 Dimension reduction, DR, is a key step of cytometry by time of flight, CITOF, data analysis. Here, the authors benchmark 21 DR methods on 110 real and 425 synthetic CITOF samples, finding a high level of complementarity between the methods, and providing a comprehensive set of user guidelines. This article was authored by Kaiwen Wang, Yucho Yang, Fang Jiang Wu, and others.