Best Computer Science Masters for Non-Majors - Discover Top Programs

Deciding to pursue a Master's degree in computer science is an exciting choice, especially if you don't have a background in the field. Thankfully, there are programs out there tailored for non-majors, giving you the chance to kickstart a lucrative and fulfilling career in a booming industry.

This article will guide you through some of the best computer science master's programs for aspiring students without a formal background in the subject matter.

As someone who once made the decision to shift careers and dive into computer science, I understand how daunting it might feel. However, with the right program and resources at hand, you too can conquer this enigmatic world of code and algorithms.

Nowadays, many universities offer comprehensive courses designed to transform you into a competent and confident computer scientist. To make it easier, our roundup of the top computer science master's programs for non-majors will cover essential factors like curriculum, flexibility, and support for people new to the field.

By the end of this guide, you'll have a clearer understanding of the best options available to jumpstart your transformation into an accomplished computer science professional.

Assessing Your Background and Goals

Before diving into the world of computer science, it's crucial to evaluate your current educational background and professional goals. By doing this, you'll have a clearer idea of what to look for in a computer science master's program tailored for non-majors.

First, let's discuss the prerequisites for a computer science master's program. Even though these programs are designed for non-majors, you might still need a solid foundation in mathematics, particularly in areas like calculus, linear algebra, and discrete math.

Here's a brief table showing the main prerequisites:

CalculusEssential for understanding advanced concepts in computer science.
Linear AlgebraImportant for understanding computational models and algorithms.
Discrete MathCentral to computer science, focusing on integers, graphs, and logic.

It's also essential to be comfortable with logical reasoning, as computer science relies heavily on problem-solving and algorithmic thinking. If you have no experience with coding, consider learning a programming language like Python, Java, or C++ to familiarize yourself with basic programming concepts.

Once you have a good understanding of the prerequisites, think about your professional goals.

Ask yourself:

  • What aspects of computer science are you most interested in?
  • Are you looking for a career change or to enhance your current skill set?
  • Do you have a specific industry or job role in mind?

Curriculumn focus

When researching programs, consider the curriculum focus of each master's program as it relates to your goals.

For example:

  • If you're interested in artificial intelligence, look for a program offering machine learning and robotics courses.
  • If you want to work in software development, seek programs that emphasize programming languages, software engineering, and system design.


Also, don't forget to investigate the reputation of the universities and their computer science programs. Rankings, alumni success, and faculty expertise can help you narrow down your choices. Remember to explore financial aid and scholarship opportunities to make the most of your investment.

Program format

Lastly, look into program format — whether an on-campus or an online program suits your needs better. You may prefer the convenience of an online program or the immersive experience of studying on-campus.

In summary, when searching for the best computer science master's programs for non-majors, make sure you assess your background and goals. This will help you find the perfect program that aligns with your objectives.

Top Computer Science Master's Programs

Pursuing a Master's in Computer Science can be a life-changing decision, especially if you're coming from a non-CS background. To help you make an informed decision, here's a list of some of the best computer science master's programs for non-majors.

Stanford University

Stanford University offers a Master of Science in Computer Science that explicitly welcomes applicants with diverse undergraduate backgrounds. Apart from its world-class faculty, flexible curriculum, and cutting-edge research opportunities, Stanford is well-known for its strong connection to the Silicon Valley ecosystem.

University of Illinois Urbana-Champaign

The University of Illinois Urbana-Champaign has an Online MCS (Master of Computer Science) program specifically designed for working professionals and non-CS majors. With a focus on practical skills and affordable tuition fees, this online program allows you to study at your own pace while benefiting from UIUC's excellent reputation and networking opportunities.

University of North Carolina

At The University of North Carolina at Chapel Hill, their Computer Science MS is accessible to students from various academic backgrounds. A wide range of research areas and supportive faculty ensure that your transition to a computer science career is smooth and successful.

