In this lecture, we will discuss a general overview on the advantages and limitations of automated content analysis using social media data, including data collection, using machine learning for content analysis and Machine Vision for categorizing images. Araujo is an assistant professor on corporate communication at the University of Amsterdam and researcher at the Amsterdam School of Communication Research (ASCoR).