Should You Follow Calories in VS Calories Out?

Is the Calories in VS Calories Out theory as simple as that?  Is there a place for it in your diet and lifestyle?  Is it the be-all or end-all of nutritional program design, or are there other factors that should be considered? Luke and Zoe discuss this in the latest video.