This intellectual output (IO2) is designed to introduce learners to the theorizing behind text-based psychological assessments, and some of the approaches used in Natural Language Processing (NLP). Importantly, it is not designed to be an series of tutorials on the current state-of-the-art in NLP, but rather a guide for social scientists to better understand some of the thinking behind NLP resear...