@Article{ AUTHOR = {Armstrong, John Armstrong and Sullivan, Alice Sullivan}, TITLE = {Has DEI Increased the Representation of Women in Higher Education? A Time-Series Replication Analysis of the Impact of the UK Athena Swan Scheme}, JOURNAL = {Journal of Controversial Ideas}, VOLUME = {6}, YEAR = {2026}, NUMBER = {2}, PAGES = {0--0}, URL = {https://journalofcontroversialideas.org/article/6/2/326}, ISSN = {2694-5991}, ABSTRACT = {Athena Swan is an award scheme designed to recognise higher education institutions’ (HEIs’) commitment to advancing ‘gender equality’. This paper uses time-series analysis to conduct a replication analysis of the relationship between Athena Swan status and both the proportion of women in senior roles and change in the proportion of women in senior roles. A previous study, using essentially the same data set, found that ‘Athena SWAN members showed greater and faster growth in female representations’. We apply time-series analysis methods to show that effects found in this previous study can be explained by two factors: (1) changes in the set of institutions that hold Athena Swan awards; and (2) the fact that it is more challenging to improve levels of female representation when they are closer to 50%. Once we controlled for these factors, we did not find any impact of Athena Swan awards on changes in the number of women in senior positions over the time-period studied. We conducted a power analysis which places bounds on the maximum size of effects which we would be unable to detect. In addition, we find that institutions with a low proportion of women in senior positions are more likely to be members of Athena Swan and are more likely to hold an award.}, DOI = {10.63466/jci06020019} }