Inorganic clathrates have been extensively investigated owing to their unique and intriguing atomic structure as well potential thermoelectric materials. The connection between the chemical ordering physical properties has, however, remained elusive. Here, this relation is uncovered through a combination of first-principles calculations, atomistic simulations, experimental measurements thermody...