CNNMoney.com || Most lucrative college degrees

Mining engineers start at $64,404 on average, while computer engineers, who have an expertise in both coding and electrical engineering, pocket roughly $61,738 their first year out of school.

Left behind. Of course, not every student with an engineering degree will score a fat paycheck. RIT's Contomanolis noted that "average" graduates are feeling the pinch of fewer job offers. Still, in a tough job market, graduates with technology degrees have an advantage.

"It's a tech-driven world, and demand [for engineers] is only going to grow," said Farnoosh Torabi, employment expert and Quicken blog editor. "You can't say that about many fields, especially in a recession."

Perhaps that's why more and more college students are picking their majors based on a field's earning power, ultimately "choosing a major that pays," Torabi said.

Top non-engineering fields. Only three of the 15 top paying degrees were outside the field of engineering -- but they each still require math skills.

For computer science majors, who specialize in programming and software, the average salary was $61,407. Graduates with degrees in actuarial science took home about $56,320; and jobs for students in construction management paid about $53,199. Each of these fields has paid well throughout the years, Koc said.

What happened to well-rounded? There are far fewer people graduating with math-based majors, compared to their liberal-arts counterparts, which is why they are paid at such a premium. The fields of engineering and computer science each make up about 4% of all college graduates, while social science and history each comprise 16%, Koc noted.

As a result, salaries for graduates who studied fields like social work command tiny paychecks, somewhere in the vicinity of $29,000. English, foreign language and communications majors make about $35,000, Koc said.

"It's a supply and demand issue," he added. "So few grads offer math skills, and those who can are rewarded."