Anderson utilised his business experiences internationally in service of the government during the
First World War. Appointed vice-chairman of the
Royal Commission responsible for regulating the distribution of wheat supplies, he dealt generally with Great Britain's western allies. He dealt specifically with the United States first in processing enemy cargo aboard US vessels under
Walter Runciman and, after the US entered the war, in marketing wheat in the United States as well as Canada along with
Arthur Balfour. In the summer of 1917, Anderson was appointed to replace
Eric Geddes as
Admiralty controller, a position that made him one of the
Lords Commissioners of the Admiralty. During Geddes' term, the Controller had been put in charge of overseeing construction and repairs of both the Royal and Merchant navies, which were taking a toll from submarine attacks. Geddes had set very high quotas for production that the Controller's office, even with delegation, was unable to meet both from shortage of materials and manpower. Tensions were high on both sides, with
Joseph Davies specifying his irritation with Anderson, while Anderson, in response to one notable shortage of shipbuilders in November 1917, chided the military for "a complete lack of sense of proportion", suggesting that recruitment would be more successfully accomplished by appealing to wives and union officials in towns known for shipbuilding than seeking the Home Office. Anderson resigned from the position in 1918. In spite of these challenges, Anderson was widely honoured. In 1917, he was appointed a
Knight Commander of the Order of the British Empire (KBE), an Officer of the
Légion d'honneur, and an Officer of the
Order of the Crown of Italy in reward for his wartime services. ==Post-war career==