Having a high-paying job doesn’t necessarily mean you’ll have job stability, and vice versa.

Some college majors that lead to high-paying jobs also come with above-average unemployment rates – and that includes majors in fields like engineering, cognitive science, and the arts.

Financial education company Bankrate looked at unemployment rates for college majors, based on the most recent available data from the US Census Bureau American Community Survey. Using weighted data, Bankrate determined unemployment rates and incomes for graduates across 162 majors that employed at least 15,000 people.

The median income for degree holders in the study was $55,000, and the average unemployment rate was 2.8%. Bankrate supplied Business Insider directly with the number of graduates employed in each major on the list.

The major with the highest unemployment rate was petroleum engineering, with 7.5% of graduates unemployed - despite graduates with that major having a median income of $87,600.

Here are the 20 college majors with the highest unemployment rates.


20. International Relations

Foto: sourceAlexander Zemlianichenko/AP

Number employed: 148,500

Median income: $60,000

Unemployment rate: 3.9%


19. Visual and Performing Arts

Foto: sourceScott Varley / Digital First Media / Torrence Daily Breeze / Getty

Number employed: 78,200

Median income: $32,000

Unemployment rate: 4.1%


18. Commercial Art and Graphic Design

Foto: sourceGetty Images/Hero Images

Number employed: 575,800

Median income: $41,800

Unemployment rate: 4.1%


17. Other Foreign Languages

Foto: sourceVivek Prakash/Reuters

Number employed: 78,600

Median income: $45,000

Unemployment rate: 4.2%


16. Industrial Production Technologies

Foto: sourceGorodenkoff/Shutterstock

Number employed: 78,100

Median income: $71,000

Unemployment rate: 4.2%


15. Industrial and Organizational Psychology

Foto: sourceSebastiaan ter Burg/Flickr

Number employed: 25,300

Median income: $50,000

Unemployment rate: 4.3%


14. Composition and Rhetoric

Foto: sourceKlaus Vedfelt / Getty Images

Number employed: 89,600

Median income: $37,800

Unemployment rate: 4.4%


13. Mathematics and Computer Science

Foto: sourceUniversity of the Fraser Valley/flickr

Number employed: 16,900

Median income: $99,000

Unemployment rate: 4.5%


12. United States History

Foto: sourceWikimedia Commons

Number employed: 23,200

Median income: $55,000

Unemployment rate: 4.6%


11. Fine Arts

Foto: sourceRain of joy/Shutterstock

Number employed: 594,300

Median income: $37,000

Unemployment rate: 4.8%


10. Communication Technologies

Foto: sourceSpencer Platt/Getty

Number employed: 93,600

Median income: $40,000

Unemployment rate: 4.9%


9. Actuarial Science

Foto: sourceJirapong Manustrong/Getty Images

Number employed: 17,600

Median income: $80,000

Unemployment rate: 5.1%


8. Public Policy

Foto: sourceEmir Memedovski/Getty Images

Number employed: 43,000

Median income: $60,000

Unemployment rate: 5.1%


7. Drama and Theater Arts

Foto: sourceIgor Bulgarin/Shutterstock

Number employed: 244,200

Median income: $35,500

Unemployment rate: 5.2%


6. Miscellaneous Fine Arts

Foto: sourceJonathan Short/Invision/AP

Number employed: 22,600

Median income: $38,000

Unemployment rate: 5.7%


5. Mass Media

Foto: sourceReuters

Number employed: 302,200

Median income: $40,000

Unemployment rate: 6.0%


4. Film Video and Photographic Arts

Foto: sourceEvgeniy Shkolenko/Getty Images

Number employed: 185,400

Median income: $37,000

Unemployment rate: 6.5%


3. Materials Engineering and Materials Science

Foto: sourceUC Davis College of Engineering/Flickr

Number employed: 35,100

Median income: $78,800

Unemployment rate: 6.6%


2. Cognitive Science and Biopsychology

Foto: sourceAssociated Press

Number employed: 17,400

Median income: $56,000

Unemployment rate: 6.7%


1. Petroleum Engineering

Foto: sourcedgdimension/Shutterstock

Number employed: 25,500

Median income: $87,600

Unemployment rate: 7.5%