Title: Investigating Inaccuracy in User Runtime Estimates and "The Padding Hypothesis" Speaker: Cynthia Bailey Lee Abstract: Computer system batch schedulers typically require information from the user upon job submission, including a runtime estimate. Inaccuracy of these runtime estimates, relative to the actual runtime of the job, has been well documented and is a perennial problem mentioned in the job scheduling literature. Typically users provide these estimates under circumstances where their job will be killed after the provided amount of time elapses. As a result, many believe the inaccuracy seen in requested times is due to "padding" users add to avoid any possibility of having their jobs killed. This assumes that users have an accurate (pre-padded) estimate in mind, which they could provide, absent a job-kill threat. We test whether this "Padding Hypothesis" holds for actual users of a San Diego Supercomputer Center system. We also examine system design implications of estimate uncertainty and related user behaviors