I think it'd be difficult constructing a scarecrow large enough to scare them away, considering our size difference.

[If anything the scarecrow might attract the birds, if only out of curiosity.]

Perhaps setting up some sort of contraption that makes a loud noise would work? Or to imitate a predator's noise like hissing or growling...