I spent several years reading a ton of different books on economics and I can recall very few facts from those books, but it did and has completely altered my world view of many things.
pg's analogy of a program where you've lost the source code doesn't feel quite right, because you can't make modifications to the program without the code. Some sort of machine learning model seems more appropriate, where you've lost the original training data but can still update the model later with fresh data (a new book), and end up with a better/different model, but then lose that training data again.