Theorist - someone who consider given facts and comes up with a possible explanation. Theorist observe various phenomena and use reasoning to come up with practical ideas that must be proven.
Scientist - is a person who studies or has expertise in science. Tries to understand how our world , or other things, work. Make observations, ask questions, and do extensive research work on finding the answers to these questions.
