Barker was born in
Aurora, Missouri, the son of George Elias Barker and
Arizona "Ma" Barker (née Clark).
Circa 1910, the family moved to
Tulsa, Oklahoma. Through the 1920s and 1930s, Barker, with his brothers Herman, Lloyd and Fred, committed numerous crimes such as theft, robbery and murder. On July 18, 1918, Barker was arrested for stealing a car on the highway and was sent to serve prison time in
Joplin, Missouri. On February 19, 1920, he escaped from Joplin prison. Using the pseudonym "Claude Dade", Barker was involved in robberies in Oklahoma. He was arrested and imprisoned at
Oklahoma State Penitentiary under the name "Bob Barker" from January to June 1921. On August 25, 1921, Barker and three other men robbed a woman at a hospital construction site in Tulsa. The three men were surprised by the night watchman, Thomas Sherill. When Sherill saw them he opened fire. Sherill was fatally shot when two of the men shot at him while fleeing the scene. After Sherill's family hired a private investigator, Barker and another man, Volney "Curley" Davis, who worked at the construction site and was friendly with the Barker family, were arrested for Sherill's murder. On January 14, 1922, Barker was convicted of Sherill's murder and sentenced to a life term at Oklahoma State Penitentiary. Barker appealed the conviction and always maintained his innocence of this crime. He was paroled ten years later, on September 10, 1932. ==Reunion with the Barker Gang==