About Applied Data Science at CSUSB
Turn data into discovery. Define the future.
The Master of Science in Applied Data Science at Cal State San Bernardino prepares you to lead in a data-driven world. This program offers comprehensive training across the entire data life cycle — from data collection, cleaning, and integration to management, visualization, and advanced analytics.
You’ll gain hands-on experience with the latest theory and tools in:
- Data mining
- Machine learning
- Information retrieval
- Artificial intelligence

Built for Quantitative Thinkers
This program welcomes students from a variety of quantitative fields — including engineering, physics, mathematics, and statistics. If you have foundational experience in programming and statistics, you’re well-positioned to thrive here.
What You’ll Gain
Through advanced coursework, directed software development, supervised research, and independent study, you’ll sharpen your:
- Analytical thinking
- Problem-solving abilities
- Technical communication skills
- Team-based and independent project experience
Your Future, Defined
Graduates of CSUSB’s Applied Data Science program are equipped for highly technical roles in industry, research, and government — or to pursue doctoral studies in computer science or data science.
Careers in Applied Data Science
A Career Outlook That’s Powered by Data
The demand for data professionals has never been higher — and it’s only growing. The U.S. Bureau of Labor Statistics projects a 36% job growth for data scientists between 2023 and 2033, a rate that’s much faster than average. With a master’s degree in Applied Data Science from CSUSB, you’ll be ready to step into a wide range of high-impact roles, such as:
- Data Scientist
- Machine Learning Engineer
- Data Analyst
- Data Engineer
- Business Intelligence Analyst
- Data Architect
- Statistician
- Quantitative Analyst
- Chief Data Officer (CDO)
- Data Governance Specialist
Whether you’re solving complex business challenges, designing predictive models, or shaping data strategy at the executive level, your career in data science starts here.
Sample Courses
Foundations of Data Science
Topics include primary tools used for data science in Python, descriptive and inferential statistics, data representation, data cleaning and preprocessing, and feature selection methodologies.
Big Data Management
Covers state-of-the-art big data management tools, specifically those in the Hadoop framework. Hands-on experience with popular programming models for big data including MapReduce and Spark.
Neural Networks
Theory and applications of neural networks; current developments; perceptrons, recurrent networks, self-organizing maps, multi-layer networks, deep learning, content-addressable memories.
Meet Professor Haiyan Qiao, Ph.D.
Opportunities for Students
Industry Connections and National Opportunities
Students in CSUSB’s School of Computer Science and Engineering benefit from strong partnerships with leading Southern California employers, offering direct pathways to internships and long-term careers in the tech industry. The school’s Industry Advisory Board — made up of local and global tech leaders — ensures that our curriculum stays aligned with emerging trends and real-world demands, helping students graduate ready for high-impact roles.
For those pursuing doctoral studies, the National Defense Science and Engineering Graduate (NDSEG) Fellowship is a prestigious opportunity. This federally funded program supports U.S. citizens pursuing advanced degrees in science and engineering fields critical to national defense — a strong match for students prepared through CSUSB’s rigorous, future-focused graduate programs.
Similar to Applied Data Science
With more than 50 undergraduate degress at CSUSB, we offer a variety of programs that reflect the Coyotes' passion for learning. Check out where your curiosity will take you at CSUSB.