How to Decide If an Idea Is Worth Pursuing?

How do you decide if an idea is worth pursuing? Most of the ideas I've come up with so far have barely been tested because the biggest factor stopping me is often the fact that similar ideas have already been implemented. Even though I do things like market research to better understand my ideas, I usually give up on pursuing them for this reason and start thinking about new ones.