This study adds to our understanding of key topics in social science research on COVID-19. The automated literature analysis presented is particularly useful for librarians and information specialists keen to explore the role and contributions of social science topics in the context of pandemics. To read the full article, choose Open Athens “Institutional Login” and search for “Midlands Partnership”.