The suffixes -ist, and -er are added to a base word to name a person who does an action: pitch, pitcher.
Some more examples:
carpenter artist painter nationalist banker dentist
These all seem to be professions, but is there a conceptual difference between names ending with "-ist" and those ending with "-er"? Any history behind it?