In a mixing bowl with an electric mixer, beat the sugar with the shortening until smooth and fluffy. Add the eggs, flour, soda, bananas, and chopped nuts; blend well.
Pour banana bread batter into 1 greased and floured loaf pan; bake for 1 hour to 1 hour and 15 minutes, or until a toothpick inserted in the center comes out clean.