Top Data Science Undergraduate Programs: A Comprehensive Guide

The field of data science has exploded in popularity, becoming a driving force across various industries. This surge in demand has created a need for skilled data scientists, making it an opportune time to pursue a data science education. While Ivy League credentials aren't essential, a solid foundation in computer science and advanced mathematics is crucial for success. This article explores top undergraduate data science programs, highlighting their academic strengths, career prospects, and unique features to help you find the best fit for your aspirations.

The Rise of Data Science and Its Impact

The past decade has witnessed a widespread embrace of data and analytics in diverse sectors, including business, finance, sports, entertainment, and technology. Data analysis, modeling, and big data systems have become indispensable tools for decision-making in these fields. This trend has fueled the demand for data science professionals, making it a lucrative and promising career path.

Whether data scientist can still be considered the sexiest job of the 21st century, when considering the enduring relevance of data science, the numbers don’t lie. As corporations and other organizations continue to harness data to drive growth and performance, there has never been more demand for the bachelor’s degrees, master’s degrees, and university-offered professional certificates that can provide the key skills needed to succeed as a data scientist. This growth should come as no surprise: the US Bureau of Labor Statistics (BLS) estimates the median data scientist in the US earns just over $100,000 annually, more than 2x the annual median wages for the country. In reality, mid- and late-career data scientists at high-performing companies can earn much more. And it’s not like the opportunities are limited. The BLS forecasts a 36% growth in data scientist headcount, over 7x the growth rate projected for the US labor market as a whole over the same time.

What to Look For in a Data Science Program

A data science degree can launch you onto your data science career path. Data science is a highly interdisciplinary field, combining computer science, applied mathematics, machine learning, and research science to develop new ways to extract actionable insights from the big data sets produced by corporations, human activity, and the environment daily. This interdisciplinarity means there are various entry points into data science, both in terms of an individual’s educational background and career stage.

Core Curriculum

Data science majors generally furnish students with a baseline understanding of the following areas:

Read also: Data Theory at UCLA

Fundamental and applied mathematics: calculus, statistics, probability, linear algebra
Computer science: Excel, SQL, Python and R programming languages, software engineering, operating systems and systems programming, database systems
Machine learning: machine learning algorithms, predictive analytics, deep learning
Data management: data engineering, data mining, data visualization
Social sciences and humanities: according to individual interest and distribution requirements.

Experiential Learning

In addition to this coursework, many programs recommend or require students to complete an internship or capstone project to gain experience applying what they’ve learned in a real-world setting.

Factors to Consider

When evaluating data science programs, consider factors such as:

Industry relationships: Does the program have links to an industry or company you want to leverage for future internship or job opportunities?
Location and learning modality: Is a school’s location feasible for you?

Top Data Science Programs

Here's a look at some of the leading data science institutions, highlighting their key features:

1. University of California, Berkeley

Academic Highlights: More than 150 undergraduate majors and minors are available across six schools. Undergrads will encounter a mix of large lectures (20% of sections contain more than 50 students) and tiny, single-digit enrollments in seminar-style courses (21% of sections contain nine or fewer students). Plenty of undergraduate research opportunities exist, with many facilitated by the Office of Undergraduate Research & Scholarships; 48% of students participate in research during their time at Berkeley. UC Berkeley’s undergraduate data science program retained its No. The university also held its No. 2 ranking in computer science at the undergraduate level. The data science major, run by the Data Science Undergraduate Studies program within the college, was established in 2018. CDSS also houses Berkeley's statistics major.
Professional Outcomes: Upon graduating, 53% of Cal’s Class of 2023 had already secured employment, and 17% were headed to graduate school. The median starting salary was $94,000 across all majors. The school is the number one all-time producer of Peace Corps volunteers.
Overview: Just minutes from San Francisco, Cal Berkeley offers a wide selection of data science paths for students of all backgrounds through their Division of Computing, Data Science and Society and their School of Information. Through the former, Berkeley emphasizes applications of data, machine learning, and artificial intelligence for a wide variety of industries as well as the social and environmental sectors.
Quote: “We're encouraged to see the continued recognition of Berkeley’s excellence in data science and computer science, two fields that are changing our society dramatically,” said Jennifer Chayes, dean of the UC Berkeley College of Computing, Data Science, and Society (CDSS).

2. Carnegie Mellon University

Academic Highlights: Impressively, particularly for a school with more graduate students than undergrads, CMU boasts a 6:1 student-to-faculty ratio and small class sizes, with roughly one-third containing single digits and 68% having an enrollment of nineteen or fewer. In a given school year, 800+ undergraduates conduct research through the University Research Office, and many others participated through various outside arrangements.
Professional Outcomes: By the end of the calendar year in which they received their diplomas, 74% of recent grads were employed, and 17% were continuing to graduate school.

