It’s all about learning causation. It may not be strictly necessary, but it’s damned useful. If you’ve ever tried to learn causation from observational data or from a randomized trial, you’ll know which one is incredibly easier. If you can’t affect the data, it’s worth a lot less. Like learning to play a game without actually engaging in exploration. It can technically be done, but it’s so much harder.