Some other notable universities offering top computer science master's programs for non-majors include:

  • Carnegie Mellon University - Master of Science in Computational Data Science
  • Tufts University - Master of Science in Computer Science (MSCS)
  • Northeastern University - Align Master's in Computer Science

To help you compare, these universities have different requirements and expectations for students entering their programs:

UniversityGRE Req'sDeadlineDurationFormat
Stanford UniversityOptionalEarly Dec2 yearsOn-campus
UIUCOptionalRolling1.5 - 5 yearsOnline
UNC Chapel HillRequiredMid Dec2 yearsOn-campus
Carnegie MellonRequiredMid Dec2 yearsOn-campus
Tufts UniversityOptionalEnd of Jan2 yearsOn-campus
Northeastern UniversityNot RequiredVarious2 - 2.5 yearsOn-campus

To expand your skills and open new career opportunities in computer science, choosing the right master's program for your needs is crucial. While some programs focus more on theory, others emphasize practical applications and industry connections.

Ultimately, you'll want to find a program that aligns with your goals and interests, while ensuring you'll get the most out of your investment in time and money. So, take the time to research and compare your options as you embark on this exciting journey toward your Master's in Computer Science.

Online vs On-Campus Programs

Deciding between online and on-campus computer science master's programs for non-majors can be a challenging task. Each program type has its own set of advantages and drawbacks, which you'll need to carefully weigh to find the best fit for your needs and goals.

In this section, we'll compare online and on-campus programs in terms of flexibility, learning environment, networking opportunities, and cost.


Flexibility is one of the main benefits of online programs. You can usually work through coursework at your own pace, and complete assignments according to your schedule. This makes online programs appealing to students who have jobs or family responsibilities to balance alongside their studies.

On the other hand, on-campus programs typically have a more structured schedule, requiring set class hours and regular deadlines.


When it comes to the learning environment, on-campus programs offer a more traditional experience, with face-to-face interaction between students and professors. Some students may find that the in-person dynamic enhances their understanding of the material, and strengthens their motivation.

Online programs

Online programs, however, typically rely on virtual communication, which could be less engaging for some. But if you're tech-savvy and comfortable in an online space, you might find it easier to focus and absorb information without the distractions of a classroom setting.


Networking opportunities are usually more abundant in on-campus programs, as you're consistently interacting with classmates, professors, and industry professionals during events or guest lectures. Additionally, on-campus students might find it easier to land internships and secure job positions through their university's connections.

Online students can still network, but it requires a more proactive approach. Participating in discussion forums, attending virtual events, and connecting with other students and professionals through social media can help bridge the gap.

Cost factors

Finally, cost can be a deciding factor. Online programs are often less expensive than on-campus options, as there's no need to add in housing fees, meal plans, or transportation expenses. However, some online programs might have additional technology or resource requirements that could impact your budget.

It's essential to compare the total cost of each program, including tuition, fees, and any other relevant expenses.

In summary, when selecting the best computer science master's program for non-majors, consider:

  • Flexibility:Online programs offer greater flexibility in scheduling
  • Learning Environment:On-campus programs provide a more traditional, interactive experience
  • Networking Opportunities:On-campus programs tend to offer more networking potential
  • Cost:Online programs can be more cost-effective but might have additional resource requirements

Take the time to weigh these factors and evaluate both online and on-campus programs to find the right education path for you.

Specializations for Non-Majors

So, you've decided to pursue a master's degree in computer science, despite having a non-CS background. That's fantastic! It's important to know that there are several specializations available to you as a non-major.

Data Science is a popular choice for many non-majors. It focuses on collecting, managing, and analyzing data to make data-driven decisions.

Some typical courses in this specialization may include:

  • Statistical Methods
  • Machine Learning
  • Data Visualization
  • Big Data Analytics

Cybersecurity is another sought-after specialty that often attracts non-majors. This field deals with protecting computers, networks, and data from unauthorized access and cyber-attacks.

