Exploring Accounting Research Topic Evolution: An Unsupervised Machine Learning Approach
June Cao, Zhanzhong Gu, Iftekhar Hasan
Journal of International Accounting Research,
No. 3,
2023
Abstract
This study explores the evolution of accounting research by utilizing an unsupervised machine learning approach. We aim to identify the latent topics of accounting from the 1980s up to 2018, the dynamics and emerging topics of accounting research, and the economic reasons behind those changes. First, based on 23,220 articles from 46 accounting journals, we identify 55 topics using the latent Dirichlet allocation model. To illustrate the connection between topics, we use HistCite to generate a citation map along a timeline. The citation clusters demonstrate the “tribalism” phenomenon in accounting research. We then implement the dynamic topic model to reveal the dynamics of topics to show changes in accounting research. The emerging research trends are identified from the topic analytics. We further explore the economic reasons and in-depth insights into the topic evolution, indicating the economic development embeddedness nature of accounting research.
Read article
Charts
Info Graphs Sometimes pictures say more than a thousand words. Therefore, we selected a few graphs to present our main topics visually. If you should have any questions or would…
See page
Financial Stability
Financial Systems: The Anatomy of the Market Economy How the financial system is constructed, how it works, how to keep it fit and what good a bit of chocolate can do. Dossier In…
See page
Privacy
Data Protection Policy We take the protection of your personal data very seriously and treat your personal data with confidentiality and in compliance with the provisions of law…
See page
IWH Flash Indicator
IWH Flash Indicator The IWH Flash Indicator is a forecasting tool which provides early information on economic development. While the German Federal Statistical Office publishes…
See page
Ludwig (Interview)
About the CIA and a glass of red wine ... Professor Dr Udo Ludwig on the beginnings of our institute The core of the IWH founding team came from the Institute for Applied Economic…
See page
Loose (Interview)
When there were almost no flats in Halle yet ... Brigitte Loose about IWH's foundation and development Ms Loose, how did you experience the early days of IWH? Looking back, it was…
See page
IWH Economic Barometer for East Germany
IWH Economic Barometer for East Germany IWH has developed a quarterly output method for determining East Germany's gross domestic product (excluding Berlin). The calculations were…
See page
Brown Bag Seminar
Brown Bag Seminar Financial Markets Department The seminar series "Brown Bag Seminar" was offered on a regular basis by members of the Financial Markets department and their…
See page
Imprint
Imprint and Disclaimer Imprint Institution and Address Halle Institute for Economic Research – Member of the Leibniz Association Kleine Märkerstraße 8 D-06108 Halle (Saale),…
See page
