The rising cost of a college education is hitting one group especially hard: the millions of students who drop out without earning a degree.

A bachelor's degree remains by far the clearest path to the American middle class. Even today, amid mounting concerns about the rising cost of higher education and questions about the relevance of many college degrees, recent graduates have lower rates of unemployment, higher earnings and better career prospects than their less educated...