School of Computing & Technology
Data Science & Analytics Bachelor of Science
- 4 years
- On campus or hybrid · evening sections in upper years
- September + January intakes
- Cohort of ~70 per year
Data science degrees fail when they teach tools without judgment. Caldwell's program is statistics-first: you learn when a model is lying to you before you learn to build a bigger one. A required domain minor — health, business, or civic data — means you graduate able to talk to the people whose problems you're solving.
Why this program is built this way
- Statistics-first sequence: inference and study design before machine learning
- Required domain minor: health, business, or civic data
- Civic Data Studio partners with the City of Arden Falls on open-data projects
- Hybrid and evening delivery for most upper-year courses
The four years, year by year
Year 1
Statistical thinking and code
- STAT 110 — Data, Evidence & Uncertainty
- COMP 110 — Programming Fundamentals (Python)
- MATH 115 — Linear Algebra for Data Science
- DATA 120 — Data Wrangling & Visualization
Year 2
Inference before prediction
- STAT 210 — Statistical Inference
- STAT 220 — Study Design & Causality
- COMP 230 — Databases & SQL
- Domain minor course 1 (health / business / civic)
Year 3
Machine learning, responsibly
- DATA 310 — Machine Learning Foundations
- DATA 320 — Data Ethics, Bias & Communication
- STAT 330 — Bayesian Methods
- Domain minor courses 2–3
Year 4
The Civic Data Studio
- DATA 410 — Applied Capstone (Civic Data Studio)
- DATA 420 — Data Engineering & Pipelines
- STAT 430 — Time Series & Forecasting
- Domain minor capstone seminar
What it takes to get in
- High-school diploma with senior-level math — calculus recommended (minimum 75% average — illustrative)
- No programming experience required
- Transfer applicants: statistics and computing credits assessed course-by-course
- International applicants: English proficiency (e.g. IELTS 6.5 overall)
Full requirements by applicant type — transfer, mature, international — on the admissions page.
Where graduates actually land
- Data analyst / business-intelligence analyst
- Data scientist (usually after 1–2 analyst years)
- Research and policy analyst (civic minor)
- Analytics engineer
Reported starting salary $56,000–$67,000 reported median starting range
Class of 2024 survey, 70% response rate. Honest note: 'data scientist' titles usually come a year or two in — most grads start as analysts, and the domain minor is what gets the first interview. Illustrative.
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