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List of Scholarships for Computer Science Majors for 2025

Imed Bouchrika, Phd

by Imed Bouchrika, Phd

Co-Founder and Chief Data Scientist

As college tuition becomes increasingly expensive, more students want to make the smart move and get the best return on investment (ROI) from their post-secondary education. With the surge in demand for tech-savvy and digitally skilled workers, a computer science (CS) degree is a logical option. Obtaining such a degree requires a big investment, especially in the U.S. where the average cost of college attendance is $36,436 per student per year (Education Data Initiative, 2023).

With many students facing more challenges in accessing college education, obtaining financial assistance through scholarships for computer science can be a huge help in overcoming these obstacles. The right scholarship program can also enable more students to enroll in the best online computer science programs, pursue an education at the school of their choice, and even improve access to some of the most prestigious and expensive institutions.

In this guide, we provide some of the best options for scholarships for computer science majors and additional helpful information about obtaining the right kind of financial assistance to support your education goals.

Scholarships for Computer Science Table of Contents

  1. Reasons to Major in Computer Science
  2. Can Accelerated Computer Science Degree Programs Enhance Scholarship Opportunities?
  3. How do computer science scholarships shape career success?
  4. Where to Find Scholarships for Computer Science
  5. List of Scholarships for Computer Science Majors for 2024
  6. Can Online AI Degrees Enhance Scholarship Prospects and Career Paths?
  7. Additional Financial Assistance for Computer Science Majors
  8. How can computer science students increase their scholarship eligibility?
  9. How Can Data Science Expertise Enhance Your Scholarship Applications?
  10. How can scholarships boost career opportunities?
  11. How Can a Cybersecurity Focus Bolster Your Scholarship and Career Trajectory?
  12. Could Comparing Degree Costs Enhance Your Scholarship Strategy?
  13. How Does Accreditation Influence Your Scholarship and Career Outcomes?

Reasons to Major in Computer Science

The demand for digital and computer skills is rapidly growing as our world becomes more dependent on technology, and employers are competing to hire the best tech-savvy candidates and CS majors by offering impressive salaries and a variety of perks. In response to this trend, more college enrollees today are deciding to major in computer science. In 2023, Spring enrollment for computer and information sciences and support services majors at 4-year institutions grew by 11.6% from the previous year (Berg, B. et al., 2023).

According to a 2022 survey by ZipRecruiter, 72% of respondents who majored in computer and information sciences said they have no regrets and would choose the same major (Buber, 2022). This comes as no surprise considering a career in computer science and information technology (IT) can reward you with a median annual wage of $97,430 as of May 2021 according to the U.S. Bureau of Labor Statistics. Comparatively, the median annual wage for all occupations is $45,769 (U.S. BLS, 2022).

Furthermore, the overall employment in CS and IT occupations is predicted to grow by 15% from 2021 to 2031, resulting in 682,800 new jobs during the forecast period. If the equation will include replacement needs for workers who are permanently leaving their occupations, this adds up to about 418,500 job openings per year (U.S. BLS, 2022).

This growing need for computer science and IT professionals has widened the gap between the number of skilled workers required and the number of available talent. Today, the public and private sectors are working on bridging the skills gap using various strategies. These efforts include offering upskilling programs for existing employees and increasing the talent pool by providing better access to training and education through scholarships for computer science.

Can Accelerated Computer Science Degree Programs Enhance Scholarship Opportunities?

Accelerated programs can shorten the path to a computer science career, allowing students to reduce total education costs while maximizing scholarship benefits. These intensive programs often enable faster completion of degree requirements, which may improve eligibility for scholarships that prioritize academic rigor and commitment. Additionally, institutions offering such pathways may collaborate with scholarship providers to create targeted financial aid opportunities for candidates enrolled in an accelerated computer science degree.

How do computer science scholarships shape career success?

