This Data Sheet contains the daily automated counts of stair use and elevator use within a University of Northampton building prior to and during the COVID-19 pandemic. The dataset was created to make a comparison in the change in stair use between pre-pandemic (January to March 2020) and during-pandemic (September to December 2020) building restrictions. The dataset contains 105 days of count data for both ascending and descending floors.