Project Reflections
We balanced fast experimentation with disciplined delivery, aligning roles, tools, and timelines to ship a cohesive analytics experience.
Team Dynamics
Collaboration patterns and how we organized the work
Agile Collaboration
Five-member team worked in sprints with GitHub workflows, balancing technical, design, and documentation responsibilities.
Major Decisions
Synthetic vs Real Data: Chose synthetic data to protect privacy while enabling realistic testing.
Technology Stack: React for rich UX; Python for data generation and shaping.
Feature Prioritization: Focused on analytics and visualization before advanced ML predictions.
Key Takeaways
Technical: React, charting, and data engineering practice.
Process: Iterative prototyping with early stakeholder feedback.
Professional: Portfolio-ready artifacts for demos and interviews.
References & Bibliography
Sources that informed our research, design, and implementation
Administration & Workload Research
- NACUBO. 2023 Higher Education Operating and Administrative Expenditures Report.
- Deloitte. The Future of Higher Education: Workforce Analytics and Administrative Transformation.
- EDUCAUSE. Analytics to Improve Administrative Efficiency in Higher Education.
- Gartner. Administrative Modernization and Workforce Optimization.
- McKinsey & Company. Reducing Administrative Burden Through Digital Automation.
Workflow & Process Optimization
- IBM. Automation in Higher Education: Reducing Manual Workload with AI and RPA.
- PwC. Digital Transformation in Universities.
- HESA. Workload and Efficiency Patterns in UK Universities.
- Bichsel, J. The Analytics Revolution in Higher Education.
Dashboard & Visualization
- Few, S. Information Dashboard Design.
- Knaflic, C. N. Storytelling with Data.
- Nielsen Norman Group. Usability Guidelines for Dashboard Design.
Tools & Libraries
- React Documentation
- Tailwind CSS
- Recharts
- Vercel
- Python, Faker, NumPy, Pandas
Privacy & Data Governance
- EDUCAUSE. Ethical Analytics in Higher Education.
- OECD. AI, Data Privacy, and Higher Education Governance.
- GDPR Portal. Guidelines on Data Minimization and Anonymization.