I've spent a good chunk of time modifying an image labeling interface to make it more intuitive for mechanical turk workers to label obscure things like biological scans. The hope is that a better interface will increase quality (they did not seem to have a clue what to do using the old interface), but I'm starting to question whether the interface will make that much of a difference after all.