"Launch Time" might imply to the user that the application has actually launched executors. It's possible an application is submitted but is waiting for resources, this could be interpreted to seem like it already launched and be confused why it isn't making progress. Isn't "Submit time" strictly more accurate?

For "Description" - that is to be consistent with the internal code, but I do like "Name" better so let's definitely change that.