This interactive session presents the advantages of diversity and inclusion in analytical spaces. Over 90-minutes, participants are led through activities that draw from concepts in Machine Learning & Artificial Intelligence (including real-time anomaly detection based on demographic data provided by the participants) to explore the pitfalls of bias and consider what it means to stand out in a room.