SOC 15-2051.00Bright outlook

    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.

    Median pay
    $120,230
    Growth
    +34.6%
    Much faster than average
    Openings a year
    24,800
    Typical education
    Bachelor's degree

    Data verified Nov 2026 · CollegesRef 2026–27 edition

    Source: BLS 2025 wages · 2025–35 projections

    See the pathway

    Annual pay range

    Lowest 10% earn less than
    $67,240
    Median
    $120,230
    Highest 10% earn more than
    $199,130
    National wages for all workers in this occupation. BLS Occupational Employment and Wage Statistics, May 2025.

    262,440 people work in this occupation.

    In short

    Data scientists transform raw data into actionable insights using programming and visualization tools. The career offers strong financial rewards, with a median annual pay of $120,230.

    Written with AI from the BLS, O*NET and CareerOneStop data on this page. Every figure is checked against that data before it is published.

    What data scientists do

    Job Zone 4: Considerable preparation

    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.

    Most need a bachelor's degree and several years of related experience.

    What the work is like

    Data scientists spend their days working with computers to gather, process, and analyze large volumes of structured and unstructured information. They apply mathematics, programming, and advanced modeling techniques to extract meaningful patterns from data. A major part of the job involves interpreting these findings for others and creating dynamic reports or visualizations to explain their meaning.

    This role requires strong critical thinking, complex problem solving, and active learning. Data scientists must be highly analytical, showing a strong investigative interest. Key work styles include intellectual curiosity, attention to detail, innovation, and a tolerance for ambiguity. They must communicate findings clearly to supervisors and peers, making knowledge of the English language, communications, and computers essential.

    How to get there

    To enter this field, individuals typically need a bachelor's degree. Because this career requires considerable preparation, most professionals also need several years of related work experience before securing a position.

    Students preparing for this career often major in computer science, computer and information sciences, mathematics, applied mathematics, economics, chemistry, computer software and media applications, or management sciences and quantitative methods. Professionals can also pursue certifications to demonstrate specialized skills. Examples of these credentials include the Certified Financial Data Scientist, Data Services Specialization, GIAC Machine Learning Engineer, Information Security - Lead Auditor, Information Security - Practitioner, and Information Technology Specialist - Computational Thinking.

    Pay and outlook explained

    The median annual pay for data scientists is $120,230. Earnings vary based on experience and location, with the lowest 10% earning less than $67,240 and the highest 10% earning more than $199,130.

    This field is experiencing rapid growth. Employment is projected to increase by 34.6% from 2025 to 2035, which is much faster than the average for all occupations. This expansion, along with normal turnover among the 262,440 people employed in the field, is expected to result in 24,800 job openings each year.

    Interest profile

    Realistic (R)
    19 / 100
    Investigative (I) · strongest
    100 / 100
    Artistic (A)
    27 / 100
    Social (S)
    11 / 100
    Enterprising (E)
    12 / 100
    Conventional (C)
    73 / 100
    How strongly each interest area describes the work, from O*NET (scores rescaled to 0–100). The interest code lists the strongest areas in order.

    Interest code ICA. Compare it with yours

    What you'd do

    Analyzing Data or Information
    96
    Working with Computers
    94
    Processing Information
    93
    Interpreting the Meaning of Information for Others
    87
    Getting Information
    83
    Making Decisions and Solving Problems
    83
    Updating and Using Relevant Knowledge
    83
    Communicating with Supervisors, Peers, or Subordinates
    75
    Documenting/Recording Information
    72
    Thinking Creatively
    71
    Work activities rated by importance for this occupation, O*NET (0–100).

    Skills and strengths

    Skills

    • Mathematics
    • Critical Thinking
    • Reading Comprehension
    • Complex Problem Solving
    • Programming
    • Active Learning
    • Speaking
    • Active Listening
    • Writing
    • Judgment and Decision Making

    Knowledge

    • Mathematics
    • Computers and Electronics
    • English Language
    • Engineering and Technology
    • Education and Training
    • Communications and Media
    • Administration and Management
    • Design
    • Administrative
    • Customer and Personal Service

    Abilities

    • Deductive Reasoning
    • Inductive Reasoning
    • Information Ordering
    • Mathematical Reasoning
    • Written Comprehension
    • Near Vision
    • Problem Sensitivity
    • Written Expression
    • Category Flexibility
    • Oral Comprehension

    Work styles

    • Intellectual Curiosity
    • Attention to Detail
    • Innovation
    • Dependability
    • Achievement Orientation
    • Integrity
    • Tolerance for Ambiguity
    • Adaptability
    • Perseverance
    • Initiative

    Also called

    Analytics Consultant · Applied Scientist · Data Analyst · Data Analytic Scientist · Data Analytics Scientist · Data Analytics Specialist · Data Architect · Data Consultant · Data Economist · Data Engineer

    Career pathway

    From your interests to data scientists

    Interests that fit the work, the career, majors that lead there and colleges whose graduates in those majors earn the most. Hover or focus a step to follow one path.

