What makes for a great business book? Actionable advice? Triumphant storyline? Popularity of the author?

Great business books provide an original framework for thinking through business problems, and are typically strung together with personal anecdotes (if by an entrepreneur) or thorough research (if by an observer).

Examples, respectively:
E-Myth, Charles Gerber
Personal MBA, Josh Kaufman