Born more than four decades ago from the partnership of two international NGOs in Brussels, the Encyclopedia of World Problems has hand-picked and refined profiles of tens of thousands of problems occurring around the world: from notorious global issues all the way down to very specific and peculiar ones. This talk presents an overview of the Encyclopedia and the interesting data science applications that have arisen from the Encyclopedia's body of work - notably, its database resources.