Investigators said the robbery happened Monday in the 18800 block of Barry Lane and Atascocita Road.
The suspect is described as a heavy-set Black man in black clothes and glasses.
Deputies said he was last seen driving toward Will Clayton Parkway in a gray Nissan Altima with paper plates.
Further investigation revealed two other suspects in the getaway car tried to rob another victim nearby.