Olive oil doesn't firm up in the fridge quite the same way shortening does. I tested this dough with olive oil (the base recipe I used uses olive oil) and found that with the addition of the chocolate chips and rosemary the dough was nearly impossible to roll without tearing, even after chilling it in the fridge for a good long while. You can give it a go, but I definitely recommend using shortening.