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 about 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 in 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, or 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 and 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 (example minimum: 75% average)
- No programming experience required
- Transfer applicants: statistics and computing credits assessed course by course
- International applicants: English proficiency (for example, IELTS 6.5 overall)
Full requirements by applicant type (transfer, mature, international) are on the admissions page.
Where graduates actually land
- Data analyst or business-intelligence analyst
- Data scientist (usually after 1 or 2 analyst years)
- Research and policy analyst (civic minor)
- Analytics engineer
Reported starting salary (example) $56,000 to $67,000 Middle half of reported full-time starting salaries, Class of 2024.
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.
Outcomes are what graduates reported, not a promise of a job or a salary. See how we survey graduates on the student outcomes page.
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