A review of the existing methods for producing aluminum master alloys with silicon, zirconium, scandium and boron are given. Basic parameters, advantages and disadvantages of the existing methods are analyzed, indicating the need to develop new more energy-efficient technologies. The prospects of obtaining aluminum master alloys in the electrolysis of melts based on the KF-NaF-AlF3-Al2O3-MeO (MeO = SiO2, ZrO2, Sc2O3, and B2O3) system are considered. For this purpose, the results of physical and chemical measurements in these melts are presented, including data on the solubility of Al2O3, SiO2, ZrO2, Sc2O3, and B2O3 oxides in KF-NaF-AlF3 melts, data on the effect of oxide additives on the liquidus temperature of studied melts, as well as data on the kinetics of electrowinning of aluminum and alloying element from KF-AlF3-Al2O3-MeO melts. Based on the measurements, the parameters were selected and electrolysis tests were carried out for obtaining aluminum master alloys with silicon, zirconium, scandium, and boron from its oxides. The composition and structure of the obtained master alloys were studied.