Elsie Louisa Winterton, also known as Elsie Louisa Deacon (27 February 1897 — 4 September 1984) was a draughtswoman for the Great Western Railway (GWR) who became the first woman member of the United Kingdom's Institution of Railway Signal Engineers in 1923.