Data Analytics major

Data Analytics: courses, careers, and where to study

Data analytics is the applied craft of querying, cleaning, and interpreting data so organizations can answer concrete questions and act on what the numbers actually show.

Data analytics is the applied, decision-support side of working with data, and a major in it teaches you to take a vague request from a colleague and turn it into a measurable question you can answer with evidence. Following the official program definition, students learn to pull information out of computer databases, clean and reshape it, and run descriptive and diagnostic analysis that explains what happened and why. The coursework covers probability, inference, statistics, optimization, and an introduction to machine learning, but it keeps the spotlight on reading patterns and predicting trends rather than inventing new algorithms. Programming and database querying are core skills, used here to retrieve and prepare data quickly. This applied focus is what sets the field apart from data science, which centers on building novel models and research, and from a business analytics degree, which frames every question through commercial strategy and management.

Most roles begin with a bachelor's degree, which is the common entry point into analyst work and into the closely related data scientist track that federal labor data groups nearby. Programs lean heavily on hands-on practice, so students spend their time in computer labs writing queries, building visual analytics, and assembling dashboards and reports that make a finding legible to people who do not work with data all day. Much of the training centers on communicating insight clearly, since translating a chart into a recommendation a stakeholder can use is treated as part of the job, not an afterthought. Many programs add a capstone or applied project that carries a single question from raw data through to a presented answer. Graduates work across sectors that collect and depend on data, including healthcare, finance, retail, technology, logistics, education, and government, often sitting between technical teams and the decision-makers they support.

In federal data for the closely related occupation of data scientists, the U.S. Bureau of Labor Statistics reports a 2024 median wage of $112,590 and projects employment to grow about 33.5% from 2024 to 2034; a bachelor's degree is the typical entry-level education for that occupation. National figures are occupation-wide medians across all experience levels, not starting wages or graduate outcomes.

Academic classification (CIP)

In the federal Classification of Instructional Programs, Data Analytics maps to CIP 30.7101, Data Analytics, General, within the MULTI/INTERDISCIPLINARY STUDIES family. The official definition:

A program that prepares individuals to apply data science to generate insights from data and identify and predict trends. Includes instruction in computer databases, computer programming, inference, machine learning, optimization, probability and stochastic models, statistics, strategy, uncertainty quantification, and visual analytics.

Source: U.S. Department of Education (NCES), Classification of Instructional Programs (CIP) 2020. View on nces.ed.gov

What you'll study

  • Querying computer databases with SQL to retrieve and join data
  • Cleaning, reshaping, and validating messy datasets
  • Descriptive and diagnostic analysis to explain what happened and why
  • Probability, statistical inference, and stochastic models
  • Visual analytics, dashboard design, and reporting
  • Programming for data work in a language such as Python or R
  • Optimization and uncertainty quantification for decision support
  • An introduction to machine learning for spotting patterns and predicting trends
  • Communicating findings and turning analysis into stakeholder recommendations

Typical careers

Typical salary range: Early-career wages vary by employer, region, and experience (BLS, 2024 data scientists median $112,590).Ranges are early-career estimates. Any BLS figure shown is the occupation-wide median across all experience levels, not a starting wage, and is informational only.

Related occupations

Occupations the federal CIP–SOC crosswalk associates with Data Analytics. Linked titles open a CampusPin career page with BLS pay and outlook data; others are listed for reference.

Source: U.S. Department of Education (NCES), Crosswalk: CIP 2020 to SOC 2018. A program of study does not guarantee any specific occupation.

Before you commit to a Data Analytics major

CampusPin does not rank programs. Use these prompts to pressure-test whether a specific Data Analytics program fits your goals, they are decision questions, not claims about any school.

Ask the Data Analytics department

  • Which concentrations or specializations are offered, and which faculty lead them?
  • What does the typical course sequence look like, and how much is required vs. elective?
  • What labs, studios, clinical placements, or research opportunities are available to undergraduates?
  • Is there a capstone, thesis, internship, or co-op requirement?

Ask current students & check the curriculum

  • How heavy is the workload, and how accessible is the faculty?
  • What internships or co-ops did you do, and where do recent graduates end up?
  • Does the required curriculum actually match the careers listed above?
  • How easy is it to add a minor, double major, or switch tracks later?
Accreditation & licensure: Engineering and some computing programs may hold ABET accreditation, which can matter for professional licensure (the PE path) and for some employers and graduate schools. Check whether the Data Analytics programs you are considering are accredited for your goals.
Degree level & graduate study: Many Data Analyticscareers are open with a bachelor's degree, but some, such as research, advanced-practice, or licensure-track roles, require a master's or doctorate. Check the typical entry-level education on each linked career page above before assuming a bachelor's is enough.

Find a Data Analytics program

CampusPin lists U.S. universities and community colleges that offer Data Analytics programs. Filter by state, tuition, school size, acceptance rate, and campus setting, no account required.

Related majors

How this guide is sourced

This is an editorial guide from the CampusPin Editorial Team. Career and wage figures are from the U.S. Bureau of Labor Statistics, occupation-wide medians across all experience levels, not starting wages, and link to each career page. Program availability comes from CampusPin's free institution search; CampusPin does not assert that any specific school offers this exact major until that program data is verified. Last reviewed 2026-06-15. How CampusPin sources data · Report a correction.