Computer and Mathematical Occupations·SOC 15-2051

Best degree programs for Data Scientists, ranked by enrollment

34 college programs and 1,957 schools train Data Scientists. Compare graduates per year, cost and pay, $120,230 median wage, 262,440 U.S. jobs. Federal data.

34 college programs at 1,957 schools train data scientists, graduating 287,849 people a year (IPEDS completions). The largest is Computer Science. The job pays a median of $120,230 (BLS OEWS May 2025).

Graduates / yr
287,849
from every feeder program
Median annual wage
$120,230
BLS OEWS May 2025
Projected growth
+33.5%
Much faster than average
Openings / yr
23,400
new plus replacement
Schools
1,957
with a feeder program
States with jobs
50
BLS reports wages

About data scientists

Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.

Also calledIntelligence AnalystClinical Data ManagerData Management ManagerMarket Intelligence ConsultantCompetitive Intelligence AnalystBusiness Intelligence Analyst (BI Analyst)Clinical Data Management Manager (CDM Manager)Clinical Data Management Director (CDM Director)AnalystAbstractorData AnalystData Modeler

Fields of study that lead to this job

Grouped at the 4-digit CIP level, the tier our program pages are built on. Numbers are graduates per year.

Computer And Information Sciences And Support Services
CIP 11.07
Computer Science
88,326graduates / yr
1,033 schools · 1 specialization · 30.7% of pipeline
Grad earnings $70,374
Computer And Information Sciences And Support Services
CIP 11.01
Computer and Information Sciences
51,016graduates / yr
671 schools · 2 specializations · 17.7% of pipeline
Grad earnings $57,986
Business, Management, Marketing, And Related Support Services
CIP 52.13
Management Sciences and Quantitative Methods
41,068graduates / yr
360 schools · 2 specializations · 14.3% of pipeline
Grad earnings $62,069
Mathematics And Statistics
CIP 27.01
Mathematics
23,537graduates / yr
1,300 schools · 1 specialization · 8.2% of pipeline
Grad earnings $48,772
Social Sciences
CIP 45.06
Economics
22,866graduates / yr
320 schools · 1 specialization · 7.9% of pipeline
Grad earnings $51,725
Multi/Interdisciplinary Studies
CIP 30.71
Data Analytics
16,858graduates / yr
205 schools · 5 specializations · 5.9% of pipeline
Grad earnings
Multi/Interdisciplinary Studies
CIP 30.70
Data Science
11,111graduates / yr
297 schools · 2 specializations · 3.8% of pipeline
Grad earnings
Mathematics And Statistics
CIP 27.03
Applied Mathematics
11,050graduates / yr
224 schools · 6 specializations · 3.9% of pipeline
Grad earnings $60,930
Mathematics And Statistics
CIP 27.05
Statistics
8,647graduates / yr
200 schools · 3 specializations · 3.0% of pipeline
Grad earnings $59,718
Computer And Information Sciences And Support Services
CIP 11.08
Computer Software and Media Applications
5,081graduates / yr
115 schools · 2 specializations · 1.7% of pipeline
Grad earnings $33,504
Multi/Interdisciplinary Studies
CIP 30.30
Computational Science
2,845graduates / yr
83 schools · 1 specialization · 1.0% of pipeline
Grad earnings $50,745
Biological And Biomedical Sciences
CIP 26.11
Biomathematics
2,313graduates / yr
101 schools · 3 specializations · 0.8% of pipeline
Grad earnings $72,338
Multi/Interdisciplinary Studies
CIP 30.08
Mathematics and Computer Science
1,855graduates / yr
77 schools · 1 specialization · 0.6% of pipeline
Grad earnings $89,651
Mathematics And Statistics
CIP 27.06
Applied Statistics
562graduates / yr
38 schools · 1 specialization · 0.2% of pipeline
Grad earnings
Mathematics And Statistics
CIP 27.99
Mathematics and Statistics
548graduates / yr
31 schools · 1 specialization · 0.2% of pipeline
Grad earnings $59,063
Multi/Interdisciplinary Studies
CIP 30.39
Economics and Computer Science
149graduates / yr
8 schools · 1 specialization · 0.1% of pipeline
Grad earnings
Multi/Interdisciplinary Studies
CIP 30.48
Linguistics and Computer Science
17graduates / yr
6 schools · 1 specialization · 0.0% of pipeline
Grad earnings

