Our method, outlined in Fig. , uses experimentally driven directed sampling across a set of high-quality small cell size calculations from ab initio molecular dynamics (AIMD) to construct a model which reproduces experimentally known spectroscopic signatures, specific to ALD deposited a-Al2O3. The resultant model is a set of static configurations from AIMD which contains local orderings that are representative of the amorphous solid.