Chrysler apprenticed in the railroad shops at Ellis as a machinist and railroad mechanic.
The pinnacle of his railroading career came at Pittsburgh, Pennsylvania, where he became works manager of the Allegheny locomotive erecting shops of the American Locomotive Company (ALCO).