Master of Science (M.S.) in Learning Analytics
Your graduate studies in our program will train you to understand key learning analytics and educational data-mining (LA/EDM) methodologies and apply them to real-world problems across a variety of learning environments. In addition to learning about relevant policy, legal, and ethical issues involved in conducting analytics on educational data, you will be challenged to use learning analytics methods to change education for the better.
Sample Syllabi:
Careers:
Data analysis represents one of the fastest growing career paths, and employers in the education sector are increasingly looking to hire individuals with the skills to make data-driven decisions. The Master of Science in Learning Analytics prepares researchers and professionals for a range of careers in:
- Education technology companies and startups
- Educational evaluation
- Educational think tanks
- Data groups in city, state, and federal departments of education

Admission Information
Displaying requirements for the Spring 2027, Summer 2027, and Fall 2027 terms.
Master of Science
- Points/Credits: 32
- Entry Terms: Fall
- Enrollment Formats: Full-Time Campus-Based, Part-Time Campus-Based
Application Deadlines
| Entry Term Available | Priority Deadlines | Final Deadlines | Extended Deadlines |
|---|---|---|---|
| Spring | N/A | N/A | N/A |
| Summer | N/A | N/A | N/A |
| Fall | January 15, 2027 | April 1, 2027 | N/A |
Select programs remain open beyond our standard application deadlines, such as those with an extended deadline or those that are rolling (open until June or July). If your program is rolling or has an extended deadline indicated above, applications are reviewed as they are received and on a space-available basis. We recommend you complete your application as soon as possible as these programs can close earlier if full capacity has been met.
Application Requirements
| Requirement | |
|---|---|
| Online Degree Application, including Statement of Purpose and Resume | |
| Transcripts and/or Course-by-Course Evaluations for all Undergraduate/Graduate Coursework Completed | |
| Results from an accepted English Proficiency Exam (if applicable) | |
| $75 Application Fee | |
| Two (2) Letters of Recommendation |
For admission-related inquiries, please contact HUDadmission@tc.columbia.edu.
Requirements from the TC Catalog (AY 2026-2027)
View catalog information for the Fall 2026, Spring 2027 and Summer 2027 terms.