Hakea scoparia was first formally described in 1845 by the Swiss botanist Carl Meissner in Plantae Preissianae. His description was based on plant material collected from the environs of the Swan River by James Drummond. The specific epithet (scoparia) is derived from the Latin word scopa meaning "broom" a reference to the foliage.
