C. J. stands for "Charles Joseph." As a married woman, Madam Walker used the initials of her third husband's name. Her birth name was Sarah Breedlove. When she married Charles Joseph Walker, better...
The founder of J C Penney was James Cash Penney. So the J stands for James, the C stands for Cash, and the Penney is his last name. So the store is named after the founder.