This document summarizes the 2012 ACM Conference on Recommender Systems. It provides background on previous recommender systems workshops and conferences. The 2012 conference was held in Dublin, Ireland with over 20 papers presented covering topics such as human factors, social recommendations, preferences, context, big data, and evaluation. Several industry partners also participated in the conference, presenting on challenges and approaches for building large-scale real-world recommender systems.