Data Science Concentration in Computer Science
A data science concentration focuses on a defined area within computer science. It typically builds on the program core and adds courses that deepen subject knowledge and applied skills.
Quick Answers
What is a data science concentration in computer science?
A data science concentration is a focused set of courses within a computer science program that emphasizes this subject area.
What do you typically study in this concentration?
Coursework varies by school, but most programs cover core concepts, applied methods, and domain-specific tools related to data science.
Is this concentration available online?
Many schools offer this concentration online, but availability depends on degree level and start-term scheduling.
Back to Computer Science Concentrations
At a Glance
- Focus area: Statistical analysis, data visualization, predictive modeling
- Degree levels: Commonly at bachelor’s and master’s level
- Career alignment: Database Architect ($135,980 median, BLS May 2024), Computer Systems Analyst ($103,790)
- Growth outlook: Data roles growing across industries as organizations prioritize data-driven decisions
- Tools: Python, R, SQL, Tableau, machine learning libraries
For an overview of all degree paths, see the Computer Science Program Guide.
What you typically study
| Course Topic | What You Learn |
|---|---|
| Statistical Methods | Probability, inference, hypothesis testing |
| Data Mining & Analysis | Pattern recognition, clustering, classification |
| Data Visualization | Dashboard design, storytelling with data, tools (Tableau, D3) |
| Database Systems | SQL, NoSQL, data warehousing, ETL pipelines |
| Machine Learning for Data Science | Predictive models, regression, decision trees |
| Big Data Technologies | Distributed computing, Hadoop, Spark fundamentals |
Questions to ask before choosing this concentration
- How many courses are required versus elective options?
- Are there prerequisite courses for this track?
- Does the concentration include a capstone or applied project?
- Is the concentration available online and in your desired term?
How computer science concentrations compare
| Concentration | Focus Area | Related BLS Career | Median Salary (May 2024) |
|---|---|---|---|
| Artificial Intelligence | ML, neural networks, NLP | Software Developer | $133,080 |
| Cybersecurity | Network defense, ethical hacking | Info Security Analyst | $124,910 |
| Data Science | Analytics, visualization, modeling | Database Architect | $135,980 |
| Software Engineering | Design, testing, development | Software Developer | $133,080 |
| Human-Computer Interaction | UX, usability, accessibility | Web/Digital Interface Designer | $98,090 |
| Networks & Systems | Infrastructure, cloud, admin | Computer Network Architect | $130,390 |
Source: Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2024.