NEW YORK -- Karen King owes nearly $36,000, more than she's ever earned in a year.

All day long, bill collectors call. She hunts for a second job, sometimes skips meals, and stays with other family members at a grandfather's crowded apartment, trying to get out of debt and turn her life around.

She largely holds herself at fault. "Years ago,...