Yes! You want to make sure you peel the carrots before adding them to soup recipes because the skin is often bitter. Peeling off the dull, bumpy skin lets the carrot break down faster the sweetness comes out in the shorter cooking time. Roasting carrots before cooking them also brings out the sweetness and removes any bitterness.