College Outcomes by Major (Labor Market Data)
To compare college majors fairly, pair earnings by field and degree level with occupation-specific wages, job outlook, net price, borrowing, and completion rates. College Scorecard shows outcomes for reported cohorts; BLS describes occupations, not majors. Check local demand, accreditation, prerequisites, and program costs before treating any median as a likely personal result.
A major can lead to several kinds of work, and one occupation can accept graduates from different majors. That makes a single salary figure a poor guide on its own. I use a set of questions instead: What jobs could this degree support? What training do those jobs require? What will the program cost, and how likely is a student to complete it?
This approach helps when sources seem to disagree. They may measure different degrees, people, time periods, or places. The goal is not to find one “best” major, but to compare options using evidence that fits your plans.
How to compare outcomes by major
Major-level outcomes describe patterns among people who studied a field; they do not predict one graduate’s result. Start by matching each figure to the degree level, reporting group, and time since completion shown by the source. Then compare that figure with job data and program costs, rather than ranking majors by one number.
The U.S. Department of Education’s College Scorecard offers earnings and debt data by field of study and credential level. Read the details beside each result. Note the cohort and the time since completion, because figures from different groups or follow-up periods are not direct comparisons.
A median is the middle value in a group: half of the reported earnings are above it and half below. It is not a starting salary, a promise, or a measure of every job graduates hold. Broad fields can also hide differences between specializations, regions, and work settings.
Use this comparison checklist:
- Compare the same credential level, such as bachelor’s with bachelor’s.
- Record the cohort and the time since completion shown in Scorecard.
- Check whether the figures refer to a broad field or a specific program.
- Treat reported debt as a group measure, not a personal loan estimate.
- Compare outcomes with net price, completion data, and likely career paths.
I often see readers place two salary estimates side by side without checking what each one measures. One may reflect people with a particular degree field; another may cover workers in an occupation, including people with different education histories. They can both be accurate while answering different questions.
Key takeaway: Use Scorecard to understand reported outcomes for a field and credential, not to forecast an individual salary.
Connect a major to occupations and local job markets
A major is a field of study; an occupation is a type of work. The link between them is not one-to-one. The Bureau of Labor Statistics (BLS) provides occupation-level wage and job outlook information, so use it to test whether the careers you are considering match the degree and location you have in mind.
The BLS Occupational Outlook Handbook describes common duties, entry requirements, pay, and projected job growth for many occupations. Its Occupational Employment and Wage Statistics (OEWS) program reports wage estimates by occupation and geography. Neither source assigns one occupation to every major.
For example, graduates in biology may pursue work in laboratories, education, health-related fields, or further study. Some paths require a graduate degree, a license, or other training. A biology bachelor’s degree alone should not be assumed to meet the entry requirements for every role linked to the field.
Use the BLS data this way:
- List several occupations a major could support.
- Check typical entry education and any stated license or training needs.
- Compare occupation wages and projected growth, noting the geography and data year.
- Repeat the check for places where you may work.
- Confirm that the roles are realistic with the program’s courses and career support.
Growth is not the same as a large number of openings, and a national estimate may not describe your local market. Pay also varies by location and experience. If a career requires further education, include that time and cost in your comparison.
| Evidence | What it tells you | What to check |
|---|---|---|
| College Scorecard earnings by field | Reported earnings for a field and credential level | Cohort, follow-up period, and field definition |
| BLS occupation wages | Wage estimates for workers in an occupation | Location, year, and wage measure |
| BLS job outlook | Projected change in employment for an occupation | Projection period and number of openings |
| Institution debt data | Borrowing patterns for reported students | Credential, institution, and cohort |
| IPEDS completion data | Completion rates for defined student groups | Rate definition and included students |
Key takeaway: Use major data to explore fields and BLS data to check specific jobs. Keep the occupation, place, and date attached to every wage figure.
Compare cost, debt, and completion risk
A strong earnings figure does not show whether a program is affordable or whether students tend to finish. Compare likely price and borrowing with completion evidence, then consider whether the student’s preparation and circumstances fit the program. The most useful comparison weighs these factors together, rather than treating any single outcome as a complete measure of value.
Start with the institution’s net price calculator. Net price is an estimate of what a student may pay after grant and scholarship aid. It differs from sticker price, and the calculator is not a final aid offer. Check its assumptions, then compare the estimate with likely family resources and borrowing needs.
College Scorecard and other federal data may show typical debt or earnings for reported groups. These can help flag questions, but they do not tell you the amount a specific student will borrow or repay. Compare likely borrowing with plausible early-career earnings, and include other costs such as required supplies, unpaid placements, or additional schooling where relevant.
Completion data also needs careful reading. IPEDS and Scorecard report institutional outcomes using defined groups and methods. A federal graduation rate, for example, does not describe every student’s chance of finishing: the group included and the time allowed matter. Look for retention data as well, which tracks whether students return for a later year.
Ask each college:
- What is the net price estimate for a student with circumstances like mine?
- How often do students in the intended program complete it, and how is that rate defined?
- What is the typical time to degree, and which courses may delay progress?
- Which aid awards renew, and what grades or credit totals are required?
- How do transfer credits affect cost and time to completion?
A program with a lower listed price may not be the lower-cost option if it takes longer to finish or offers less aid. Conversely, a higher price does not establish stronger outcomes. Compare the likely total cost and completion conditions for the specific programs under consideration.
Key takeaway: Put net price, likely borrowing, completion data, and expected time to degree beside earnings evidence.
