Mistaking UI/UX design for graphic design is very highly correlated with not paying enough attention to user experience. I'm amazed to still meet developers who talk about getting a designer to skin the app after they do more development. That's entirely backwards.

The great news is that you don't need to know photoshop to do UX design. Thinking harder about the tasks for a user's perspective is most of the process.