“Implications of Data Anonymization on the Statistical Evidence of Disparity”, an article co-authored by Heng Xu and Nan Zhang, was published at Management Science. In the article, we examined the extent to which data anonymization could mask the gross statistical disparities between sub-populations in the data.
Here is the link to the article.