Metric studies are based on complex, voluminous and heterogeneous data. In order to obtain meaningful results, human guided analysis is therefore needed and can be achieved with information visualization methods. In this paper, we survey visualization methods traditionally used in informetrics and present recent achievements in this domain. We also outline some potentially interesting visualization tools from machine learning. 1.