Here in Eastern Canada, we call them caribou and they are regularly hunted as food. Though, moose is by far the most popular game meat. Almost everyone gets a moose hunting license in the (mostly) rural areas.
In my opinion caribou is far tastier than moose, however I could definitely see moose being a more thrilling hunt.