In Audubon's time, the only way to accurately paint a bird in detail was to shoot it, examine it, then paint it. It's also why so many of his paintings are of birds in unnatural positions.

Even today, museums and universities sometimes pay for non-rare birds to be collected by shotgun. Collections are needed for certain types of comparative analysis when trying to sus out whether two birds are different species or just variety within a species.