34 degree programs that lead to this job

Ranked by graduates per year (IPEDS completions). Graduate earnings and debt are College Scorecard figures for people who finished the program, reported at the 4-digit CIP level, so specializations within one field share a figure. That is a different measurement from the occupation-wide wages further down this page.

Degree programs that lead to this occupation, ranked by graduates per year
#ProgramGraduates / yrShare of pipelineSchoolsGrad earnings (1 yr)Median debt
1
CIP 11.0701
88,326
30.7%
1,033$70,374$23,250
2
CIP 11.0103
48,440
16.8%
671$57,986$24,286
3
CIP 52.1301
35,090
12.2%
360$62,069$23,500
4
CIP 27.0101
23,537
8.2%
1,300$48,772$21,544
5
CIP 45.0603
22,866
7.9%
320$51,725$22,907
6
CIP 30.7102
11,181
3.9%
205
7
CIP 30.7001
11,020
3.8%
297
8
CIP 27.0501
7,215
2.5%
200$59,718$20,150
9
CIP 52.1302
5,978
2.1%
107$62,069$23,500
10
CIP 27.0305
5,694
2.0%
127$60,930$21,143
11
CIP 27.0301
3,917
1.4%
224$60,930$21,143
12
CIP 11.0802
3,825
1.3%
115$33,504$27,000
13
CIP 30.3001
2,845
1.0%
83$50,745$27,000
14
CIP 30.7101
2,672
0.9%
134
15
CIP 30.7104
2,582
0.9%
50
16
CIP 11.0102
2,576
0.9%
122$57,986$24,286
17
CIP 30.0801
1,855
0.6%
77$89,651$23,175
18
CIP 26.1103
1,606
0.6%
101$72,338$18,500
19
CIP 11.0804
1,256
0.4%
48$33,504$27,000
20
CIP 27.0503
956
0.3%
38$59,718$20,150
21
CIP 27.0304
815
0.3%
45$60,930$21,143
22
CIP 27.0601
562
0.2%
38
23
CIP 27.9999
548
0.2%
31$59,063$21,500
24
CIP 27.0502
476
0.2%
15$59,718$20,150
25
CIP 26.1104
399
0.1%
29$72,338$18,500
26
CIP 27.0303
389
0.1%
22$60,930$21,143
27
CIP 26.1199
308
0.1%
21$72,338$18,500
28
CIP 30.7199
275
0.1%
21
29
CIP 27.0399
221
0.1%
18$60,930$21,143
30
CIP 30.3901
149
0.1%
8
31
CIP 30.7103
148
0.1%
4
32
CIP 30.7099
91
0.0%
13
33
CIP 30.4801
17
0.0%
6
34
CIP 27.0306
14
0.0%
4$60,930$21,143

Top 50 schools by graduates into this job

Counting every feeder program a school offers, not just its largest one.

