Non-volatile memory (NVM) devices, resistive random access memory (RRAM) devices and methods for fabricating such devices are provided. In an exemplary embodiment, a non-volatile memory (NVM) device includes a first electrode and a second electrode positioned above the first electrode. Further, the NVM device includes a variable resistance material layer positioned between the first electrode and the second electrode. The variable resistance material layer contains magnesium oxide.