Fairburn's career then began in 1912 at the Siemens Brothers dynamo works ("Siemens Brothers Dynamo Works Ltd.") in Stafford, where he worked in the railway engineering department; he was an assistant engineer on the Shildon-Newport electrification of the North Eastern Railway (see Railway electrification in Great Britain), being responsible for the design of overhead line electrification equipment and introduction of electric locomotives.