While small-scale sociolinguistic studies on monologues have shed some light on important features, we focus on modeling attributes from spoken conversations, building upon the work of <cite>Boulis and Ostendorf (2005)</cite> and show how gender and other attributes can be accurately predicted based on the following original contributions: