Part-time jobs were once a way to earn extra cash on the side, often taken by students or people with other sources of income. Today, they’ve become the main source of work for millions of Americans.

Since graduating from college a year ago, Kaitlyn Dwyer has sent out about 500 job applications but so far has come up empty in her search for a full-time position. Dwyer, who lives in Roanoke, ...