Less explicit attention though has been paid to the evaluation of surface flux parameterizations as parameterizations, that is as a description of how well the parameterizations describe sub-grid phenomena and their interactions with the large-scale in terms of the large-scale variables. In the current work, measurements of surface fluxes taken by the Atmospheric Surface Flux Group (ASFG) and values derived from ECMWF reanalyses, both taken as part of the Surface Heat Budget of the Arctic Ocean Experiment (SHEBA) are analyzed to provide a first-cut, exploratory look at how well current "state-of-the-practice" parameterizations function as parameterizations. Preliminary results suggest that for most terms of the surface energy budget, while various features of local timeseries are reasonably captured by current parameterizations, such parameterizations do not adequately represent large-scale control of the sub-grid phenomena.