Gun Club Estates is a census-designated place (CDP) in Palm Beach County, Florida, United States. The population was 816 at the 2020 census. The CDP is located in an unincorporated area near the southwest corner of the Palm Beach International Airport (PBI) and is bounded by West Palm Beach Canal on the north, Kirk Road on the east, Gun Club Road on the south, and Military Trail (State Road 809) on the west. The CDP and Gun Club Road are both named after the Palm Beach Gun Club, a skeet and target shooting range that originally opened in the town of Palm Beach in 1911 and remained there until relocating to the modern-day Gun Club Estates area prior to the Korean War. A biography on Arthur Jackson dating to approximately 1952 notes that during the war, military personnel stationed at PBI (then known as the Palm Beach Air Force Base) used the gun ranges for training. By the mid-1950s, however, the owners of the club relocated it to just north of the intersection of Jog Road and Lake Worth Road (State Road 802) as homes for Gun Club Estates were being constructed. Geography Gun Club Estates is located at . According to the United States Census Bureau, the CDP has a total area of 0.3 km (0.1 mi2), all land. Demographics At the 2000 census, there were 711 people, 250 households and 182 families living in the CDP. The population density was 2,287.7/km (6,010.7/mi2). There were 268 housing units at an average density of 862.3/km (2,265.7/mi2). The racial makeup of the CDP was 87.34% White (55.8% were Non-Hispanic White,) 2.25% African American, 0.14% Native American, 0.14% Asian, 3.52% from other races, and 6.61% from two or more races. Hispanic or Latino of any race were 39.80% of the population. There were 250 households, of which 34.8% had children under the age of 18 living with them, 45.2% were married couples living together, 17.2% had a female householder with no husband present, and 26.8% were non-families. 17.2% of all households were made up of individuals, and 5.2% had someone living alone who was 65 years of age or older. The average household size was 2.84 and the average family size was 3.09. 26.2% of the population were under the age of 18, 9.3% from 18 to 24, 36.0% from 25 to 44, 21.2% from 45 to 64, and 7.3% who were