Current rental housing assistance programs are not designed to provide a safety net for people whose lives are volatile, nor are they designed to encourage low-income people to live in good locations. These deficiencies can be corrected. The U.S. Department of Housing and Urban Development (HUD) should establish a program of rental insurance— like mortgage insurance, but for renters. Low-income housing assistance formulas should be revised to reward good neighborhood features, and punish bad.