Qualitatively, to me a quality start means that the pitcher goes deep enough into the game to avoid taxing the bullpen (at least 6 innings, preferably 7) and leaves with his team leading or close enough to have a reasonable chance to win. That says he's doing his job more than looking at the numbers does.