3. Stanford University

Academic Highlights: A virtually unmatched 6:1 student-to-faculty ratio sets students up for a personalized classroom experience and an incredible amount of face time with some of the leaders in their respective fields. Sixty-nine percent of classes have fewer than twenty students, and 32% have a single-digit enrollment. Stanford puts immense resources behind undergraduate research; more than $6.5 million in grant funding is allocated each year to support roughly 1,100 student research projects.
Professional Outcomes: Stanford grads entering the working world flock to three major industries: business development, engineering, and education. Among the companies employing the largest number of grads are Google, Apple, Meta, Microsoft, Amazon, NVIDIA, and OpenAI. A sizable number of newly minted Cardinals dive into the world of entrepreneurship. San Francisco, New York, and Los Angeles were the top three US destinations for recent grads.

4. University of Michigan

Academic Highlights: There are 280+ undergraduate degree programs across fourteen schools and colleges. Michigan sports a 15:1 student-to-faculty ratio, and 18% of classes contain 50 or more students, but a solid 53% of classes offer a more intimate experience with fewer than 20 students. The Undergraduate Research Opportunity Program draws in 1,300 participants each year who partner with 800+ research mentors. For students in all academic programs at Michigan, study abroad opportunities are taken advantage of at high rates. The data science major available through the College of Engineering is a joint program between the CSE Division of the EECS Department in the College of Engineering and the Department of Statistics in the College of LSA. The data science program aims to train well-rounded data scientists who have the skills - such as machine learning, artificial intelligence, pattern recognition, statistical learning, probability models, and visualization - to work with a variety of problems involving large-scale data common in the modern world. The data science major is a rigorous program that will provide students with a foundation in those aspects of computer science, statistics, and mathematics that are relevant for analyzing and manipulating large complex datasets. Students will be exposed to both the practical use of data science methods as well as the theoretical properties underpinning the performance of the methods and algorithms.
Professional Outcomes: Within three months of graduating, 89% of LSA grads are employed full-time or in graduate school. The median salary across all majors is approximately 70k. Top employers include PwC, EY, JPMorgan Chase, Deloitte, Citi, Bank of America, and Capital One. Within six months, 93% of engineering grads are employed (average salary of $99k) or in grad school.

5. University of Chicago

Academic Highlights: A 5:1 student-to-faculty ratio means that classrooms remain very intimate, and face time with the renowned faculty is a reality. More than three-quarters of UChicago undergraduate sections have an enrollment of nineteen or fewer students. Undergraduate research opportunities are ubiquitous as 80% of students end up working in a research capacity alongside a faculty member.
Professional Outcomes: On commencement day, 99% of the Class of 2023 were employed or continuing their education. The most popular employers for UChicago grads include Google, Amazon, Goldman Sachs, Meta, JPMorgan Chase, Deloitte, Morgan Stanley, and Microsoft. University of Chicago grads are highly sought after by elite graduate universities.

6. University of California, San Diego

Academic Highlights: There are 140+ undergraduate majors offered at UCSD, and all students join one of eight undergraduate colleges meant to forge flourishing communities within the larger university. While 26% of course sections are held in larger lecture halls and contain 50+ students, 42% of undergraduate courses sport an enrollment under 20.
Professional Outcomes: Employers of recent graduates included Amazon, Boeing, EY, KPMG, Morgan Stanley, Oracle, Qualcomm, and Tesla. More than 1,000 current Google employees are UC San Diego alumni, and Apple, Meta, and Microsoft all employ 500+ each. The median early career salary is $70,000 across all majors, placing the university in the top 10 public universities in the country.

7. University of Illinois at Urbana-Champaign

Academic Highlights: Eight of UIUC’s fifteen schools cater to undergraduate students. Illinois’ student-to-faculty ratio of 20:1 is high even for a public institution, but the school still manages to keep 39% of sections capped at 19 students.
Professional Outcomes: 91% of recent UIUC grads landed at their next destination within six months of graduation, with 35% matriculating directly into an advanced degree program. 56% were employed full-time. Corporations landing the most recent Illinois grads were Amazon, Deloitte, Epic, KPMG, and PwC. The average salary across all majors was an extremely solid $76,000.

