From finding biomarkers of Alzheimer's Disease (http://esw.w3.org/images/d/d0/ISMB2010_Final.pdf) to mining environmental monitoring data (http://data-gov.tw.rpi.edu/demo/exhibit/demo-8-castnet.php), semantic approaches to data modeling are enabling innovation and discovery that make them worth the investment.