The preparation of lanthana doped magnesia typically involves methods such as co-precipitation, sol-gel processes, or impregnation techniques. These methods ensure a uniform distribution of lanthana within the magnesia matrix, which is crucial for achieving optimal catalytic performance. The choice of preparation method and doping concentration can significantly influence the properties and effectiveness of the resulting catalyst.