 Olin was born in Chicago, Illinois, the grandson of Swedish immigrants, and raised in Kenilworth, Illinois.He attended Deep Springs College, before moving on to Cornell University, from which he earned an electrical engineering degree in 1943.Then, until 1946, Olin served in the Signal Corps of the United States Army.