Cleveland-Cliffs, the largest player in mining on Minnesota’s Iron Range, is exploring whether the company should shift the focus of one of its mines in Minnesota from taconite to rare earth minerals.

The company said Monday, while announcing its third-quarter earnings, it had studied all its mines and tailing basins and geological surveys at the unnamed mine in Minnesota, plus one in Michigan’s ...