Can table rate shipping handling fees be a percentage?

I would like to add a “Handling fee” of 10% to a shipping zone, but it only seems to allow a fixed amount (ie: $2.50) in the Table Rate settings.

My Rate Settings are “Per order”, so using a percentage per item at that level is not an option.

Any suggestions for adding percentage handling fee to a shipping zone in table rate shipping?