The College Hills Historic District is a 67-acre (27 ha) residential historic district in Shorewood Hills, Wisconsin that was listed on the National Register of Historic Places in 2002.

It includes architect-designed homes by Purcell and Elmslie and other architects among its 114 contributing buildings.

Development of the neighborhood began in 1913 when John C. McKenna bought an extent of farmland with views of Lake Mendota and the UW campus and platted it into lots.

He advertised his subdivision as "A Neighborhood of High Class Homes," hoping to appeal to the expanding university population.

The first homes were built starting in 1914, in then-popular styles Prairie School and Craftsman.