A new and distinct cultivar of Chrysanthemum plant named `Yohudson Bay`, characterized by its compact, upright and uniformly mounded plant habit; freely branching habit; uniform flowering response; early flowering habit; daisy-type inflorescences with cherry red and yellow bi-colored ray florets; and excellent postproduction longevity.