This roundtable will allow for the discussion of a myriad of topics relevant when conducting a bias analysis, such as the collection of protected class data, designing a testing framework, data security considerations, governance frameworks, as well as potential limitations of such an analysis. This is an informal opportunity to connect with fellow attendees for an engaging, relevant discussion on this topic with no prior experience required.