Does that mean olive oil raises LDL cholesterol? Well, yes, compared to beans, but it lowers LDL cholesterol compared to butter. The point is: It's not the addition of olive oil to a diet that is lowering LDL cholesterol levels when it replaces butter, Crisco shortening, or coconut oil.