Guo Dan decided to take the sport of speed skating in the late 2015 as she was aiming to qualify for the 2018 Winter Olympics. She took part in the 2017 Asian Winter Games and competed in the women's mass start event. Guo Dan was selected to represent China at the 2018 Winter Olympics and competed in the women's mass start event.