born in port washington, wisconsin, geske was raised in the nearby community of cedarburg. she graduated from cedarburg high school in 1967 and received her bachelor's and master's degrees from beloit college in 1971 and 1972, respectively. geske earned her law degree from the marquette university law school in 1975.