Financial support through scholarships enables students to concentrate on developing advanced technical and research skills without the burden of financial stress. This support often facilitates participation in high-impact projects, internships, and networking opportunities, laying the groundwork for a strong professional profile. Moreover, reduced debt loads can empower graduates to pursue specialized training and certifications that are attractive to top employers and can lead to the highest paying jobs in computer science field.

Where to Find Scholarships for Computer Science

A simple web search for scholarships for IT and computer majors will provide you with a list of scholarships offered by tech companies, foundations, nonprofits, and government programs. The requirements for each scholarship will vary and the amount awarded can be about $1,000 or amounting to the full coverage for the total cost of attendance. For example, the Generation Google Scholarship (North America) awards $10,000 to qualified students enrolled in the U.S. and $5,000 to those studying in Canada pursuing computer science degrees (Google, n.d.).

Many post-secondary institutions also offer scholarships for computer science, so, make sure to inquire at the school you are applying to. The Computer Science and Engineering Department at the Ohio State University, for instance, offers scholarships worth $1,500 each spring. At the Massachusetts Institute of Technology (MIT), the average MIT scholarship in 2021-2022 was $53,997. According to the school, 58% of its undergraduates receive MIT scholarships (MIT Student Financial Services, n.d.).

The U.S. federal government also provides grant and scholarship aid to students enrolled in both public and private institutions. According to the National Center for Education Statistics (NCES), first-time, full-time students from all income levels who were enrolled in a 4-year public institution in 2020-2021 received an average of $8,950 in grant and scholarship aid, while those in 4-year private non-profit schools were awarded $26,670 (NCES, 2022).

It is also a good idea to ask for assistance from your high school guidance counselor or from the academic department or financial aid office of your potential school. They can help you identify which forms of assistance are available for computer science majors and assist you in estimating how much you will need in total for financial assistance. They can also guide you by clarifying what full-ride and full-tuition scholarships cover and by assessing which scholarships are the most ideal for your degree and which ones you can qualify for.

List of Scholarships for Computer Science Majors for 2024

Many students shy away from applying for scholarships due to the belief that these forms of financial aid are for those who have a grade point average (GPA) of 4.0, a stellar extracurricular record, or a list of achievements as an athlete or student leader. While there is nothing wrong with trying to aim for rewarding yet highly competitive 4.0 GPA scholarships, there are many financial aid programs that consider other factors aside from academics and extracurricular activities. These will usually look at the applicant’s personal or professional experiences, income level, and other factors that can make them eligible for the group of students these programs are targeting.

To help you get started on your journey to finding the best scholarships for computer science, we looked at credible sources and sets of data to come up with this list of options for financial aid. Each program may target a different demographic, can change application deadlines, and has varying requirements, so, it is best to do further research for each scholarship.

Undergraduate

1. Davidson Fellows Scholarship

The Davidson Fellows Scholarship is considered to be one of the most prestigious scholarships for high-achieving and gifted students who are 18 years old or younger. To be considered for the program, you must have completed a significant piece of work in your category (in this case, computer science) that has the potential to make a positive contribution to society. You can do the work alone or as a team of two. Candidates must be citizens or permanent residents of the United States.

Amount Awarded: $10,000, $25,000, or $50,000 (depending on the judges’ decision)
Deadline: The applications tend to open late in the year and end around February the following year.

2. AIST Foundation Steel Intern Scholarships

The Association for Iron & Steel Technology (AIST) Foundation Steel Intern Scholarships require recipients to commit to a paid summer internship at a steel-producing or steel-related company in North America. These scholarships for computer science majors are open to undergraduate and graduate students who are willing to relocate temporarily (if needed) for the internship and are citizens of Canada, Mexico, or the U.S. Candidates must also be enrolled full-time at an accredited university in North America and have a minimum cumulative GPA of 2.5.

Amount Awarded: $7,500 or $12,000 per year (if you qualify for the Premier Intern Scholarship).
Deadline: The application deadline usually falls in October.

