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 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. 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 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 that offer Business 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.