8. Massachusetts Institute of Technology (MIT)

Academic Highlights: Undergraduates pursue one of 58 majors and 59 minors at this world-class research institution. The student-to-faculty ratio is an astonishing 3-to-1, and even with a substantial focus on graduate programs, the class sizes are intimate. Over two-fifths of all class sections have single-digit enrollments, and 66% of courses contain fewer than twenty students. MIT is known for having one of the best formalized undergraduate research programs in the country. The Undergraduate Research Opportunities Program (UROP) operates year-round and helped connect 93%+ of students to a research experience with an MIT faculty member. Massachusetts Institute of Technology and the MIT Statistics + Data Science Center not for the traditional data science degrees they offer, but for the innovative options to study data science alongside another course of study or alongside your career.
Professional Outcomes: The Class of 2023 saw 49% of its members enter the world of employment and 43% continue on their educational paths. The top employers included Amazon, Microsoft, Goldman Sachs, Google, General Motors, the US Navy, Apple, Bain & Company, and McKinsey. The median starting salary for an MIT bachelor’s degree holder was $110,000.

9. California Institute of Technology (Caltech)

Academic Highlights: Across all six divisions at Caltech, there are 28 distinct majors. Possessing an absurdly favorable 3:1 student-to-faculty ratio, plenty of individualized attention is up for grabs. Class sizes are not quite as tiny as the student-to-faculty ratio might suggest, but 66% of courses enroll fewer than twenty students, and 28% enroll fewer than ten.
Professional Outcomes: Caltech is a rare school that sees six-figure average starting salaries for its graduates; in 2023, the median base salary range was 110k-119k. Forty-four percent of recent grads went directly into the workforce and found homes at tech giants such as Google, NVIDIA, Microsoft, Apple, and Meta. A healthy 43% of those receiving their diplomas in 2023 continued directly on the higher education path, immediately entering graduate school.

10. Northwestern University

Academic Highlights: The quarter system allows students to take four courses at a time rather than the typical five. Even so, the academic demands are intense, and Northwestern students work hard for their grades. The university has a phenomenal 6:1 student-faculty ratio, and a spectacular 39% of class sections have nine or fewer students enrolled; 76% have fewer than twenty enrollees. Faculty receive generally favorable reviews from undergraduate students and are rated as being highly accessible outside of the classroom. Nestled on the shores of Lake Michigan, Northwestern’s Department of Statistics and Data Science emphasizes the application of data science for the betterment of public policy, law, medicine and life sciences, and the social sciences.
Professional Outcomes: Six months after graduating, 70% of the Class of 2023 had found employment and 25% were in graduate school. Employers include Google, Amazon, Microsoft, Meta, Deloitte, McKinsey & Co., and Salesforce. Across all majors, the average starting salary was $77k.

Other Notable Programs:

University of Maryland, College Park: Undergraduates can select from 100+ majors across twelve colleges and schools. 47% of class sections enroll fewer than twenty students. Within six months of graduating, 94% of Class of 2023 grads had positive outcomes. 71% found employment; the companies/organizations that hired the greatest number of grads included Northrop Grumman, Deloitte, Capital One, and Montgomery County Public Schools.
Purdue University: Purdue offers over 200 majors at ten discipline-specific colleges, and 37% of course sections have an enrollment of 19 or fewer. Shortly after receiving their diplomas, 65% of 2023 grads headed to the world of employment while 25% headed to graduate/professional school. The average starting salary was $71k across all degree programs.
University of Texas at Austin: UT Austin offers over 170 majors. Sn encouraging 36% of course sections enroll nineteen or fewer students. Graduates early in their careers earn a median salary of $77,400, with median mid-career pay reaching $141,100. Roughly one-quarter of University of Texas at Austin undergraduates go on to pursue advanced degrees after completing their bachelor’s.
University of Wisconsin-Madison: There are 230+ undergraduate majors offered across eight schools and colleges, Undergrads can expect a mix of large and small classes, with 43% of sections enrolling fewer than 20 students. In 2023, 72% of job-seeking grads graduated with an offer. Top employers included UW-Madison, Epic, UW Health, the State of Wisconsin, Kohl’s, and Deloitte.
Duke University: Class sizes are on the small side-74% are nineteen or fewer, and almost one-quarter are less than ten. At graduation, approximately 76% of Duke diploma-earners enter the world of work, 17% continue into graduate schools, and 7% start their own businesses.
Washington University in St. Louis: WashU admits students into four schools, many of which offer nationally recognized programs.The university has a 7:1 student-to-faculty ratio, and 66% of classes have fewer than 20 students; over one-quarter have single-digit enrollments. The Class of 2023 sent 65% of grads into the workforce and 23% into graduate and professional schools.
University of Virginia: Undergrads can study within one of eight colleges/schools, which all offer many small classes; 14% boast single-digit enrollment and 48% contain 19 or fewer students. Upon receiving their degree, 86% of the Class of 2023 immediately joined the workforce-with an average starting salary of $82k-or headed directly to graduate school.
University of Washington: Administered by the eScience Institute in collaboration with the Center for Statistics and the Social Sciences, the University of Washington’s data science programs embrace the wide-reaching potential for data science to enhance human discovery and improve our world.

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