In recent years there has been an increase in the research on the gender gap in academia using bibliometric methods and approaches. Following a snowball method to gather literature, this narrative literature review aims at organizing the ideas of this explosion of research in order to find new insights into the research of gender gap in science. We first analyze methodological elements of research (focusing on gender disambiguation techniques, unit of analysis and causality issues).