Collective Game Intelligence is knowledge gained through the analysis of data generated by players worldwide whilst playing games. Given the increasingly ubiquitous presence of an internet connection, the analysis of vast quantities of gameplay data is now possible. In this talk I will discuss the innovative ways data from digital games has been used to solve open scientific problems, to engage citizen scientists in data labelling and to extract scientific insights from people playing games originally developed purely for entertainment purposes.