It's not about discovering new materials, or technologies, or physical phenomena.
It's about exploring new social contracts. Here on Earth we are stuck with whatever social arrangements we've developed over the millennia, we can tweak here and there, but we can't start with a blank slate.
For me this would be the grand prize: figuring out better ways for people to live together.