I had a couple reasons: 
- It was making the classlist editor table hard to format because it was adding a lot of width to the columns.  
- The homework editor doesn't label fields this way.
- You have to click on the edit action to even get to this page.  

I guess i figured the "Edit: " was redundant ... but I'm not up on accessibility standards.