Courses in this specialization might cover topics like:

  • Information Security
  • Network Security
  • Computer Forensics
  • Cryptography

Artificial Intelligence (AI) is a specialization that's been gaining momentum over the past few years. It involves developing programs and algorithms to replicate human-like cognitive abilities in machines.

If you opt for this specialization, you might study:

  • Machine Learning
  • Computer Vision
  • Natural Language Processing
  • Robotics

Software Engineering is a classic specialization perfect for those who want to excel in the development and maintenance of software systems.

This area focuses on multiple aspects of the software development process, like:

  • Software Design Patterns
  • Agile Development
  • Quality Assurance
  • Project Management

Human-Computer Interaction (HCI) is an interdisciplinary area that combines elements from computer science, psychology and design.

In this specialization, you'd typically learn about:

  • User Experience Design
  • Mobile App Development
  • Web Design
  • Usability Testing

Keep in mind, some universities offer customizable or interdisciplinary programs, allowing you to tailor your coursework to your interests. It's essential to research your options and pick the best fit for your goals.

Lastly, let's not forget online degree programs. These can be an excellent choice for non-majors, as they often provide greater flexibility and learning support. A few reputable universities offer online programs in the fields mentioned above.

Remember to consider factors like cost, location, and program duration when you're narrowing down potential programs. With persistence and dedication, you'll find the perfect computer science master's program to suit your background and aspirations.

Application Process and Requirements

When considering the best computer science master's programs for non-majors, it's essential to be aware of the application process and requirements. In this section, we'll provide a comprehensive guide that covers what you should expect and the necessary steps to take.

Firstly, research is crucial to finding the right program for your needs. Make sure to:

  • Investigate schools offering computer science programs oriented towards students with non-CS backgrounds.
  • Evaluate factors such as curriculum, course flexibility, faculty expertise, and resources.
  • Check out online program options for added convenience and flexibility.

Once you have a list of potential schools, dive into the application process:

  1. Verify application deadlines and submission requirements. Schools might have different deadlines for domestic and international students, so be aware of those differences.
  2. Prepare your official academic transcripts and additional, program-specific requirements (e.g., work experience, programming knowledge, or a portfolio).
  3. Write your personal statement or application essays. These must showcase your motivation, long-term goals, and why you're a perfect fit for the program.
  4. Secure strong recommendation letters from academic or professional references who can attest to your potential in the field.
  5. Organize your resume or CV. Highlight transferable skills, relevant coursework, and accomplishments.

Next, let's discuss standardized tests and language proficiency requirements:

  • Although many programs no longer require GRE scores, some still do. Look into the specific requirements for each school.
  • As an international applicant, you might need to submit TOEFL or IELTS scores to demonstrate English proficiency.

Finally, don't forget about financial aid opportunities. Explore scholarships, grants, and other funding options to help with tuition costs.

To summarize, compiling the required materials and completed forms takes time, so start early to avoid feeling rushed.

Here's a recap of what to keep in mind:

  • Research and choose the best master's program for your goals.
  • Understand application requirements and deadlines.
  • Prepare all necessary documentation, including transcripts, essays, and recommendation letters.
  • Consider standardized test and language proficiency requirements.
  • Seek financial aid opportunities.

By following these steps, you'll be on your way to pursuing a successful computer science master's degree, regardless of your background. Stick to the process, remain diligent, and soon you'll be able to dive into the world of computer science.

Financing Your Degree

Pursuing a master's degree in computer science as a non-major can be financially challenging, but it's possible to ease the burden with some effective strategies. Let's discuss financial aid options and alternatives available for you.

Scholarships and Grants

Many universities, organizations, and companies provide merit-based and need-based scholarships or grants for graduate students. Some resources include:

  • University scholarships:Most institutions have merit-based scholarships and fellowships for graduate students. Check the university's financial aid office for opportunities.
  • Professional organizations:Professional associations, such as the IEEE, ACM, and Anita Borg Institute, offer scholarships for students pursuing computer science and technology careers.
  • Government grants:The federal government, as well as state governments, offer grants for graduate students to reduce educational costs. FAFSA (Free Application for Federal Student Aid) is the key application that determines your eligibility for federal and state financial aid programs.

