research and development our businesses are innovation-oriented and conduct research and development activities to develop new , and optimize existing , production technologies , as well as to develop commercially viable new products and applications . research and development expense was $ 78 million , $ 119 million and $ 86 million for the years ended december 31 , 2016 , 2015 and 2014 , respectively