This seems hard to prove a direct causal link.
Remote employees are also in demand enough to negotiate / find a role with remote work. They probably then are experienced, senior, and better compensated than their peers.
It could be that the underlying cause is being more in-demand in a position to negotiate remote work, not remote work by itself.
Where am I wrong?