Surveillance video caught the suspect robbing the TCF bank branch Saturday in the 6400-block of West Irving Park.
Police say the suspect told her teller he had a weapon and demanded cash.
Officers think the same man robbed another TCF bank in the 9300-block of West Irving Park and a PNC bank on North Harlem.