|Kern County and the state of California|
|- City||2 sq mi (5.1 km²)|
|- Land||2 sq mi (5.1 km²)|
|- Water||0 sq mi (0 km²)|
|- Density||38.5/sq mi (15.1/km²)|
Randsburg is located at GR1. It is on the west side of U.S. Route 395 between Kramer Junction to the south and Ridgecrest to the north. Randsburg is in the Rand Mountains, and is separated by a ridge from the neighboring community of Johannesburg.(35.367588, -117.654189)
As of the censusGR2 of 2000, there were 77 people, 49 households, and 22 families residing in the CDP. The population density was 15.1/km² (39.1/mi²). There were 109 housing units at an average density of 21.4/km² (55.4/mi²). The racial makeup of the CDP was 85.71% White, 5.19% Native American, 3.90% from other races, and 5.19% from two or more races. 5.19% of the population were Hispanic or Latino of any race.
There were 49 households out of which 4.1% had children under the age of 18 living with them, 42.9% were married couples living together, and 53.1% were non-families. 49.0% of all households were made up of individuals and 24.5% had someone living alone who was 65 years of age or older. The average household size was 1.57 and the average family size was 2.09.
In the CDP the population was spread out with 3.9% under the age of 18, 2.6% from 18 to 24, 15.6% from 25 to 44, 48.1% from 45 to 64, and 29.9% who were 65 years of age or older. The median age was 57 years. For every 100 females there were 92.5 males. For every 100 females age 18 and over, there were 94.7 males.
The median income for a household in the CDP was $48,000, and the median income for a family was $49,875. Males had a median income of $53,750 versus $21,250 for females. The per capita income for the CDP was $23,602. None of the population and none of the families were below the poverty line.