Parker was born in 1714 in Woodbridge Township, New Jersey. When he was eleven-years-old, his father died. Parker apprenticed himself on a servant indenture on January 1, 1727 for eight years to William Bradford, the colonial printer in New York City. The agreement terms were that Bradford was to feed and provide for Parker in exchange for labor the boy would do. Bradford was also to train Parker the skills of the printing trade