Maybe I misunderstand your argument. I thought your main point was that pay may be high despite demand being low, and vice versa. I'm sure there are exceptional cases where this is true, but the examples you provided illustrate something very much counter to your point.
In your examples, pay and demand are low for all three professions, chemists, child care workers, and astronomers, according to the BoL.