Bring water and oil to the boil in a large pan. Once it begins to boil, add the semolina and stir constantly to prevent sticking. As the sweet takes shape, slowly add the sugar and allow to thicken turning reddish-brown. Remove pan from heat and let cool. Pour evenly into an oiled baking dish. Cut the ravani into squares and sprinkle top with chopped almonds.