If the skin of your aubergine is shiny and smooth, then leave the skin on. However, if your aubergine is older and the skin is dull or shrivelled, then carefully remove the skin with a sharp knife or peeler, as the skin can taste bitter. (If the skin looks like this check the aubergine as it could be bad.)