astronomy / astrology
The science of the heavens versus the reading of character and fate from the stars.
Astronomy is the science. Astrology is the practice of reading signs from the planets and stars. Do not use astrology for the science, or astronomy for a horoscope.
Examples
UseShe studies astronomy.
UseHe reads astrology columns for fun.
AvoidShe studies astrology at the observatory.