3. Science, Mathematics, and Research for Transformation (SMART) Scholarship

The SMART scholarship is offered by the Department of Defense (DoD) and accepts applications from undergraduate and graduate students pursuing a Science, Technology, Engineering, and Mathematics (STEM) degree. Aside from receiving full tuition, recipients will also enjoy annual stipends, internships at one of over 200 DoD facilities, and guaranteed employment with the department after graduation.

Amount Awarded: Full tuition to any U.S. accredited university or college and an annual stipend of $30,000 to $46,000 (depending on degree level).
Deadline: The yearly application cycle typically opens on August 1 and runs until December 1.

Graduate

1. Department of Energy Computational Science Graduate Fellowship (DOE CSGF)

The DOE Computational Science Graduate Fellowship or DOE CSGF is managed by the Krell Institute and is one of the best scholarships for computer science majors who want to pursue full-time graduate studies at an accredited U.S. university or college. Applicants are interested in conducting research in areas of interest to the DOE and, depending on renewal, can enjoy up to four years of total support. They will also undergo a 12-week practicum at a DOE laboratory that grants them access to the department’s supercomputers.

Amount Awarded: Covers full tuition and required fees, a $45,000 yearly stipend, and a $1,000 professional development allowance.
Deadline: The annual application cycle usually begins in the fall and ends in the following spring.

2. NSF Graduate Research Fellowship Program (GRFP)

The NSF GRFP is offered by the National Science Foundation and is open to individuals who are early graduate students or are intending to enroll in an eligible research-based graduate degree program at an accredited institution in the U.S. or its territories. It is considered to be the oldest fellowship program for STEM majors and the application can be competitive. The GRFP program also advocates for more inclusivity in the fields of science and engineering and encourages applications from women, veterans, persons with disabilities, minorities, and other underrepresented groups.

Amount Awarded: A 3-year annual stipend of $37,000 and a $12,000 cost of education allowance for tuition and fees.
Deadline: NSF GRFP applications tend to begin in July or August and end in October or November, depending on the graduate degree discipline.

3. ISA Scholarships

The International Society of Automation (ISA) Scholarships offer support for tuition and expenses related to research and initiatives. The scholarships are funded by endowments from various ISA Executive Board members and are awarded through the ISA. Candidates are outstanding graduate or undergraduate students who have the potential to contribute to the fields of automation and control. Applicants must have a cumulative grade average of C or equivalent and must be enrolled as full-time students studying automation and control or a closely related discipline.

Amount Awarded: Amount varies.
Deadline: Interested applicants can contact the scholarship provider for the schedule for the next batch of applications.

Many scholarship programs prioritize individuals who come from lower-income families, a particular ethnicity or gender, and other social groups. These scholarships usually want to improve inclusivity and diversity in the profession by providing opportunities to those who are underrepresented in the profession or industry.

The concern about the gender gap in information technology careers and in the computer science field, for instance, has motivated more charitable institutions, private entities, and professional groups to offer more computer science scholarships for women. In 2020-2021, 81,921 males and only 22,953 females received a bachelor’s degree in computer and information sciences (Statista, 2023). Hopefully, the growing efforts to create more inviting and accessible pathways to a computer science education and career can make this field more diverse and inclusive. It is good to see that big tech firms are taking the lead on this initiative by offering financial aid programs like the Adobe Women in Tech scholarship and the American Physical Society and IBM (APS/IBM) Research Internship for Undergraduate Women.

For Women

1. Generation Google Scholarship (EMEA)

The Generation Google Scholarship: for women in computer science accepts applications from women who have not received any other Google scholarship and are currently enrolled as full-time bachelor’s students at an accredited institution. Applicants have a passion for representing and improving underrepresented groups in computer science and technology, demonstrate a strong academic record, and are interested to enroll as full-time students in a bachelor’s program at an accredited university in Africa, Europe, or the Middle East.

Amount Awarded: Approximately $7,600 (or the equivalent of 7,000 Euros) for an academic year.
Deadline: The application cycle tends to vary each year and usually ends when 3,000 eligible application responses are received (Google, n.d.).

