My Model is Unfair, Do People Even Care?
Visual Design Affects Trust and Perceived Bias in Machine Learning

1073 \vgtccategoryTheoretical and Empirical \authorfooter Aimen Gaba and Zhanna Kaufman contributed equally to this work as co-first authors. Aimen Gaba, Zhanna Kaufman, Jason Cheung, Marie Shvakel, Yuriy Brun, and Cindy Xiong Bearfield are with the University of Massachusetts, Amherst. E-mail: {agaba, zhannakaufma, jasoncheung, mshvakel, brun, yaxiong}@umass.edu. Kyle Hall is with Global Compliance, TD Bank. Email: kyle.hall@td.com. \shortauthortitleGaba and Kaufman, et al.: My Model is Unfair, Do People Even Care? Visual Design Affects Trust and Perceived Bias in Machine Learning