Based on the historical population data for ZIP code 07405 in Kinnelon, New Jersey, spanning from 2010 to 2022, the area can be classified as a Suburban Rural locality. The population density has consistently remained within the range of 800 to 850 people per square mile throughout the years, which aligns with the characteristics of a Suburban Rural area.

Kinnelon has experienced a relatively stable population growth over the past decade, with minor fluctuations year-over-year. The population peaked in 2015 and 2022 at 17,939 residents, while the lowest population was recorded in 2020 at 17,575 residents. This stability in population growth suggests that the area has maintained its appeal to residents and has not undergone significant urban development or demographic shifts.

Given the population density and the estimated housing units corresponding to the 2022 population (6,873 units), it can be inferred that the lifestyle in Kinnelon is a blend of rural openness and suburban amenities. The area likely features clustered housing developments with typical lot sizes around 1 acre, providing residents with a balance between privacy and community interaction.