People invented and discovered remarkable things before modern statistics and RCTs (work on puerperal fever, antisepsis and germ theory stand out for me). Humans can make surprising progress with only small scale experimentation and observation.

I prefer the results of large studies. I think modern methods are better than methods from the Scientific Revolution. But people can't always afford to wait a decade or two for solidly replicated results.