2. Center for Women In Technology (CWIT) at the University of Maryland Baltimore County (UMBC)

The CWIT scholarship is for talented women who will enroll at UMBC and major in computer science, computer engineering, information systems, or a related undergraduate program. This merit-based scholarship covers a recipient’s full tuition, mandatory fees, and other expenses. It also includes a mentoring program, priority acceptance to live in the CWIT Scholars residence on campus, and “academic and extracurricular activities designed to foster a supportive community for women in IT and engineering (UMBC, n.d.).

Amount Awarded: $5,000-$15,000 per academic year (in-state students) and $10,000-$22,000 per academic year (out-of-state students).
Deadline: Eligible incoming freshmen can submit their applications and supporting documents until mid-January.

3. Honeywell International Inc. Scholarship

The Honeywell scholarship is offered by the Society of Women Engineers (SWE). A candidate must be a U.S. citizen, have a minimum GPA of 3.5 on a scale of 4.0, be a member of the SWE, identifies as a woman, and be a sophomore, junior, or senior enrolled in a program accredited by the Accreditation Board for Engineering and Technology, Inc. (ABET). This program gives preference to applicants demonstrating financial need and belonging to under-represented groups.

Amount Awarded: $5,000
Deadline: The annual application deadline usually falls in February.

For Minority Students

1. The Gates Scholarship

The Gates Scholarship (TGS) is open to high school seniors who will enroll in a 4-year program at an accredited 4-year non-profit private or public institution in the U.S. Applicants must be members of one or more of the following ethnic minorities: African American, American Indian/Alaska Native (proof of tribal enrollment is required), Asian and Pacific Islander, and Hispanic American. TGS offers scholarships for computer science and other majors.

Amount Awarded: TGS will cover the full cost of attendance that is not already covered by the expected family contribution and other scholarships.
Deadline: The first phase of the application process usually begins in July and ends in September of the same year.

2. José E. Serrano Educational Partnership Program with Minority Serving Institutions (EPP/MSI) Scholarship

Otherwise known as the EPP/MSI Undergraduate Scholarship Program, this scholarship is offered by the National Oceanic and Atmospheric Administration (NOAA). It is given to qualified outstanding students who are U.S. citizens or U.S. nationals, are attending minority-serving institutions (MSIs), and majoring in STEM fields that directly support NOAA’s mission. Recipients must currently be enrolled as a full-time 2nd-year student in a 4-year academic program, a 3rd-year student in a 5-year program, or transferring from a 2-year to a 4-year institution.

Amount Awarded: Covers support during junior and senior years of study (can reach up to $45,000 including conference participation and travel).
Deadline: The yearly application cycle for this program is from September through January.

3. Ralph W. Shrader Graduate Diversity Scholarship

The Ralph W. Shrader Graduate Diversity Scholarship is awarded by the Armed Forces Communications and Electronics Association (AFCEA) International. You are eligible for this program if you are a graduate-level candidate who is a U.S. Citizen with an overall GPA of 3.5 minimum at the time of your application. Applicants must currently reside in the U.S. and are actively pursuing a graduate degree at any accredited college or university in the U.S.

Amount Awarded: $3,000 for tuition and course-related expenses.
Deadline: You can get in touch with the scholarship program provider for more information on the next application cycle.

This list of scholarships for computer science includes just some of the popular recommendations, so, do not limit yourself to these options and continue to explore more opportunities for financial aid.

Can Online AI Degrees Enhance Scholarship Prospects and Career Paths?

For computer science candidates seeking to broaden their expertise, specializing in artificial intelligence can offer a strategic advantage. Integrating AI competencies with your core computer science knowledge not only meets the evolving industry demands but also strengthens your scholarship applications by highlighting your commitment to emerging technologies. Accredited programs providing online AI degrees enable flexible learning while equipping you with skills in machine learning, data analytics, and neural networks. This specialized focus can lead to unique research opportunities, multidisciplinary projects, and enhanced networking prospects with industry leaders, ultimately fostering an innovative career trajectory.

