Understanding themes in postsecondary research using topic modeling and journal abstracts

Abstract

We use topic modeling to determine the main areas of research in the literature on postsecondary education during the past 25 years, by analyzing journal article abstracts from three top postsecondary journals. Our approach requires the development of custom stopword and lemmatization lists. We illustrate the use of graphs to help understand the meaning of topics.