Drawing on novel approaches from data science, we examine the content of more than 30,000 published papers. Overall, we find a striking lack of diversity in the topics investigated and the methodological approaches used. Almost all finance research is conducted using techniques from economics and mathematics, with virtually no use made of qualitative methods or interdisciplinary approaches [. . .] Leading finance research is concentrated in elite US institutions, and has a disproportionately strong citation-based impact (Brooks and Schopohl, 2018, p. 615, highlighting added).A second paper, published in Critical Perspectives on Accounting summarised that:The quantity of finance research has grown enormously over the past two decades, yet questions remain over its breadth and ability to benefit the economy and society beyond academia. Using multisource data, we argue that individual and institutional incentives have fostered insularity and a consequent homogeneity in the discipline. We examine the characteristics of research that is published and cited in the leading field journals in finance, arguing that the work has become abstract and unrelated to real world issues. The work published in the "top" journals makes increasing use of US data, even where the researchers are drawn from different countries. Using information from impact assessment, publication patterns, and grant capture, we illustrate that this narrow agenda lacks relevance to the financial services sector, the economy or wider society compared to other areas of business and management research. In particular, we highlight the relative absence of research on ethics in academic finance and discuss the likely consequences for the discipline including its relevance to society (Brooks et al., 2019, p. 24, highlighting added).It is especially poignant that these two reviews of finance research were published in accounting journals. Perhaps they would not have been able to survive the review process in finance journalsor would even have been met by a desk reject.This paper does not attempt to provide a comprehensive and exhaustive survey of the academic literature but rather seeks to give a flavour of the representation of qualitative