Schools ranked by graduates per year into this occupation
#SchoolGraduates / yrTop feeder programGrad rateNet priceAcceptance
1University of Southern California
Los Angeles, CA Private not-for-profit · 17 feeder programs
4,844Management Science92%$26,87310%
2Western Governors University
Salt Lake City, UT Private not-for-profit · 5 feeder programs
4,496Information Technology46%$11,580
3DeVry University - Illinois
Lisle, IL Private for-profit · 1 feeder programs
3,921Information Technology37%$32,38198%
4Arizona State University Campus Immersion
Tempe, AZ Public · 14 feeder programs
3,804Computer Science68%90%
5New York University
New York, NY Private not-for-profit · 14 feeder programs
3,468Management Science88%$29,0239%
6University of Chicago
Chicago, IL Private not-for-profit · 10 feeder programs
3,301Management Science96%$13,3334%
7University of Illinois Urbana - Champaign
Champaign, IL Public · 13 feeder programs
2,990Computer Science85%42%
8University of California - Los Angeles
Los Angeles, CA Public · 11 feeder programs
2,989Econometrics and Quantitative Economics93%9%
9University of Maryland - College Park
College Park, MD Public · 14 feeder programs
2,977Computer Science89%45%
10University of California - Berkeley
Berkeley, CA Public · 8 feeder programs
2,921Computer Science93%11%
11Northwestern University
Evanston, IL Private not-for-profit · 9 feeder programs
2,628Management Science95%$14,7998%
12Columbia University in the City of New York
New York, NY Private not-for-profit · 14 feeder programs
2,544Computer Science96%$15,3154%
13University of California - San Diego
La Jolla, CA Public · 13 feeder programs
2,543Computer Science86%27%
14The University of Texas at Dallas
Richardson, TX Public · 11 feeder programs
2,385Business Analytics76%65%
15Carnegie Mellon University
Pittsburgh, PA Private not-for-profit · 18 feeder programs
2,334Information Technology94%$23,80312%
16Southern New Hampshire University
Manchester, NH Private not-for-profit · 3 feeder programs
2,298Computer Science43%$34,565100%
17Cornell University
Ithaca, NY Private not-for-profit · 9 feeder programs
2,277Computer Science95%$17,6139%
18Purdue University - Main Campus
West Lafayette, IN Public · 13 feeder programs
2,185Computer Science83%50%
19Johns Hopkins University
Baltimore, MD Private not-for-profit · 11 feeder programs
2,058Business Statistics94%$11,8886%
20University of North Texas
Denton, TX Public · 10 feeder programs
2,022Mathematics and Statistics61%72%
21Boston University
Boston, MA Private not-for-profit · 15 feeder programs
2,013Computer Science89%$21,95611%
22University of Massachusetts - Amherst
Amherst, MA Public · 10 feeder programs
1,976Computer Science83%60%
23Stanford University
Stanford, CA Private not-for-profit · 8 feeder programs
1,963Computer Science92%$12,0324%
24Massachusetts Institute of Technology
Cambridge, MA Private not-for-profit · 9 feeder programs
1,900Computer Science96%$11,6665%
25The University of Texas at Austin
Austin, TX Public · 10 feeder programs
1,851Mathematics, General89%27%
26University of California - Santa Barbara
Santa Barbara, CA Public · 8 feeder programs
1,810Econometrics and Quantitative Economics83%33%
27University of Pennsylvania
Philadelphia, PA Private not-for-profit · 18 feeder programs
1,801Financial Analytics97%$22,0555%
28University of Phoenix - Arizona
Phoenix, AZ Private for-profit · 4 feeder programs
1,795Information Technology21%$15,478
29University of North Carolina at Charlotte
Charlotte, NC Public · 10 feeder programs
1,771Computer Science69%80%
30University of Central Missouri
Warrensburg, MO Public · 4 feeder programs
1,770Computer Science54%64%
31University of North Carolina at Chapel Hill
Chapel Hill, NC Public · 8 feeder programs
1,767Management Science91%15%
32University of Washington - Seattle Campus
Seattle, WA Public · 11 feeder programs
1,712Computer Science85%39%
33North Carolina State University at Raleigh
Raleigh, NC Public · 12 feeder programs
1,670Computer Science85%42%
34University of California - Davis
Davis, CA Public · 8 feeder programs
1,663Econometrics and Quantitative Economics86%42%
35Northeastern University Professional Programs
Boston, MA Private not-for-profit · 5 feeder programs
1,604Management Science
36University of California - Irvine
Irvine, CA Public · 11 feeder programs
1,573Computer Science87%29%
37Wake Technical Community College
Raleigh, NC Public · 2 feeder programs
1,572Information Technology33%
38Oregon State University
Corvallis, OR Public · 7 feeder programs
1,469Computer Science70%77%
39George Mason University
Fairfax, VA Public · 13 feeder programs
1,459Information Technology68%87%
40Illinois Institute of Technology
Chicago, IL Private not-for-profit · 8 feeder programs
1,445Computer Science75%$19,89955%
41University of Minnesota - Twin Cities
Minneapolis, MN Public · 11 feeder programs
1,420Computer Science85%80%
42University of Colorado Boulder
Boulder, CO Public · 9 feeder programs
1,386Computer Science74%78%
43University of Wisconsin - Madison
Madison, WI Public · 9 feeder programs
1,378Data Science, General90%45%
44Northeastern University
Boston, MA Private not-for-profit · 8 feeder programs
1,330Data Modeling/Warehousing and Database Administration91%$18,9255%
45Emory University
Atlanta, GA Private not-for-profit · 10 feeder programs
1,326Management Science91%$20,58611%
46Washington University in St Louis
St. Louis, MO Private not-for-profit · 14 feeder programs
1,313Business Statistics94%$14,12612%
47Stevens Institute of Technology
Hoboken, NJ Private not-for-profit · 11 feeder programs
1,290Computer Science87%$34,82748%
48University of Utah
Salt Lake City, UT Public · 12 feeder programs
1,271Computer Science65%86%
49Harvard University
Cambridge, MA Private not-for-profit · 12 feeder programs
1,217Econometrics and Quantitative Economics98%$15,0134%
50Stony Brook University
Stony Brook, NY Public · 10 feeder programs
1,209Computer Science76%49%

