HYSPLIT-Hg is a specialized version of the NOAA HYSPLIT model being developed to simulate mercury’s atmospheric fate and transport. HYSPLIT-Hg outputs have been compared against hourly-average ambient data from two AMNet sites: Beltsville, Maryland (N39.03, W76.82); and Grand Bay, Mississippi (N30.41, W88.40). The model evaluation exercise was focused on specific episodes of high mercury measurements in 2008-2009. This high-resolution evaluation may be a more demanding model test than comparison against regional, long term averages. Numerous simulations were performed to examine the model’s sensitivity to different inputs and configurations, including variations in meteorological and emissions data, and model physics/chemistry. Perturbations were limited to realistic ranges, and each simulation was characterized by the degree to which model predictions matched measured speciated mercury concentrations. In addition to comprehensive forward fate/transport dispersion simulations with HYSPLIT-Hg, back-trajectories of air parcels arriving at the sites during the episodes were also examined. Different meteorological inputs to forward dispersion and back-trajectory simulations included gridded outputs from large-scale weather models with horizontal resolution of 40 km (Eta Data Assimilation System, “EDAS”), 12 km (North American Mesoscale, “NAM”), and 4 km (Weather Research and Forecast, “WRF”), with analogous variations in vertical resolution. The 4-km WRF datasets were developed specifically for this model evaluation exercise. Potential effects of errors in the meteorological data were also investigated. Emissions inputs investigated included differences in speciation, total emissions, temporal emissions variations, and the types (e.g., natural vs. anthropogenic) and geographical extent (e.g., local vs. regional vs. global) of emissions sources considered. Model physics and chemistry aspects investigated included the rates of chemical reactions involving atmospheric mercury, algorithms for dry and wet deposition processes, the numerical treatment of atmospheric dispersion, model time step, and several other aspects of the simulation. Results to date show that the HYSPLIT-Hg model has reasonable skill in matching observed mercury concentrations, but uncertainties in model inputs (some of which are inherently stochastic) and in model physics and chemistry represent significant challenges. At the same time, results to date show that the model has widely different sensitivities to different types of perturbations, and these variations may be useful in informing the prioritization of efforts to reduce uncertainties.