Additional Financial Assistance for Computer Science Majors

When applying for computer science scholarships, you will usually have to fill out the Free Application for Federal Student Aid (FAFSA) form as part of the application process and requirements. Your FAFSA form helps merit-based scholarships, schools, and states determine how much you can receive in financial aid from the federal government. In 2021-2022, the total amount of grant aid awarded to undergraduate and graduate students was an estimated $140.6 billion (Ma & Pender, 2022).

You can also try work-study programs, tuition discounts, and other grants. Some employers are even willing to shoulder the costs of their employees who want to upskill by enrolling in computer science online degree programs. Even if you do get selected for certain scholarships for computer science, not all programs cover the entire cost of college education, such as housing, food, transportation, and other student expenses. Thus, taking advantage of all possible means of financial aid allows you to maximize your opportunities to bring down your out-of-pocket expenses to the least amount possible.

How can computer science students increase their scholarship eligibility?

Securing a scholarship for a computer science degree can be competitive, but there are steps you can take to improve your eligibility and make your application more compelling. Here are some strategies to enhance your scholarship chances:

  • Build a Strong Academic Profile: Aim for a high GPA, as many scholarships require a minimum academic standard. Engage in advanced classes, especially in STEM fields, to demonstrate your readiness for the rigor of a computer science degree. Excel in relevant coursework such as math, physics, and computer science. AP or dual-enrollment courses, where available, can help strengthen your academic record.
  • Gain Relevant Experience and Skills: Participate in computer science-related internships, workshops, or summer programs. Gaining practical experience in coding, app development, or data science shows commitment and gives you relevant skills. Complete projects that showcase your programming or technical abilities, such as coding projects, open-source contributions, or collaborative tech initiatives, and include these in your scholarship applications.
  • Engage in Extracurricular Activities: Join coding clubs, math leagues, robotics teams, or other tech-oriented extracurriculars. Leadership roles in these activities can further emphasize your dedication and teamwork skills. Engage in community service, ideally by volunteering for organizations that promote technology education or digital literacy, as many scholarships favor candidates with a community-minded outlook.
  • Create a Strong Personal Statement: Craft a unique and authentic personal statement that reflects your goals, passion for computer science, and the impact you aim to make in the field. Highlight any challenges you’ve overcome or unique experiences that shaped your path to a computer science career. Be sure to tailor each personal statement to the specific scholarship’s goals or mission, underscoring how your values align with the scholarship provider’s objectives.
  • Seek Letters of Recommendation: Obtain strong recommendation letters from mentors, teachers, or professionals who can speak to your academic abilities, technical skills, and character. Choose recommenders who are familiar with your achievements in computer science or related fields. Give your recommenders sufficient time and provide them with information about the scholarship, your goals, and any relevant experiences that they can highlight in their letter.
  • Apply to Scholarships Early and Broadly: Research and apply to multiple scholarships, including smaller, local, or less well-known awards, which often have less competition. Cast a wide net to increase your chances of securing financial aid. Submit applications well before deadlines to avoid last-minute issues and to show scholarship committees your professionalism and preparedness.

How Can Data Science Expertise Enhance Your Scholarship Applications?

Data science is rapidly emerging as a critical component of technological innovation, adding a competitive edge to scholarship applications. Integrating advanced skills in data analytics, machine learning, and big data can further differentiate your profile, positioning you as a well-rounded candidate capable of addressing interdisciplinary challenges. This specialization can attract scholarship providers who value future-oriented expertise, ultimately opening doors to enhanced research opportunities and cross-sector collaborations. For competitive educational advancement, consider exploring a cheap data science master degree online program.

How can scholarships boost career opportunities?

Scholarship programs often extend financial support by facilitating access to industry events, mentorships, and internship placements that build a robust professional network. Recipients may engage directly with academic experts and industry professionals through organized workshops and collaborative projects, thereby gaining practical experience in emerging technologies. These opportunities can lead to enhanced career positioning and increase the likelihood of transitioning into the highest paying jobs in computer science field, ensuring a competitive advantage in the job market.

