It kind of depends on where you are in physics. It might be easy for a materials scientist to do a controlled experiment, but it's approximately impossible for

It kind of depends on where you are in physics. It might be easy for a materials scientist to do a controlled experiment, but it's approximately impossible for an astrophysicist. You can't exactly randomly assign celestial bodies to treatment and non-treatment groups; all you can do is observe.