Exploratory Visualization of Distributed Computations The decreasing costs of computer hardware has made distributed computing commonplace. Distributed computing makes some applications feasible, improves the performance of others, and offers the potential of increased availability and reliability through redundancy. Distribution also creates problems in understanding and interacting with these computations. Multiple threads of control, non-deterministic message delays, and the potential of partial failures are all characteristics of distributed systems that hinder understanding, of designers and users, and pose difficulties for monitoring tools. These problems are exacerbated in distributed computations that are long-lived and large, both in the number of processes and the amount of data handled. Visualization can help alleviate these difficulties through interactive exploratory tools that allow online investigation of a distributed computation at a variety of levels of abstraction. In this talk, I describe my research in developing techniques to support monitoring and steering of distributed computations. Delbert Hart is completing his D.Sc. in Computer Science at Washington University in St. Louis under advisors Dr. Gruia-Catalin Roman and Dr. Eileen T. Kraemer. His thesis investigates techniques of visualizing large, long-running distributed computations. His current research interests include distributed systems, visualization, and software agents. While working on his masters at Washington University Delbert worked on the Pavane declarative visualization project. He received his masters from Washington University in May 1995, and a B.A. in Computer Science from the State University of New York at Plattsburgh in May 1993.