A study funded by the U.S. Department of Energy (DOE) estimates the energy savings opportunity associated with advanced lighting research conducted by Pacific Northwest National Laboratory (PNNL) related to glare, flicker, color rendering, non-visual effects of lighting, and outdoor environmental effects of lighting.