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Getting a job after graduation isn't a given.

While the labor market is strong and college grads are still more employable and earn more than their high-school counterparts, the choice of major, and degree, goes a long way toward determining how hirable you will be.

A bachelor's degree in mathematics gives students the highest chances to secure a job right after graduation, followed by BAs in chemistry, history and music, according to a recent study by ProWritingAid, based on data from the U.S. Department of Education and college degree programs nationwide.

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To be sure, employability is not the same as earning potential, the report noted.

"More often than not, graduates are faced with choosing between a safe degree that gives higher chances of getting a job straightaway or a degree that, if it results in employment, can earn them a good salary within a few years," a spokesperson for ProWritingAid said.

The study's findings included:

When it comes to best-paying majors, the top 10 areas of studyare all related to engineering with the exception of computer science, according to the New York Federal Reserve'srecent reportof salaries for college graduates.

Just out of college, computer science majors are likely to be the highest paid, earning $75,900 on average, followed by engineering graduates, the National Association of Colleges and Employers also found.

After adding in considerations such as job satisfaction and stress level, among other factors, then students who focused on computer science, business, engineering and health administration felt the most satisfied with their choice of concentration, according to a separate study byjobs marketplace ZipRecruiter.

It was the college students who majored in English, education, communications, biological sciences and law that said they regretted it the most, according to ZipRecruiter's survey of more than 5,000 college graduates.

Throughout the pandemic, more students questioned the value of a college degree and if a four-year program was worth it, considering the sky-high costs and student loan debt.

The College Transparency Act, which passed in theHouse, aims to make it easier for families to measure the return on investment and how it translates to job opportunities and salaries down the road.

The Senate versionof the bill is sponsored by Sens. Bill Cassidy R-La.; Elizabeth Warren, D-Mass.; Tim Scott, R-S.C.; and Sheldon Whitehouse, D-R.I.

Meanwhile, many private groups, including The Princeton Review, have also come up with their own measures for ranking schools based on value, considering cost, includingtuition and room and board, as well as financial aid, academic offerings, career placement services, graduation rates, alumni salary and overall student debt.

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Are you worried about landing that first job out of college? Here's a look at the 'most employable' degrees - CNBC