Recovery Amid Pro-Anorexia: Analysis of Recovery in Social Media

• Published in: Proceedings of the SIGCHI conference on human factors in computing systems. CHI Conference Vol. 2016; p. 2111
• Main Authors: Chancellor, Stevie, Mitra, Tanushree, De Choudhury, Munmun
• Format: Journal Article
• Language: English
• Published: United States 01.05.2016
• Subjects: recovery; anorexia; social media; Tumblr; proana
• DOI: 10.1145/2858036.2858246

Online communities can promote illness recovery and improve well-being in the cases of many kinds of illnesses. However, for challenging mental health condition like anorexia, social media harbor both recovery communities as well as those that encourage dangerous behaviors. The effectiveness of such platforms in promoting recovery despite housing both communities is underexplored. Our work begins to fill this gap by developing a statistical framework using survival analysis and situating our results within the cognitive behavioral theory of anorexia. This model identifies content and participation measures that predict the likelihood of recovery. From our dataset of over 68M posts and 10K users that self-identify with anorexia, we find that recovery on Tumblr is protracted - only half of the population is estimated to exhibit signs of recovery after four years. We discuss the effectiveness of social media in improving well-being around anorexia, a unique health challenge, and emergent questions from this line of work.