'Blank' doesn't sound good.
Since most of the start and end times are close to each other, I suspect, there could be some unrecoverable error in the workflow configuration.
Also, I wouldn't rule out a problem with Batch server.
Did you already look at the windows event viewer messages at the same timestamps?