Barnetby le Wold is a village and civil parish in North Lincolnshire, Lincolnshire, England, located between Brigg and Immingham. The village is also near Barton-upon-Humber. The population of the parish in the 2001 census was 1,593. This increased by 148 to 1,741 in the 2011 census. Barnetby railway station serves the village and Humberside Airport. The local MP is Andrew Percy for the constituency of Brigg and Goole.