thus, 60% of the calories in chicken wings with skin come from fat, compared to 36% in a wing without skin (3, 10). so if you're watching your weight or your fat intake, eat your chicken without the skin to minimize calories and fat. eating chicken with the skin adds a significant amount of calories and fat.