    1. Interests

    2. This career

      • Data Scientists$120,230 median pay
    3. Majors

    4. Colleges

    College Scorecard program outcomes

    Colleges with strong outcomes

    Programs that lead to this career, ranked by what their graduates earn four years after finishing. Earnings are for graduates who received federal aid.

    1. 1Duke University logo
      Duke University

      Durham, NC · Mathematics · Bachelor's

      1 yr after
      $130,467
      4 yrs after
      $297,029
      Median debt
      $13,875
    2. 2Carnegie Mellon University logo
      Carnegie Mellon University

      Pittsburgh, PA · Computer Science · Bachelor's

      1 yr after
      $173,492
      4 yrs after
      $268,121
      Median debt
      $19,000
    3. 3University of Pennsylvania UPENN logo
      University of Pennsylvania UPENN

      Philadelphia, PA · Computer and Information Sciences, General · Bachelor's

      1 yr after
      $143,850
      4 yrs after
      $241,380
      Median debt
      $11,000
    4. 4Harvard University logo
      Harvard University

      Cambridge, MA · Statistics · Bachelor's

      1 yr after
      Not reported
      4 yrs after
      $230,876
      Median debt
      Not reported
    5. 5Massachusetts Institute of Technology MIT logo
      Massachusetts Institute of Technology MIT

      Cambridge, MA · Computer Science · Bachelor's

      1 yr after
      $171,815
      4 yrs after
      $225,141
      Median debt
      $10,000
    6. 6Cornell University-New York logo
      Cornell University-New York

      Ithaca, NY · Computer Science · Bachelor's

      1 yr after
      $151,551
      4 yrs after
      $223,309
      Median debt
      $12,500
    7. 7Princeton University logo
      Princeton University

      Princeton, NJ · Computer Science · Bachelor's

      1 yr after
      $155,162
      4 yrs after
      $217,973
      Median debt
      Not reported
    8. 8Pomona College logo
      Pomona College

      Claremont, CA · Computer Science · Bachelor's

      1 yr after
      $100,072
      4 yrs after
      $217,051
      Median debt
      Not reported

    Source: U.S. Department of Education College Scorecard field-of-study data, 2025. Programs with few graduates are not listed.

    NCES CIP–SOC crosswalk

    Majors that lead here

    Related programs by four-digit CIP code. They are common routes in, not the only ones.

    CareerOneStop

    Certifications, licenses and pay by state

    What data scientists may need beyond a degree, where a license is required, and what the work pays in each state.

    Certifications

    Core certifications employers recognise for this work.

    Search all certifications on CareerOneStop

    Training

    Programs of study that prepare people for this work. Showing 12 of 35.

    • Applied Mathematics, General
    • Applied Mathematics, Other
    • Applied Statistics, General
    • Artificial Intelligence
    • Bioinformatics
    • Biomathematics, Bioinformatics, and Computational Biology, Other
    • Business Analytics
    • Business Statistics
    • Cheminformatics/Chemistry Informatics
    • Computational and Applied Mathematics
    • Computational Biology
    • Computational Mathematics

    Find training near you on CareerOneStop

    Data from CareerOneStop, sponsored by the U.S. Department of Labor (Employment and Training Administration, with the Minnesota Department of Employment and Economic Development). Retrieved November 9, 2026.

    Your plan

    Build my pathway plan

    Courses, majors, colleges, scholarships and a timeline for this career, built from your profile.

    Questions about data scientists

    Written with AI from the BLS, O*NET and CareerOneStop data on this page. Every figure is checked against that data before it is published.

    What are some alternative job titles for data scientists?

    People in this career are also known as analytics consultants, applied scientists, data analysts, data analytics specialists, data architects, data consultants, data economists, and data engineers.

    What college majors are most relevant to this career?

    Common majors include computer science, general computer and information sciences, mathematics, applied mathematics, economics, chemistry, computer software and media applications, and management sciences and quantitative methods.

    What is the job outlook for data scientists?

    The career is growing much faster than average, with a projected employment increase of 34.6% between 2025 and 2035. This growth is expected to generate 24,800 job openings annually.

    Sources and attribution

    Every figure on this page comes from these public datasets. Missing values are shown as not reported, never estimated.

    O*NET 31.0 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. CollegesRef has modified all or some of this information.

    Data from CareerOneStop, sponsored by the U.S. Department of Labor (Employment and Training Administration, with the Minnesota Department of Employment and Economic Development). Retrieved November 9, 2026.

    Page data updated November 5, 2026.