Assistantships and Internships

Working as a graduate research assistant (GRA) or graduate teaching assistant (GTA) can help you finance your degree. Typically, GRAs and GTAs receive a stipend and, in many cases, a tuition waiver. Here's what you can expect:

GRAAssisting professors in research projectsStipend + tuition waiver (varies by university)
GTATeaching or assisting in undergraduate coursesStipend + tuition waiver (varies by university)

In addition to assistantships, internships in the tech industry offer competitive salaries and valuable work experience. Many employers prefer hiring candidates with practical experience, so this is a win-win for you.

Employer-Sponsored Tuition Assistance

If you're currently employed, inquire about tuition assistance programs your company offers. Many big tech companies have tuition reimbursement or assistance programs for pursuing higher education, which can significantly reduce the out-of-pocket expenses.

Student Loans

As a last resort, consider student loans as a means to finance your degree. Federal student loans are preferable over private loans, due to lower interest rates and more flexible repayment options. Keep in mind that loans must be repaid, so use them wisely and consider other financial aid options first.

By exploring these financial options, you can successfully manage the expenses associated with obtaining a master's degree in computer science, even as a non-major.

Skill Development and Networking Opportunities

Pursuing a master's degree in computer science as a non-major has several advantages that can lead to outstanding career growth. Before diving into these benefits, let's discuss the key aspects of skill development and networking opportunities.

Firstly, you'll have access to a broad range of interdisciplinary courses, allowing you to tap into various fields such as data analytics, artificial intelligence, and software development. These subjects can help you build a robust skill set, making you a highly sought-after professional in the tech industry.

Below are just a few skill areas you can expect to develop during your program:

  • Programming languages and algorithms
  • Data structures
  • Cybersecurity
  • Machine learning and AI
  • Distributed computing

Moreover, some programs offer capstone projects, real-world industry projects, or internships. These opportunities provide hands-on experience, letting you develop practical skills and a deeper understanding of computer science concepts.

Additionally, studying computer science as a non-major exposes you to people from diverse backgrounds – creatives, engineers, and entrepreneurs alike. This melting pot of ideas is perfect for fostering innovation and ultimately expanding your professional network.

Since networking is crucial for your career success, engaging with industry professionals and talented peers surely gives you a competitive edge.

Master's programs usually hold industry events, workshops, and conferences that allow you to establish valuable connections with fellow students, alumni, and potential employers. These arrangements can create a strong foundation for long-term collaboration and networking, significantly increasing your career prospects.

Finally, don't underestimate the power of social media and online communities. By actively participating in industry-specific discussions and forums, you can develop meaningful relationships with experts all over the world. You'll learn about trends, job openings, and receive advice from the pros in your field – all invaluable contributions to your success as a computer science professional.

In summary, opting for a computer science master's degree as a non-major equips you with a diverse skill set and connects you with valuable networks. By taking advantage of interdisciplinary courses, hands-on experience, industry events, and online resources, you'll position yourself for a successful and promising career in the tech industry.

Balancing Work and Study

Pursuing a master's degree in computer science is a challenging task, especially for non-majors who may be juggling work and study. However, with careful planning and effective time management, you can excel on both fronts. Here are some tips to help you maintain a healthy work-life balance while pursuing the best computer science masters for non-majors.

Goals & Expectations

First, it's crucial to set realistic goals and expectations. Achieving a healthy balance will require you to be honest with yourself about the time and energy you're able to commit. Consider factors such as:

  • Your current workload
  • Family and social commitments
  • Academic workload

Estimate how much time you can consistently dedicate to your studies and work without sacrificing your well-being. This will help you establish feasible goals that boost your productivity and reduce stress.

