The pursuit of expertise in teaching in the guise of teaching excellence has become a sector-wide concern in the UK in recent years, in part owing to the introduction of the Teaching Excellence Framework (O'Leary & Wood, 2019). Critics of teaching excellence as a concept have pointed out that, as excellence is contextually dependent, commitments simply to teaching excellence are meaningless (Saunders & Ramírez, 2017; Skelton, 2005). At the same time, there has been much research attempting to describe and characterise teaching excellence in practice (Lubicz-Nawrocka & Bunting, 2019). The increasing trend of metrication in UK higher education (Bamber, 2020) makes it necessary to take a critical view of teaching excellence and how it actually relates to what students perceive as high-quality teaching. The study described in this chapter questions implicit assumptions present in recent research into teaching excellence that students perceive excellent teaching in an objective, gender-neutral way.