The ZIP code 12154, which corresponds to Schaghticoke, New York, has maintained a relatively stable population over the past decade according to historical population data. The number of residents has ranged from 3,033 to 3,311, with slight fluctuations. The population density has also remained consistent at around 70 people per square mile, indicating that the area is classified as "Rural".

Rural areas are typically characterized by larger living spaces ranging from 1 to 5 acres and have a lower density of infrastructure and public services compared to more urbanized areas. The lifestyle in rural communities is often community-oriented and revolves around local schools and small businesses. Residents may partake in activities such as hobby farming, horse ownership, and outdoor recreational pursuits that allow them to enjoy the natural environment.

In 2022, the population density of ZIP code 12154 was 73.22 people per square mile, with an estimated 1,251 housing units corresponding to the population size. These figures demonstrate that the area has maintained its rural character over time, as the population density has not significantly increased. This suggests an absence of rapid urbanization or suburban development in recent years.