WASHINGTON—The Obama administration will weigh whether to revamp or scrap the color-coded, terrorism-alert system put into place after the attacks of Sept. 11, 2001.

Homeland Security Secretary Janet Napolitano said in a statement Tuesday she will launch a 60-day review of the system, convening an advisory group headed by old Washington hands, including former FBI and CIA director William Webster.

Mr....