The recognized biological functions of the RNA duplex are coupled to its structure, which is often assumed to be an A-form conformation. However, recent folding studies suggest that salt-induced conformational variations of the RNA duplex may need to be considered in determining RNA folding models. Here, we describe the application of wide-angle x-ray scattering (WAXS) to capture variations in duplex structure. When coupled with models from molecular dynamics (MD) simulations, these variations can be quantified to identify key structural parameters of the duplex. The results of this analysis were tested by 5-fold cross-validation and the effects of experimental errors were investigated by applying our analysis framework to noisy data. Our analysis reveals that the RNA duplex deviates significantly from the A-form conformation and allows a quantification of these differences. Most importantly, the addition of Mg ions tightens the RNA duplex by unwinding it and shrinking the groove widths. Such changing duplex structures must be accounted for when constructing models of divalent ion induced RNA folding.