The past is a guide to the future. Earth scientists know far more about long-term (thousands or millions of years) climate patterns than meteorologists ever will. There's a big difference between "climate" and "weather." Climate is what happens with weather patterns over long periods of time; weather, the domain of meteorologists, is the short-term study of what may happen next weekend.
“Earth Scientist” is a made-up word.