Social and Behavioral Sciences Commons^™

Machine Learning As A Tool For Wildlife Management And Research: The Case Of Wild Pig-Related Content On Twitter, Lauren M. Jaebker, Hailey E. Mclean, Stephanie A. Shwiff, Keith M. Carlisle, Tara L. Teel, Alan D. Bright, Aaron M. Anderson

Human–Wildlife Interactions

Wild pigs (Sus scrofa) are a non-native, invasive species that cause considerable damage and transmit a variety of diseases to livestock, people, and wildlife. We explored Twitter, the most popular social media micro-blogging platform, to demonstrate how social media data can be leveraged to investigate social identity and sentiment toward wild pigs. In doing so, we employed a sophisticated machine learning approach to investigate: (1) the overall sentiment associated with the dataset, (2) online identities via user profile descriptions, and (3) the extent to which sentiment varied by online identity. Results indicated that the largest groups of online …