Academics
Data Science Certificate (DS-401)
DS-401 — Build applied analytics fluency with Python, ethics, and decision systems used by public and civic partners.
About this course
Build applied analytics fluency with Python, ethics, and decision systems used by public and civic partners. Students leave with work they can show a hiring committee, a graduate-school reader, or a civic partner—not a stack of ungraded exercises.
Learning outcomes
- Clean and model tabular datasets
- Communicate uncertainty to non-technical stakeholders
- Ship a portfolio project with documented methods
Who it is for
Undergraduates in the major, continuing students, and working learners who need studio-paced practice with public-facing projects.
Related courses
Download: DS-401 Data Science Certificate Syllabus (PDF)