What data scientists earn

What people already working in this job earn (BLS OEWS May 2025). Not graduate earnings.

Median annual wage
$120,230
Mean annual
$126,800
Median hourly
$57.80/hr
People employed
262,440
What the range looks like
10th pct$67,240Median$120,23090th pct$199,130

Top-paying metro areas

San Jose-Sunnyvale-Santa Clara, CA
$185,080median
6,060 jobs
San Francisco-Oakland-Fremont, CA
$170,110median
10,460 jobs
Seattle-Tacoma-Bellevue, WA
$164,740median
8,370 jobs
Idaho Falls, ID
$167,840median
230 jobs
Kennewick-Richland, WA
$156,830median
150 jobs
Baltimore-Columbia-Towson, MD
$134,320median
1,090 jobs
Bridgeport-Stamford-Danbury, CT
$141,760median
570 jobs
Boulder, CO
$134,040median
540 jobs

Job outlook

Bureau of Labor Statistics Employment Projections, 2024 to 2034.

Projected growth 2024–34
+33.5%
Much faster than average
Openings per year
23,400
new jobs plus replacements
Employment change
82,500
245,900 → 328,300
Typical entry education
Bachelor's degree

Where the jobs are, state by state

Pick a state for in-state pay, the schools there, and the programs they run.

