“…Along these transitions, the crystal structure is retained, but the unit cell volume contracts by 3000–30,000 ppm typically over a <50 K temperature interval. ,,,− To act as compensators, NTE materials should have a more gradual change of volume over a larger temperature window, akin to the typical changes on standard PTE materials. Fortunately, it is possible to tune and shape the profile of the magnetization versus temperature curves (namely, the T C and the dM / dT ) by tuning both extrinsic (pressure and magnetic field) ,− and intrinsic (stoichiometry) properties. ,,,,− Recently, there have been remarkable examples of thermal expansion control via chemical substitutions, where the typically abrupt NTE behavior is smoothed across a wider temperature window. ,,,,− For example, by replacing Fe by Co and Mn, or by adjusting the Si/Fe ratio, or even by electrolytic hydrogenating La–Fe–Si, Li’s group has successfully been able to tune the operational temperature and smooth out La–Fe–Si sharp volume transition. ,,− …”