Embodiments of the present invention are directed to analyzing recorded game information to determine information about a player's behavior. This is accomplished by analyzing the player's actions following a positive increase in credits within credit meter data. This analysis can be utilized in automatically altering a game parameter of the gaming device being played by the player or in providing operators trend information that can be used in modifying the game device or designing future gaming devices. An analysis station may be included in a gaming system using this analysis process to allow an operator to view and manipulate a graphical representation of the credit meter data.