Department store retailer J.C. Penney, which exited Chapter 11 with new owners after spending nearly seven months in bankruptcy proceedings, has decided to eliminate about 650 positions, or roughly 1.5% of its total employee base of more than 50,000 workers, including corporate roles in the Dallas area.