That's not a randomized controlled trial though. You might find a correlation, but you couldn't actually establish causation, or eliminate hidden variables.
An RCT doesn’t prove causation, it only might observe another correlation that contributes to our causal inferences based on the convergence of evidence.
We don’t have RCTs for most things that you take for granted.