This occupation state by state: pay, jobs, and schools
StateMedian payJobsConcentrationSchoolsGraduates / yr
California$141,59039,3101.28×21344,727
New York$130,46023,9701.47×13522,316
Illinois$106,56010,5201.02×7020,163
Massachusetts$131,7509,4201.53×6316,856
Texas$122,09025,8601.09×10015,572
North Carolina$119,09011,4301.37×10214,341
Pennsylvania$106,85013,8101.35×10612,858
Arizona$107,2404,5600.83×2810,304
Florida$115,82010,2400.61×719,225
Utah$108,0904,3601.49×148,901
Maryland$136,3703,3400.72×367,973
Indiana$91,4703,5800.66×447,484
Virginia$126,4308,9201.29×566,962
Missouri$97,0904,7300.95×386,899
Georgia$104,3409,2601.12×436,542
Ohio$102,6306,1000.65×636,289
Colorado$117,4006,2801.29×275,691
New Jersey$135,2806,4300.89×415,666
Michigan$100,5907,3600.99×534,617
Washington$163,3509,6001.60×424,530
Connecticut$126,3401,7600.61×194,313
Tennessee$100,3302,7900.50×513,943
Minnesota$128,8004,0200.81×423,832
New Hampshire$100,6201,1000.95×133,614
Kentucky$91,7601,5400.46×253,199
Wisconsin$106,6804,3700.88×343,190
District of Columbia$126,4902,6802.27×102,622
Oregon$125,9902,1400.65×222,506
Alabama$103,1201,7400.49×262,148
Louisiana$78,7601,3000.40×262,106
Oklahoma$86,3101,9000.66×321,779
Idaho$89,3801,3500.94×91,705
Iowa$95,8302,3000.87×321,676
Arkansas$109,3905300.24×281,608
Rhode Island$102,4401,1601.37×101,485
South Carolina$91,9903,7500.96×271,386
Nebraska$98,2301,9801.15×161,105
Kansas$98,1304900.20×27961
Maine$90,8801,2101.12×13828
West Virginia$85,0903900.33×21806
Nevada$98,5401,6800.64×5738
Delaware7700.94×6711
Mississippi$69,4904400.23×23701
Vermont$127,0702000.38×9553
New Mexico$95,8505600.38×14436
Hawaii$102,1303000.29×7390
Montana$100,4902200.25×9308
South Dakota$96,1502200.29×12276
North Dakota$81,9002100.29×9273
Alaskamoderate$84,1102300.43×370

Skills and tools

From O*NET, the U.S. Department of Labor's occupational database. Importance is a 1 to 5 scale.

What they do day to day

  • Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.
  • Maintain or update business intelligence tools, databases, dashboards, systems, or methods.
  • Manage timely flow of business intelligence information to users.
  • Provide technical support for existing reports, dashboards, or other tools.
  • Identify and analyze industry or geographic trends with business strategy implications.
  • Document specifications for business intelligence or information technology reports, dashboards, or other outputs.
  • Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.
  • Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.

Skills

  • Reading Comprehension3.9
  • Critical Thinking3.9
  • Active Listening3.9
  • Speaking3.9
  • Active Learning3.8
  • Writing3.8
  • Mathematics3.5
  • Monitoring3.4

Knowledge areas

  • Computers and Electronics4.1
  • English Language3.9
  • Mathematics3.5
  • Customer and Personal Service3.4
  • Administration and Management3.0
  • Education and Training2.6

Abilities

  • Oral Comprehension4.0
  • Written Comprehension4.0
  • Oral Expression4.0
  • Inductive Reasoning3.9
  • Written Expression3.9
  • Deductive Reasoning3.9

Core activities

  • Working with Computers4.7
  • Processing Information4.6
  • Getting Information4.5
  • Analyzing Data or Information4.4
  • Communicating with Supervisors, Peers, or Subordinates4.2
  • Organizing, Planning, and Prioritizing Work4.0

Tools and technology

hotmarks an O*NET hot technology
C#hotC++hotGohotIBM SPSS StatisticshotMicrosoft AccesshotMicrosoft ExcelhotMicrosoft Office softwarehotMicrosoft PowerPointhotMicrosoft SQL ServerhotOracle Javahot

How to get in

How to become a Data Scientist

Job zone 4 of 5 · SVP 7.0 to < 8.0
Typical entry education
Bachelor's degree

Most of these occupations require a four-year bachelor's degree, but some do not.

A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified.

Employees in these occupations usually need several years of work-related experience, on-the-job training, and/or vocational training.

Every major mapped to this job

The official federal mapping behind the rankings above.

