A method, system and article of manufacture for hover help management in data processing systems and, more particularly, for providing dynamic and intelligent hover assistance in graphical user interfaces. One embodiment provides a method of displaying hover assistance on a display screen. The method comprises moving a pointer element to a position over a user interface element shown on the display screen in response to user manipulation of a pointing device, while the pointer element is positioned over the user interface element, invoking a first hover element for display on the display screen, and invoking a second hover element for display on the display screen after invoking the first hover element, and while the pointer element continues to be positioned over the user interface element.