Kiera McNeice works on policies and initiatives supporting the transparency of research findings published across Cambridge University Press’s scholarly portfolio. Kiera’s interest in the use of machine analysis as it relates to research outputs dates back over a decade, to a time when “text and data mining” rather than “AI” was the topic of the day. More recently, Kiera helped develop and write the STM Association’s Recommendations for a Classification of AI Use in Academic Manuscript Preparation.