 In 1979, the city of Chicago recognized Olive by naming Olive Park on Lake Michigan in his honor.Olive-Harvey College, one of the City Colleges of Chicago, is named after both Olive and fellow Medal of Honor recipient Carmel Bernon Harvey Jr..The Milton L. Olive Middle School in Wyandanch, Long Island, New York, is also named in his honor.