- 1.Average GPA for top CS programs: 3.7-4.0 for undergrad, 3.5+ for graduate
- 2.Math prerequisites include Calculus, with some schools requiring through Calculus II
- 3.SAT scores for competitive programs typically range 1450-1580
- 4.70% of CS programs now accept applications without programming experience
- 5.Letters of recommendation should emphasize analytical thinking and problem-solving abilities
Undergraduate Computer Science Admission Requirements
Computer science undergraduate programs have evolved their admission requirements to balance academic rigor with accessibility. Most programs require a strong foundation in mathematics and logical reasoning rather than prior programming experience.
The core academic requirements for undergraduate CS programs typically include a minimum GPA of 3.0-3.5, though competitive programs often see admitted students with GPAs above 3.7. Students should complete four years of high school mathematics, including precalculus or calculus, along with strong performance in science courses, particularly physics.
Unlike popular belief, most CS programs don't require prior programming experience for admission. A National Center for Education Statistics study found that 70% of computer science programs welcome students without coding background, focusing instead on mathematical aptitude and logical thinking skills.
Students interested in exploring CS career paths can review our Software Engineer Career Ladder guide to understand potential outcomes. For those considering different tech specializations, our Data Science Degree and Cybersecurity Degree pages provide detailed program comparisons.
3.75
Average Admitted GPA
1520
Median SAT Score
25%
Acceptance Rate
30%
Prior Coding Required
Graduate School Computer Science Prerequisites
Master's degree programs in computer science have more specific prerequisites than undergraduate programs. Most require a bachelor's degree with coursework in calculus, linear algebra, discrete mathematics, and at least introductory programming experience in languages like Python, Java, or C++.
The minimum GPA requirement for graduate CS programs typically ranges from 3.0 to 3.5, though competitive programs often admit students with GPAs above 3.5. Students without a CS undergraduate degree can still apply through bridge programs or by completing prerequisite coursework.
Graduate Record Examination (GRE) scores are required by approximately 60% of CS graduate programs, with competitive scores ranging from 310-330 combined. The quantitative section carries more weight, with top programs expecting scores above 165.
For students transitioning from other fields, our guide on Transitioning to Tech from Another Field provides valuable insights. Those interested in specialized areas should explore our Artificial Intelligence Degree and Machine Learning Degree program guides.
High School Course Requirements for CS Admission
High school students preparing for CS programs should focus on building a strong mathematical foundation. The typical course sequence includes Algebra I and II, Geometry, Precalculus, and ideally Calculus or Statistics in the senior year.
- Mathematics: 4 years including Precalculus (Calculus preferred)
- Science: 3-4 years including Physics and Chemistry
- English: 4 years with emphasis on technical writing
- Foreign Language: 2-3 years (some programs require this)
- Computer Science: Optional but beneficial (AP Computer Science A/Principles)
Physics courses are particularly valuable as they develop problem-solving skills and mathematical modeling abilities essential for computer science. Students should aim for strong performance in AP Physics or honors-level courses.
While not required, Advanced Placement computer science courses (AP CS A or AP CS Principles) can demonstrate interest and provide college credit. However, these courses are not prerequisites, and many successful CS students begin programming in college.
Source: College Board AP Program Summary Report
Standardized Test Score Requirements and Expectations
Standardized test requirements vary significantly among CS programs, with many schools adopting test-optional policies. However, competitive programs still consider SAT and ACT scores as important factors in admissions decisions.
For SAT scores, competitive CS programs typically see admitted students with total scores between 1450-1580. The Math section carries particular weight, with successful applicants often scoring 750-800. The Evidence-Based Reading and Writing section should be above 650 for most competitive programs.
ACT scores for admitted CS students typically range from 32-36, with the Math subscore being most critical. Students should aim for Math subscores of 34-36 for competitive programs, while maintaining balanced scores across other sections.
Test-optional policies have become more common, with about 40% of CS programs no longer requiring standardized tests. However, strong test scores can still strengthen applications, particularly for merit scholarships and highly competitive programs.
| Test | Competitive Score | Average Score | Math Section Priority |
|---|---|---|---|
| SAT Total | 1450-1580 | 1350-1450 | High |
| SAT Math | 750-800 | 700-750 | Critical |
| ACT Composite | 32-36 | 28-32 | High |
| ACT Math | 34-36 | 30-34 | Critical |
Essential Application Components for CS Programs
A complete CS application package goes beyond grades and test scores. Personal statements should demonstrate logical thinking, problem-solving experiences, and genuine interest in technology without requiring extensive programming background.
Letters of recommendation should come from teachers who can speak to analytical abilities, particularly mathematics, science, or computer science instructors. These recommendations should highlight problem-solving skills, persistence, and intellectual curiosity rather than just academic performance.
