Law enforcement is provided by the Rice Township Police; they currently employ up to seven full-time officers, one part-time officer and a dual-purpose K-9 unit.

As of the census of 2000, there were 2,460 people, 907 households, and 696 families living in the township. The population density was 222.0 inhabitants per square mile (85.7/km). There were 950 housing units at an average density of 85.7 per square mile (33.1/km). The racial makeup of the township was 96.67% White, 0.49% African American, 2.03% Asian, 0.37% from other races, and 0.45% from two or more races. Hispanic or Latino of any race were 1.67% of the population.

There were 907 households, out of which 37.0% had children under the age of 18 living with them, 66.6% were married couples living together, 7.3% had a female householder with no husband present, and 23.2% were non-families. 19.6% of all households were made up of individuals, and 7.1% had someone living alone who was 65 years of age or older. The average household size was 2.71 and the average family size was 3.14.

In the township the population was spread out, with 26.7% under the age of 18, 6.2% from 18 to 24, 31.1% from 25 to 44, 25.9% from 45 to 64, and 10.2% who were 65 years of age or older. The median age was 38 years. For every 100 females, there were 93.5 males. For every 100 females age 18 and over, there were 92.2 males.

The median income for a household in the township was $52,888, and the median income for a family was $60,302. Males had a median income of $40,256 versus $24,952 for females. The per capita income for the township was $22,069. About 2.0% of families and 2.4% of the population were below the poverty line, including 4.3% of those under age 18 and 3.2% of those age 65 or over.

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41°10′00″N 75°55′59″W / 41.16667°N 75.93306°W / 41.16667; -75.93306