Conducting mixed method analyses of Twitter users' content and posting activity, this project explores personal, behavioral, and social factors predictive of abstinence or relapse during attempts to quit smoking. Going forward, we hope to expand this research to the design and deployment of adaptive smoking intervention technologies that provide personalized support.