How Can a Cybersecurity Focus Bolster Your Scholarship and Career Trajectory?

Integrating a cybersecurity specialization can differentiate your academic profile and meet the growing demand for digital risk management skills. Demonstrating proficiency in this niche—through certifications, focused projects, or enrollment in programs like an affordable cyber security degree online—shows a commitment to tackling emerging technological challenges. This added expertise may enhance eligibility for scholarships that prioritize innovation and technical specialization, while also positioning you advantageously in an increasingly competitive job market.

Could Comparing Degree Costs Enhance Your Scholarship Strategy?

Evaluating scholarship opportunities benefits from a broader analysis of educational investments. A comparative review of degree costs in related technical fields can help pinpoint programs that offer greater ROI. For instance, examining how much does electrical engineering degree cost provides a clear benchmark against which computer science program expenses and associated scholarship benefits can be weighed. This strategic comparison supports more informed decision-making and helps align scholarship applications with long-term financial plans and career goals.

How Does Accreditation Influence Your Scholarship and Career Outcomes?

Accreditation and institutional reputation are decisive factors that can enhance both scholarship prospects and long-term career success. Programs accredited by recognized bodies tend to offer a rigorous curriculum, industry-aligned training, and enhanced networking opportunities that appeal to scholarship providers and future employers. Prospective students should evaluate academic offerings, faculty expertise, and research facilities when selecting a program, as these indicators not only affect scholarship eligibility but also determine post-graduation career trajectories. Moreover, when considering specializations such as cybersecurity, ensuring that a program meets high accreditation standards can be pivotal. For additional insights into the value of technical specializations, review the research on Is cybersecurity a good career choice?.

Achieve Your Education Goals with Computer Science Scholarships

The application process for most computer science major scholarships can be tedious, and different programs can have varying requirements. However, with college tuition becoming more expensive each year and with the current passing of Congress’ bill to end the student loan payment pause, obtaining financial aid for higher education is not just an option for most but a necessity.

With a little more research and by dedicating enough time, you can find scholarships for computer science that cater to different demographics, GPA levels, and ethnicities. It also helps to prepare your requirements early on and use scholarship application letter writing tips so you do not miss submission deadlines and can be confident you present the best output. With the assistance of academic advisers, guidance counselors, and financial aid offices, you can broaden or narrow down your options and identify which programs present the best chances.

The extra effort you put into your scholarship applications can go a long way, especially if you qualify for financial aid that helps cover a bigger portion if not all of your student expenses.

Key Insights

  • Rising Cost of College Education: The average cost of college attendance in the U.S. is $36,436 per student per year, making financial assistance crucial for many students.
  • High Demand for Computer Science Majors: The demand for tech-savvy workers is growing, with computer science enrollment increasing by 11.6% in 2023 and graduates often earning high salaries.
  • Numerous Scholarship Opportunities: Various scholarships are available for computer science majors, provided by tech companies, foundations, nonprofits, and government programs.
  • Government and Institutional Support: Federal grants and scholarships, along with aid from universities, significantly help in reducing the financial burden on students.
  • Scholarships for Specific Demographics: There are scholarships targeting specific groups, including women and minority students, to promote diversity in the tech field.
  • Importance of FAFSA: Completing the FAFSA is essential for determining eligibility for many scholarships and financial aid programs.
  • Broader Financial Aid Options: Besides scholarships, students can explore work-study programs, tuition discounts, and employer-sponsored education benefits to cover college costs.