Extracurricular activities don't need to be technology-focused, but should demonstrate logical thinking and leadership. Math competitions, science fairs, robotics clubs, and even activities like debate or chess can showcase relevant skills.
- Personal statement emphasizing problem-solving experiences
- Two academic letters of recommendation (math/science preferred)
- Official transcripts showing strong performance in mathematics
- Standardized test scores (if not test-optional)
- Resume highlighting relevant projects or experiences
- Portfolio of projects (optional but beneficial for some programs)
For students building technical skills early, our Technical Interview Preparation Roadmap provides guidance on developing problem-solving abilities. Those interested in hands-on learning can explore our Software Engineering Bootcamps comparison.
Alternative Admission Paths to Computer Science Programs
Students who don't meet traditional admission requirements have several alternative pathways into computer science programs. Community college transfer is one of the most effective routes, allowing students to complete prerequisites and demonstrate academic readiness.
Many universities offer bridge programs for students with non-CS backgrounds. These programs typically include intensive coursework in mathematics, programming fundamentals, and computer science theory, preparing students for full admission to degree programs.
Gap year programs and coding bootcamps can strengthen applications by demonstrating commitment and providing technical foundation. However, these should supplement, not replace, strong academic preparation in mathematics and logical reasoning.
Some schools offer conditional admission, where students begin in a related program like mathematics or information technology and transfer to CS after meeting specific academic benchmarks. Our Information Technology Degree guide explains related programs that can serve as stepping stones.
Which Should You Choose?
- Strong math background (Precalculus/Calculus)
- GPA above 3.5
- SAT Math above 650 or ACT Math above 28
- Clear interest in problem-solving
- Need to strengthen academic foundation
- Want to complete prerequisites affordably
- Prefer smaller class sizes initially
- Looking for more flexible scheduling
- Have degree in different field
- Strong academic record but lacking CS prerequisites
- Want structured transition to CS
- Prefer accelerated timeline
Program-Specific Admission Requirements
Different CS specializations may have unique admission requirements beyond general CS prerequisites. Data science programs often emphasize statistics and may require specific mathematics coursework including linear algebra and statistical analysis.
Cybersecurity programs may prefer students with interests in systems thinking and may value experience with networking or information systems. Some programs require additional coursework in discrete mathematics or formal logic.
Software engineering programs often focus more heavily on project experience and may give preference to students who can demonstrate software development through portfolios, even if self-taught. Game development specializations may consider creative portfolios alongside technical requirements.
Students interested in specialized areas should review specific program requirements early. Our guides for Data Science Admission Requirements, Cybersecurity Admission Requirements, and Software Engineering Admission Requirements provide detailed information for each field.
CS Application Timeline and Deadlines
Planning your CS application timeline requires understanding both general college admissions deadlines and program-specific requirements. Most CS programs follow standard college application deadlines, but competitive programs may have earlier priority deadlines.
Early Decision and Early Action deadlines typically fall in November, while Regular Decision deadlines are usually January 1-15. Students should plan to take standardized tests by October of their senior year to meet these deadlines.
- Junior Year Spring: Begin researching programs and requirements
- Summer before Senior Year: Complete applications and essays
- October Senior Year: Take final standardized tests if needed
- November 1-15: Submit Early Decision/Action applications
- January 1-15: Submit Regular Decision applications
- February-April: Complete any additional requirements (interviews, portfolios)
- May 1: National College Decision Day
Graduate school applications typically have deadlines between December 1 and February 1, with fall admission being the primary entry point. Students should begin preparing graduate applications at least six months before deadlines.
Your CS Admission Action Plan
Assess Your Academic Foundation
Review your math and science coursework. Ensure you'll complete through Precalculus minimum, Calculus preferred.
Research Program Requirements
Create a spreadsheet of target schools with specific GPA, test score, and prerequisite requirements for each program.
Plan Standardized Testing
Determine if schools are test-optional and plan testing dates if scores will strengthen your application.
Identify Recommenders Early
Approach math, science, or CS teachers who can speak to your analytical abilities and work ethic.
Draft Personal Statement
Focus on problem-solving experiences and logical thinking rather than just interest in technology.
Create Application Timeline
Work backward from deadlines to create a schedule for completing all application components.
Frequently Asked Questions About CS Admission
Related CS Admission Resources
Sources and References
Federal data on CS program admissions and requirements
SAT score distributions for computer science applicants
ACT performance data for STEM program admissions
Application trends and admission rates for CS programs
Taylor Rupe
Full-Stack Developer (B.S. Computer Science, B.A. Psychology)
Taylor combines formal training in computer science with a background in human behavior to evaluate complex search, AI, and data-driven topics. His technical review ensures each article reflects current best practices in semantic search, AI systems, and web technology.