Check program quality, entry requirements, and degree structure
Institutional recognition and program quality are related but distinct questions. Confirm that the institution has recognized accreditation, then check whether the career you want requires programmatic accreditation or a license. Review the curriculum and admissions rules directly, since requirements vary by college, major, state, and profession.
The U.S. Department of Education’s Database of Accredited Postsecondary Institutions and Programs and CHEA’s directory can help verify institutional accreditation. Some fields also have recognized programmatic accreditors. Check the relevant accreditor and state licensing board when a career has formal education or licensure rules.
A bachelor’s degree commonly requires about 120 semester credits, but the college catalog sets the actual total and rules. Review prerequisites, course order, required labs or clinical placements, internship options, and transfer-credit policies. A student who must complete extra prerequisites may need more time and money than the catalog’s standard pathway suggests.
Admission thresholds are program-specific. Do not treat one college’s GPA or test expectations as a universal standard for a major. Compare the published requirements with your academic preparation, and ask how students can get help if they need support in key subjects.
Before enrolling, get clear answers about:
- Required courses and the sequence in which they must be taken.
- Clinical, internship, fieldwork, or licensure requirements.
- Transfer credits and how they apply to major requirements.
- Academic support, advising, and access to required courses.
- Aid renewal rules and the effect of changing majors.
Key takeaway: Verify accreditation and degree rules with official sources and the current catalog, not just a program overview page.
A practical comparison: two student scenarios
These examples are decision scenarios, not reports about specific students or colleges. They show how the same evidence framework can clarify different goals. Change the occupations, locations, and costs to match your own plans, and verify every figure with the source that reports it.
Scenario A: A student considering computer science. The student lists several target roles, then checks BLS entry requirements, wage estimates, and outlook for each role in likely work locations. They compare Scorecard earnings for computer and information-related fields at the bachelor’s level, making note of its cohort and follow-up period. Next, they compare net price, debt, course prerequisites, and completion data at the colleges on their shortlist.
Scenario B: A student considering nursing. The student checks which nursing credential leads to the intended role and reviews the relevant state licensing rules. They verify that the program meets applicable requirements, then compare tuition, clinical placement details, completion evidence, and local BLS occupation data. A general earnings figure for health fields would not answer whether a particular nursing pathway meets the student’s licensing goal.
In both scenarios, the next step is to confirm details in writing when transfer credit, licensure, or course availability is unclear. Before graduating, students can revisit local job data, use career services, and track any remaining credential or exam requirements.
Key takeaway: Compare programs against a career goal, not against a major label alone.
A step-by-step way to build your shortlist
A useful shortlist records the same information for every option. That makes gaps visible and limits the risk of comparing figures that use different definitions. Keep the source, date, and cohort beside each number so you can update the comparison when data or program rules change.
- Define your target. List possible occupations, preferred locations, acceptable price, and any required credentials. Separate jobs that need a bachelor’s degree from those that require further study or a license.
- Select comparable fields. Use College Scorecard to compare earnings and debt by field and credential level. Record the displayed cohort and time since completion.
- Check occupation evidence. Use BLS sources for wages, job outlook, entry requirements, and geographic differences. Review more than one occupation if the major has several likely pathways.
- Check program fit. Verify accreditation, admissions prerequisites, course sequence, placement requirements, and transfer rules through official sources.
- Estimate cost and completion. Use each school’s net price calculator and review its completion and retention data. Ask how long the program usually takes and what could delay progress.
- Recheck before deciding. Confirm current tuition, aid renewal rules, licensure conditions, and course availability. Keep a record of answers from the college.
When sources conflict, first compare their definitions. Check whether the number describes a major or occupation, which degree level it covers, when it was measured, and where the people worked. If a source does not make those details clear, do not treat the number as a precise comparison.
Key takeaway: A short, well-documented comparison is more useful than a long list of rankings.
Frequently asked questions
Which college majors have the highest earnings?
Earnings vary by degree level, cohort, occupation, and place. Use College Scorecard to compare reported earnings by field and credential, then check BLS data for the occupations you may pursue. No field-level median guarantees an individual salary.
Where can I find earnings by college major?
The U.S. Department of Education’s College Scorecard provides earnings and debt information by field of study and credential level. Check the reporting cohort and time since completion shown with each result before comparing it with another figure.
Does a major determine a graduate’s job?
No. One major can lead to different occupations, and one occupation may include workers with different majors. Check the job’s entry requirements and compare those with the courses and credentials in the program.
How do I compare salaries across majors fairly?
Match credential level, cohort, and time since completion. Then compare relevant occupations using BLS wage data for the same location and year where possible. Keep major-level and occupation-level figures separate.
What is the difference between median earnings and a starting salary?
Median earnings are the midpoint for a reported group. They are not necessarily starting pay and may include people with different experience levels. Check the source’s definition and reporting period before drawing conclusions.
How should I compare college costs?
Use each college’s net price calculator, then review likely borrowing, aid renewal rules, and time to degree. Sticker price alone does not show what a particular student may pay.
Where can I check graduation rates?
IPEDS and College Scorecard report institutional outcomes. Read the definition and group included, since a reported rate does not represent every student or guarantee an individual result.
Do I need an accredited program for my career?
Institutional accreditation is one check; some careers also require a program meeting specific standards, a license, or an exam. Confirm current requirements with the relevant accreditor and state licensing board.
What should I do if two sources report different wages?
Check whether they cover the same occupation, location, year, wage measure, and worker group. Different definitions can produce different but valid estimates. Use the source best suited to the question you are asking.
(This article was written by one of our staff writers, Kevin Marlowe. Visit our Meet the Team page.)
