchical securitySeparate, customized entry points tailored to Provosts, Deans, Department Heads, and Professors.
Automated Evaluation Report Generator
Instant PDF dossiersReplaces weeks of manual Excel compilation with automated, statistical course evaluation dossiers.
Retention & Enrollment Trends
Predictive analyticsPredictive charts visualizing longitudinal student retention and course capacity utilization.
Accreditation Audit Export
Audit-ready complianceOne-click compilation of institutional research data formatted specifically for university accreditation audits.
Engineering Decisions
Django 5.1 & PostgreSQL vs Microservices
Why: An educational institution requires straightforward maintenance, strict ACID compliance, and unified security auditing without the operational complexity of distributed services.
Challenges
Complex Historical Data Normalization: Legacy records had inconsistent course codes and missing department identifiers.
Engineered idempotent Python data migration scripts with fuzzy string matching and validation queues.
Successfully unified 8 years of historical academic records with zero data loss.
Implementation Timeline
Data Modeling & Legacy Ingest
- PostgreSQL schema design
- Data cleaning scripts
- Core Django auth
Statistical Aggregation & RBAC
- Evaluation calculation engine
- Role-based views
- Automated PDF exports
Tailwind UI & Charting
- Provost executive portal
- Faculty self-service dashboard
- Trend visualizers
Dockerization & Staff Training
- Docker Compose staging
- On-premise deployment
- User training manual
Results & Metrics
Reduction in semester evaluation report turnaround time.
Zero data discrepancies across 8 years of audited records.
Optimized database query indexing across millions of rows.
Screenshots
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Executive Provost Analytics Overview
High-level institutional health metrics, enrollment trends, and faculty publications.
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Course Evaluation Distribution & Feedback Matrix
Detailed statistical breakdown of student feedback per semester.
Demo Video
Axiom Demonstration: 2-minute walkthrough showing role switching between Provost and Faculty, and one-click PDF generation.
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Demonstration Highlights:
Lessons Learned
Row-level security in PostgreSQL combined with Django decorators provides virtually impenetrable role separation for sensitive institutional metrics.
Legacy data sanitization invariably takes longer than anticipated; automated verification scripts are essential.
Tech Stack
Framework & Language
Database & Cache
Frontend
DevOps & Infrastructure
Business Impact
Axiom modernized academic institutional research from static annual binders into a living, interactive decision intelligence system.