A Statement from ENT UK at The Royal College of Surgeons of England, the association of ear, nose and throat physicians in the United Kingdom says a growing body of data from COVID-19 patients in several countries strongly suggests that “significant numbers” of those patients experienced the complete loss of smell known as anosmia as one of the disease’s symptoms.
Link to PDF: 
Loss of sense of smell as marker of COVID.pdf