While Douglas was at Dundee he was recognised as a goal keeper, however his name at Celtic was not so good and he got the name "Butterfingers Douglas" and after losing in the 2003 FA Cup final the majority of blame was on Douglas. Whilst he was playing for Dundee he made 162 appearances before moving to Celtic for 1million pounds.