In addition to his duties as territorial governor, Harrison founded Jefferson University at Vincennes in 1801.
Although Harrison's pro-slavery position made him unpopular with the Indiana Territory's antislavery supporters, he used his political power to make several attempts to introduce slavery into the territory.