Ideally, "Show This Column When On A Dashboard" would be the default choice and the report builder would need to deselect to hide the column on a dashboard.
OR if the Advanced Options view could be expanded as the default, so that each time I am building or updating a report with lots of columns, I wouldn't have to click Advanced Options, then select "Show This Column When On A Dashboard" for each column.