The application of BERTopic models to the analysis of Polish research publications in the field of economics and management Cover Image

The application of BERTopic models to the analysis of Polish research publications in the field of economics and management
The application of BERTopic models to the analysis of Polish research publications in the field of economics and management

Author(s): Paweł Lula
Subject(s): Social Sciences, Economy
Published by: Główny Urząd Statystyczny
Keywords: publication achievements; topic modelling; BERTopic method;

Summary/Abstract: The main objective of the article is to analyze topics from the field of economics and management discussed in the Polish publications from 2000 to 2024. The research process allowed the identification of the main topics and the evaluation of their importance in subsequent years covered by the analysis. The BERTopic model was chosen as the main research method. The paper presents both the theoretical basis of the employed research method and the results of its application to the analysis of the Polish publication achievements registered in the Scopus database. The paper presents a description of topics identified, a specification of the relationship between them and changes in the importance of each topic between 2000 and 2024. All calculations were performed using computer programs prepared in Python language.

  • Issue Year: 27/2026
  • Issue No: 1
  • Page Range: 155-168
  • Page Count: 13
  • Language: English
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