Are there woods nearby? He could get tangled up in branches or bushes if he is wearing his harness. It happened to my sister's dog. He ran off when she was out of town and someone else was taking care of him. She did find him eventually by walking the woods herself and calling for him. She found him cold, wet, and hungry after about 10 days, but still alive.