Based on the historical population data for the Livingston Manor in ZIP code 12758, the area has consistently maintained a low population density, ranging from 28.53 to 32.52 people per square mile over the past 13 years. As of 2022, the population density is 30.02 people per square mile, which falls within the range typically associated with remote rural areas.

Given the estimated 1,909 housing units corresponding to the 2022 population and the ZIP code's size of 166.04 square miles, the average land area per household is approximately 5.6 acres. This large land area per household aligns with the characteristics of a remote rural lifestyle, where privacy, self-sustainability, and a strong connection to the natural environment are prioritized.

The population trends suggest that the area has experienced slight fluctuations in population size over the years, with a notable decrease from 2019 to 2021, followed by a slight increase in 2022. Despite these changes, the overall population density has remained consistently low, indicating that the area has not undergone significant urban development or demographic shifts.