Mix flour, sugar, milk, olive oil, orange juice, orange zest, eggs, baking powder, vanilla extract, and nutmeg in a large bowl until batter is well combined.
Pour batter into the prepared baking dish.
Bake in the preheated oven until a toothpick inserted into the center of the cake comes out clean, about 30 minutes. Let cool before serving.
