Business Analytics major

Business Analytics: courses, careers, and where to study

Business analytics teaches you to turn raw business data into decisions, blending statistics, programming, and management judgment to answer real organizational questions.

Business analytics applies data science directly to business problems, so students learn to gather messy organizational data, model it, and translate the results into recommendations a manager can act on. Coursework runs across two worlds at once: the quantitative side covers probability, statistical inference, machine learning, optimization, and the algorithms behind predictive and prescriptive models, while the business side covers consumer behavior, marketing, logistics, strategy, and the economics of information. Students spend a lot of time writing queries against databases, cleaning and joining datasets, building forecasting and segmentation models, and producing dashboards and visual analytics that make a pattern legible to people who are not statisticians. The emphasis on framing a business question, then choosing methods to answer it, is what separates business analytics from data science, which leans more toward open-ended modeling and engineering, and from a pure statistics or applied-math degree, which centers theory over commercial decision-making.

The usual credential is a bachelor's degree, and it is typically the entry point for analyst roles, though many practitioners later add a master's degree to move into specialized or leadership work. Programs usually require a capstone or applied project in which student teams take a real or realistic dataset from a question through to a presented recommendation, and many include internships, practicums, or case competitions that mirror on-the-job work; because no occupational license is required to practice, graduates are judged on portfolios and demonstrated skill, so prospective students should still verify a program's accreditation and the data tools it teaches. Coursework is hands-on rather than clinical, built around computer labs, statistical software, and team projects. Graduates work across nearly every sector that collects data, including retail and consumer goods, banking and insurance, healthcare systems, logistics and operations, technology firms, consulting practices, and government and nonprofit organizations, often sitting between a technical data team and the business units that rely on its output.

In federal data for the closely related occupation of management analysts, the U.S. Bureau of Labor Statistics reports a 2024 median wage of $101,190 and projects employment to grow about 8.8% 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, Business Analytics maps to CIP 30.7102, Business Analytics, within the MULTI/INTERDISCIPLINARY STUDIES family. The official definition:

A program that prepares individuals to apply data science to solve business challenges. Includes instruction in machine learning, optimization methods, computer algorithms, probability and stochastic models, information economics, logistics, strategy, consumer behavior, marketing, and visual analytics.

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

What credential Business Analytics is awarded as

Of the 9,270 Business Analytics credentials U.S. colleges reported conferring in 2023-24:

  • Certificate7%695
  • Associate<1%20
  • Bachelor's15%1,366
  • Graduate78%7,189

This is one of the fields where the answer genuinely depends on where you study: across the 22 states reporting it, certificates run from 0% of credentials in the 10th-percentile state to 60% in the 90th. Check the mix in your state before assuming which credential a program leads to. See the full study.

Credentials conferred in 2023-24, U.S. Department of Education IPEDS completions. A certificate is a different credential from a degree, not a lesser one, and this counts what was awarded rather than what a college currently offers.

What you'll study

  • Probability, statistical inference, and regression modeling
  • SQL and relational database querying
  • Data cleaning, wrangling, and joining across sources
  • Machine learning for prediction and classification
  • Optimization and prescriptive decision modeling
  • Data visualization and dashboard design
  • Programming in a language such as Python or R
  • Marketing, consumer-behavior, and operations analytics
  • A team capstone carrying a business question through to a recommendation

Typical careers

Typical salary range: Early-career wages vary by employer, region, and experience (BLS, 2024 management analysts median $101,190).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 Business Analytics, with what each one pays and how many openings it is projected to average each year. Ordered by projected annual openings, largest first. Linked titles open the full CampusPin career page.

Occupations associated with Business Analyticsby the federal CIP–SOC crosswalk, with median annual wage, projected annual openings, projected employment change, and the education most entrants typically hold.
OccupationMedian payOpenings / yrProjected changeMost entrants hold
Management Analysts$101,19098,100+8.8%Bachelor's degree
Market Research Analysts and Marketing Specialists$76,95087,200+6.7%Bachelor's degree
Data Scientists$112,59023,400+33.5%Bachelor's degree
Statisticians$103,3002,000+8.5%Master's degree

Crosswalk: U.S. Department of Education (NCES), CIP 2020 to SOC 2018. Pay, openings and projections: U.S. Bureau of Labor Statistics (2024 wages, Employment Projections). 4 of these 4 occupations report a median wage.

“Most entrants hold” is what BLS observes about people already working in the occupation. It is not a legal requirement, not an admission rule, and not a guarantee of entry. Studying Business Analytics does not guarantee any specific occupation, and many of these roles are entered from several different fields. Projected openings are a projection, not jobs promised.

Before you commit to a Business Analytics major

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

Ask the Business 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: Business programs may hold AACSB, ACBSP, or IACBE accreditation (AACSB is the most selective). Accreditation can affect graduate-school admission and some employers, so confirm it for any Business Analytics program you shortlist.
Degree level & graduate study: Many Business 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 Business Analytics program

CampusPin lists U.S. universities and community colleges by state, tuition, school size, acceptance rate, and campus setting, no account required.

Colleges that awarded the most Business Analytics credentials

Largest by credentials conferred in 2023-24. This measures the size of the graduating class, not quality, and it is not a ranking.

Based on credentials this institution reported conferring in the federal IPEDS completions collection for 2023-24. It confirms the field was awarded that year, not that the program currently accepts students, and it covers only the fields CampusPin tracks. Confirm current offerings with the institution.

Where Business Analytics credentials were awarded

6 states have a distinct enough set of Business Analytics colleges to be worth its own page.

Related majors

Put this major in context

The salary above is an occupation-wide median from federal data, not a starting wage or a guarantee. These CampusPin guides and reports help you read it well, see where a Business Analytics degree can lead, and weigh it against cost and program quality.

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.