The retailer stopped mailing the ‘Big Book’ catalog in 2009 and phased out its distribution of 70 smaller catalogs a year later, the Journal said. J.C. Penney has been on the rebound this year after reversing an ill-fated attempt to move upmarket under former Chief Executive Ron Johnson. J.C. Penney could not immediately be reached for comment outside regular U.S. business hours.