Data from full-scale building tests conducted in Texas Tech University are used to quantify the uncertainties associated with the use of computational fluid dynamics to obtain wind load predictions for full-scale structures. It is demonstrated that the effects of computational domain is relatively small, and the effects of grid arrangement, turbulence model and inlet boundary condition are relatively obvious. Finally, guidelines are suggested for reasonable design and suitable choice of turbulence model.