This paper demonstrates the power of the 'Environmental Scan': a new approach to newspaper collections using nineteenth-century reference works to leverage powerful contextual information. Our method uses British collections, but could be replicated for other nations, and was made possible by a radical collaboration between librarians, historians and data scientists.