A Taxonomy of Challenges to Curating Fair Datasets

Dora Zhao, Morgan Klaus Scheuerman, Pooja Chitre +5

Despite extensive efforts to create fairer machine learning (ML) datasets, there remains a limited understanding of the practical aspects of dataset curation. Drawing from intervie…