I think you're talking past each other. Both are true under different circumstances. In some cases an abstract idea is the important takeaway. In other cases the central point of a paper is to present conclusions that were arrived at based on analysis of some dataset. If the code used to generate or analyze the dataset is wrong then conclusions based on it likely worthless.