After obtaining her doctorate, Clover joined the faculty at the University of Michigan as an instructor in botany and the assistant curator of the university's botanical gardens. Eventually she rose to the position of curator of the botanical gardens (1957) and full professor of botany (1960). She also taught at the university's Biological Station in Pellston.