All 25 majors mapped to Data Scientists25 of them graduated someone in the latest IPEDS year. NCES CIP 2020 → SOC 2018 crosswalk.+
  • 11.0102Artificial Intelligence
  • 11.0103Information Technology
  • 11.0701Computer Science
  • 11.0802Data Modeling/Warehousing and Database Administration
  • 11.0804Modeling, Virtual Environments and Simulation
  • 26.1103Bioinformatics
  • 26.1104Computational Biology
  • 26.1199Biomathematics, Bioinformatics, and Computational Biology, Other
  • 27.0101Mathematics, General
  • 27.0301Applied Mathematics, General
  • 27.0303Computational Mathematics
  • 27.0304Computational and Applied Mathematics
  • 27.0305Financial Mathematics
  • 27.0306Mathematical Biology
  • 27.0399Applied Mathematics, Other
  • 27.0501Statistics, General
  • 27.0502Mathematical Statistics and Probability
  • 27.0503Mathematics and Statistics
  • 27.0601Applied Statistics, General
  • 27.9999Mathematics and Statistics, Other
  • 30.0801Mathematics and Computer Science
  • 30.3001Computational Science
  • 30.3901Economics and Computer Science
  • 30.4801Linguistics and Computer Science
  • 30.7001Data Science, General

Related careers

Jobs O*NET identifies as close to this one, with their own pay and outlook.

Common questions

What degree do you need to become a Data Scientist?+

Bachelor's degree is the typical entry-level education BLS reports for this occupation. The most common program people actually graduate from is Computer Science, which awarded 88,326 degrees in 2024-25, 30.7% of everyone graduating from a program that feeds this career.

Which college majors lead to becoming a Data Scientist?+

The NCES CIP-to-SOC crosswalk maps 34 programs to this occupation. The largest are Computer Science, Computer and Information Sciences, Management Sciences and Quantitative Methods, Mathematics, plus 13 more. Together they graduate about 287,849 people a year.

How much do data scientists earn?+

The median is $120,230 a year (BLS OEWS May 2025). The middle range runs from $67,240 at the 10th percentile to $199,130 at the 90th. This is pay for people already working in the occupation, not the same thing as graduate earnings one year after finishing a degree.

Is demand for data scientists growing?+

BLS projects a +33.5% change in employment between 2024 and 2034, much faster than average, with roughly 23,400 openings a year nationally once retirements and job changes are counted.

How many schools offer programs for this career?+

1,957 institutions reported graduates from at least one of the 34 programs that feed this occupation in IPEDS 2024-25. Rankings on this page use graduates per year, because the federal data publishes no enrollment count by program.

What other job titles do data scientists work under?+

Employers advertise this work under many names. O*NET records Intelligence Analyst, Clinical Data Manager, Data Management Manager, Market Intelligence Consultant, Competitive Intelligence Analyst, Business Intelligence Analyst (BI Analyst) among the most commonly reported, all mapping to SOC 15-2051.

About the data on this page

Rankings use IPEDS completions 2024-25, degrees awarded per year. That is the closest federal measure of how many people a program puts into a career, because no federal dataset publishes enrollment by program. Wages and employment come from BLS OEWS May 2025, growth and openings from BLS Employment Projections 2024-34, and which majors lead to which jobs from the NCES CIP 2020 to SOC 2018 crosswalk. Occupation descriptions, tasks, skills and tools are O*NET 30.3 (CC BY 4.0, U.S. Department of Labor/ETA).

  • BLS Occupational Employment & Wage Statistics

    May 2025

    Wages, employment counts, location quotients and metro breakdowns.

  • BLS Employment Projections

    2024–34

    Projected growth, annual openings and typical entry-level education.

  • IPEDS Completions

    2024-25 (provisional)

    Graduates per year by program and institution — the ranking metric.

  • College Scorecard, Field of Study

    2020-21 cohorts

    Median graduate earnings one year after completion, and median debt.

  • Census Post-Secondary Employment Outcomes

    latest available

    Graduate earnings 1/5/10 years out, where the state participates.

  • NCES CIP 2020 and the CIP-to-SOC 2018 crosswalk

    CIP 2020 / SOC 2018

    Which college programs officially lead to this occupation.

  • O*NET Database 30.3

    30.3

    Tasks, skills, knowledge, tools, job zone and alternate job titles.

    Official source →CC BY 4.0, U.S. Department of Labor / ETA

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