Savolainen volunteered to join the 27th Jäger Battalion for training and military experience on November 23. He took part in the fighting in the First World War on the eastern front of Germany in the battles of Misse River, the Gulf of Riga and the Christmas Battles at river Aa. He also completed a special sabotage course in Polangen in 1917.