Statistical Significance

No.12167388 ViewReplyOriginalReport
On what basis do I decide if a 0.01 or a 0.05 or a 0.00001 is the "acceptable" level for significance?

Do I just pick what other people in the field are using (because that seems really arbitrary)? Or is there a science to it?