Study Schedule

Next, develop a well-structured study schedule. Apportion a designated time for pursuing your degree in computer science. Effective time management techniques include:

  • Batching tasks: Group similar tasks together to save time and energy
  • Time blocking: Designate specific time blocks for various tasks and strictly adhere to them
  • Prioritizing: Assess what tasks require immediate attention, and focus on them accordingly

When you allocate your time wisely, you'll be able to balance your work and academic commitments more effectively.

Always remember to communicate with both supervisors and professors about your schedule. Open communication is essential for ensuring that both parties understand and respect your commitments.

Resource Leverage

Keep in mind the benefits of leveraging online resources. Many master's programs now offer online opportunities for non-majors, like:

  • Virtual classes
  • Recorded lectures
  • Online study groups

These resources allow for increased flexibility, enabling you to access learning materials at your convenience.

Establish boundaries

Lastly, don't forget to establish boundaries. It's important to know when you're running the risk of burnout. Recognize when you need a break, allow yourself time for rest and relaxation, and disengage from work and study when necessary.

In conclusion, balancing work and study while pursuing a computer science master's degree is challenging but achievable. By establishing goals, managing your time effectively, communicating with supervisors and professors, leveraging online resources, and setting boundaries, you'll be well-equipped to succeed in both areas of your life.

Career Outcomes and Job Prospects

Pursuing a master's degree in computer science as a non-major offers a world of opportunities for your career growth and job prospects. By expanding your skill set and knowledge in this in-demand field, you'll be able to tap into a wide range of industries and roles.

Some of the most appealing positions for non-majors with a computer science master's degree include:

  • Data Scientist
  • Machine Learning Engineer
  • Software Developer
  • IT Project Manager
  • Data Analyst
  • Information Security Analyst
  • IT Consultant

A master's degree in computer science can help you increase your earning potential as well. On average, those with a master's in this field tend to earn higher salaries compared to their counterparts with only a bachelor's degree.

According to the Bureau of Labor Statistics, the median annual wage for computer and information technology occupations in 2020 was $91,250. Here's a breakdown of a few job titles and their respective median salaries:

Job TitleMedian Salary (2020)
Software Developer$110,140
Data Scientist$98,230
Information Security Analyst$103,590
IT Project Manager$94,090

Furthermore, with the continuous advancement of technology, the job market for computer science professionals is expected to grow over the next decade. The Bureau of Labor Statistics predicts a 13% growth in computer and information technology occupations from 2020 to 2030, which is faster than the average for all occupations.

It's important to note that your job prospects and potential earnings may vary based on factors like your location, level of experience, and chosen industry. Specializing in a particular area of computer science, such as artificial intelligence or cybersecurity, can also help you stand out in the competitive job market.

In short, obtaining a computer science master's degree as a non-major can provide you with the skills and knowledge necessary to stay relevant in the ever-evolving tech landscape. By exploring this educational path, you're opening doors for lucrative and fulfilling career opportunities in various industries.


Choosing the best computer science master's program for non-majors can be a daunting task, but it's crucial to find the right fit for your interests and career goals. You've seen some top options discussed throughout this article, and you're now better equipped to make an informed decision.

Here's a recap of some crucial factors to consider:

  • Program flexibility and accessibility, such as online or in-person classes
  • Course offerings and specialization options
  • Reputation and accreditation
  • Graduate outcomes and networking opportunities

As you evaluate different programs, weigh the pros and cons, keeping in mind that your experience and growth in a master's program depend on finding the best balance between academic rigor and personal interests.

It's also important to remember that a master's degree in computer science is an investment in your future. Consider the long-term effects on your career, as well as the immediate impact on your skillset. While the financial cost and time commitment might be significant, earning a master's degree creates a strong foundation for a successful career in technology, research, or academia.

In the end, only you can determine which computer science master's program is the right choice for your career and personal development. With careful research, thoughtful decision-making, and a commitment to your passion for technology, you'll be well on your way to success in this exciting field.