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Madison Chock has participated in the Olympics three times. Her first appearance was at the 2014 Sochi Olympics, where she competed in the ice dance event with Evan Bates. They placed eighth overall. Chock and Bates returned to the Olympics in 2018 in Pyeongchang, where they finished seventh. In 2022, Chock competed in the Beijing Olympics with Zachary Donohue, placing ninth overall.