FAQ

  1. Why should I major in computer science? Majoring in computer science offers numerous benefits, including high demand for tech skills, impressive salaries, and diverse career opportunities in various industries.
  2. Where can I find scholarships for computer science majors? Scholarships for computer science majors can be found through tech companies, foundations, nonprofits, government programs, and post-secondary institutions. It is also beneficial to consult high school guidance counselors and financial aid offices at colleges.
  3. What are some popular scholarships for computer science majors? Some popular scholarships include the Davidson Fellows Scholarship, AIST Foundation Steel Intern Scholarships, and the SMART Scholarship for Service Program. These scholarships offer significant financial aid and often include additional benefits like internships and guaranteed employment.
  4. Are there scholarships specifically for women in computer science? Yes, scholarships such as the Generation Google Scholarship for Women, the Center for Women in Technology Scholarship at UMBC, and the Honeywell International Inc. Scholarship are designed to support women pursuing computer science degrees.
  5. Are there scholarships for minority students in computer science? Yes, scholarships like The Gates Scholarship, the EPP/MSI Undergraduate Scholarship, and the Ralph W. Shrader Graduate Diversity Scholarship are available to support minority students in computer science and related fields.
  6. Do I need a high GPA to qualify for computer science scholarships? While some scholarships require a high GPA, many consider other factors such as personal or professional experiences, financial need, and demographic background. There are scholarships available for a wide range of students.
  7. What additional financial aid options are available for computer science majors? Besides scholarships, students can explore federal grants, work-study programs, tuition discounts, and employer-sponsored education benefits to cover college costs.
  8. How important is the FAFSA in obtaining financial aid? Completing the FAFSA is crucial as it helps determine eligibility for federal grants, scholarships, and other forms of financial aid, making it an essential step in the financial aid process.
  9. Can scholarships cover all my college expenses? Some scholarships may cover the full cost of attendance, including tuition, fees, and living expenses, while others may only cover a portion. It is advisable to apply for multiple scholarships and explore additional financial aid options to minimize out-of-pocket expenses.
  10. What steps should I take to increase my chances of getting a scholarship? To increase your chances of getting a scholarship, start by researching available scholarships early, prepare your application materials meticulously, write a strong application letter, and seek guidance from academic advisers and financial aid offices.

References:

  1. Berg, B., Lee, S., Randolph, B., Ryu, M., & Shapiro, D. (May 2023), Current Term Enrollment Estimates: Spring 2023. National Student Clearinghouse Research Center. https://nscresearchcenter.org/wp-content/uploads/CTEE_Report_Spring_2023.pdf
  2. Buber, S. (November 2022). The Most Regretted and Most Loved College Majors. ZipRecruiter. https://www.ziprecruiter.com/blog/regret-free-college-majors
  3. Google (n.d.). Generation Google Scholarship (North America). https://buildyourfuture.withgoogle.com/scholarships/generation-google-scholarship
  4. Hanson, M. (June 2023). Average Cost of College & Tuition. Education Data Initiative. https://educationdata.org/average-cost-of-college
  5. Ma, J. and Pender, M. (2022). Trends in College Pricing and Student Aid 2022. College Board. https://research.collegeboard.org/media/pdf/trends-in-college-pricing-student-aid-2022.pdf
  6. Massachusetts Institute of Technology (n.d.) MIT Scholarships. MIT Student Financial Services. https://sfs.mit.edu/undergraduate-students/types-of-aid/mit-scholarship
  7. National Center for Education Statistics (November 2022). Table 331.30. Average amount of grant and scholarship aid and average net price for first-time, full-time degree/certificate-seeking students awarded Title IV aid, by control and level of institution and income level: Selected academic years, 2009-10 through 2020-21. https://nces.ed.gov/programs/digest/d22/tables/dt22_331.30.asp
  8. Ohio State University (n.d.). Scholarships. https://cse.osu.edu/current-students/undergraduate/scholarships
  9. Statista Research Department (June 2023). Number of Bachelor’s degrees awarded U.S. 2020-2021, by gender and subject. Statista. https://www.statista.com/statistics/967826/number-bachelors-degrees-awarded-gender-subject-us
  10. U.S Bureau of Labor Statistics (September 2022). Occupational Outlook Handbook, Computer and Information Technology Occupations. https://www.bls.gov/ooh/computer-and-information-technology/home.htm

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