Small-angle neutron scattering (SANS) experiments were conducted on a series of nanocrystalline alkaline earth oxide powders and their precursors in order to characterize structural development in this system. Results show the effect of cation size on the characteristic structural features of each material and the changes that occur during supercritical versus subcritical drying and subsequent calcination.