A total of 10,297 residents lived in Harvard Park's 0.64 square miles, according to the 2000 U.S. census - averaging 16.072 people per square mile, among the highest population densities in both the city and the county.
Within the neighborhood, black people made up 48.4% of the population, while Latinos were 48,2%.