Materials informatics is a new field of research that uses tools from data science to design, discover and understand new materials. In Brazil, CNPq has recently approved an INCT on this subject, focusing on several different areas of condensed matter physics, materials chemistry and materials science. In this talk I will discuss the recent advances in this area and present two works focusing on the magnetic properties and also on spin splittings in 2D compounds.