 In 1916, he began to expand the chain east of the Mississippi and during the 1920s, the Penney company expanded nationwide, with 120 stores in 1920 (mostly still in the west).By 1924, Penney reported income of more than $1 million annually.The number of stores reached 1,400 by 1929.