Ange Qin (she/her) is a first year Master in Public Policy candidate at the Georgetown University McCourt School of Public Police. Before McCourt, Ange was a student researcher at University College London, focusing on police oversight. Ange holds a degree from UCL in International Social and Political Studies, with her dissertation using both qualitative and quantitative methods in analysing the effects of political financing on Japanese general election voter cleavages. Ange is interested in how data used to train LLMs can entrench injustices and deepen historic inequalities for marginalised communities.Ange Qin (she/her) is a first year Master in Public Policy candidate at the Georgetown University McCourt School of Public Police. Before McCourt, Ange was a student researcher at University College London, focusing on police oversight. Ange holds a degree from UCL in International Social and Political Studies, with her dissertation using both qualitative and quantitative methods in analysing the effects of political financing on Japanese general election voter cleavages. Ange is interested in how data used to train LLMs can entrench injustices and deepen historic inequalities for marginalised communities.