Four in 10 U.S. college students graduate without the complex reasoning skills to manage white-collar work, according to the results of a test of nearly 32,000 students.

The test, which was administered at 169 colleges and universities in 2013 and 2014 and released Thursday, reveals broad variation in the intellectual development of the nation’s students depending on the type and even location of the school they attend.

On...