This research unit is core funded by the National Institute for Health and Care Research (NIHR) Policy Research Programme (Policy Research Unit in Health and Social Care Workforce: Ref. PR-PRU-1217-21002). The views expressed here are those of the authors and not necessarily those of the NIHR or the Department of Health and Social Care.