All Guides
Programs

MS Computer Science
Acceptance Rates at Top US Universities

Computer Science is the most competitive STEM master's field. Acceptance rates at top programs range from 5% to 25%. Here's what the numbers look like, and what actually matters beyond the acceptance rate.

Acceptance Rates at a Glance

These numbers are approximate and based on publicly available data, program reports, and community-sourced information. Actual rates vary by year and specialization.

UniversityProgramAcceptance RateClass Size
StanfordMSCS~5%~90
MITEECS MEng~8%~120
CMUMSCS~8%~100
UC BerkeleyEECS MS~10%~80
CMUMSML / MCDS~10-15%~60-80
Georgia TechMSCS (on-campus)~15%~300
UIUCMCS~15-20%~200
UT AustinMSCS~10-15%~80
ColumbiaMSCS~15-20%~300
UCLAMSCS~10-15%~100
UWMSCS (PMP)~20-25%~150
MichiganMS CSE~15-20%~120
CornellMSCS~12%~80
USCMSCS~20-25%~500
NortheasternMSCS~25-30%~400
NYUMSCS~20-25%~200

Note: Some programs (like Georgia Tech OMSCS) have separate online tracks with much higher acceptance rates (~60-70%). The numbers above are for on-campus programs unless specified. Class size includes both domestic and international students.

What Top Programs Look For

Acceptance rates tell you how selective a program is, but not what they're selecting for. Here's what actually moves the needle at competitive MS CS programs:

Academic Background

A CS or closely related degree (EE, Math) is typically required. Strong performance in core CS courses (algorithms, data structures, OS, databases) matters more than overall GPA. For top-10 programs, expect a GPA equivalent to 3.5+ on the 4.0 scale.

Research Experience

This is the biggest differentiator for top-10 programs. A published paper (even a workshop paper) puts you ahead of most applicants. Research-track MS programs (Stanford, MIT, Berkeley) heavily weight this. Course-based programs (Columbia, USC) care less about research.

Industry Experience

For professional MS programs (CMU MCDS, Georgia Tech on-campus), relevant industry experience is valued. Internships at well-known tech companies or meaningful open-source contributions strengthen your application.

Letters of Recommendation

At least one strong letter from a faculty member who knows your work is essential. Two research letters + one industry letter is the ideal mix. Letters from famous professors who barely know you are worth less than detailed letters from those who supervised your work directly.

Statement of Purpose

A specific, well-written SOP that names faculty and research areas you want to work on. Generic essays get rejected. See our Essays & SOP guide for details.

Program Types: Research vs. Course-Based vs. Professional

Not all MS CS programs are the same. Understanding the types helps you target the right ones:

Research

Research MS (thesis required)

Stanford MSCS, MIT EECS, Berkeley EECS, CMU MSCS

Fully funded or partially funded. Small cohorts. Faculty advisor required. Often seen as a step toward PhD. Most competitive. Research experience is essential for admission.

Course-Based

Course-Based MS (no thesis)

Columbia MSCS, USC MSCS, NYU MSCS, UCLA MSCS

Self-funded (tuition: $50K–$80K total). Larger cohorts. Focus on coursework and electives. Better for career switchers or those targeting industry. No thesis required.

Professional

Professional MS (specialized)

CMU MCDS, CMU MSML, Georgia Tech MSCS, UIUC MCS

Often 1–1.5 years. Focus on a specific area (ML, data science, security). Some include capstone projects or industry partnerships. Good balance of depth and career outcomes.

For International Students: Additional Factors

International applicants face additional considerations beyond raw admission numbers:

  • Funding is harder. Most course-based MS programs don't fund international students. Research MS programs may offer TA/RA positions. Budget $50K–$100K for tuition alone at self-funded programs.
  • University reputation matters more. For international students needing H-1B sponsorship, a well-known program significantly increases job prospects. Companies that sponsor visas tend to recruit from top-ranked programs.
  • Location matters for jobs. Programs in tech hubs (Bay Area, Seattle, NYC, Austin) have stronger industry pipelines. A strong program in a non-tech city means you'll rely more on remote job hunting.
  • STEM OPT gives you 3 years. All MSCS programs qualify for STEM OPT, giving you 36 months of post-graduation work authorization. This gives you three H-1B lottery attempts. See our STEM OPT guide.

How to Build a Balanced School List

Applying to only top-5 programs is a recipe for rejection. A balanced list typically includes:

1–2

Reach Schools

Programs where your stats are below median. Worth a shot if you have strong research or unique experience.

2–3

Target Schools

Programs where your profile matches the typical admit. These are your most likely admits.

1–2

Safe Schools

Programs where you're above the typical admit profile. You'd still be happy attending.

5–7 applications total is the sweet spot. Fewer than 4 is risky. More than 8 means you're applying too broadly and your SOPs will suffer from lack of customization. At $75–100 per application, this keeps costs between $375–700.

Related Guides

Want to know which programs match your profile?

Tell Counselly about your GPA, research, and goals. We'll tell you which MS CS programs you have a realistic shot at - in 5 minutes.

Find Your Target Programs