Yes! My dad has one of those ornamental lawn deer in his back yard near our hunting woods. It's been up for three years. Yesterday the thing was knocked over, the ears were chewed off, and the head was all crushed in. The ground was all chewed up with tracks. We think it was a big buck based on the tracks. This makes me think deer decoys might be a good strategy....