I can't agree more, either we rename it `--default-parallelism` or just remove it all. I was playing just now with a Mesos 0.16.0 and Spark 0.9.0-SNAPSHOT in both coarse and fine grained with a simple workload and even then was not clear how this affected such workload. Might be just me.