Based on the historical population data for ZIP code 91962 in Pine Valley, California, the area has experienced gradual population growth from 1,864 in 2010 to 2,825 in 2022. The population density has also increased from 16.16 people per square mile in 2010 to 24.49 people per square mile in 2022. These population density figures indicate that the area falls within the remote rural classification, characterized by very sparse populations, minimal infrastructure, and limited services.

The lifestyle in Pine Valley likely involves large expanses of land per household, often more than 5 acres, with a focus on privacy and self-sustainability. The predominant land use is likely agricultural or undeveloped, with residents engaging in outdoor and recreational activities due to the natural environment. The estimated housing units corresponding to the 2022 population, based on the national average household size of 2.61, is approximately 1,082 units.