PLANO, Texas, May 20, 2011 /PRNewswire/ -- J. C. Penney Company, Inc. (NYSE: JCP) announced that its Board of Directors declared a quarterly dividend on the Company's common stock of $0.20 per share. The dividend is payable August 1, 2011, to Company stockholders of record at the close of business o