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Terms in journal articles associating with high quality: can qualitative research be world-leading?

Mike Thelwall (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)
Kayvan Kousha (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)
Mahshid Abdoli (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)
Emma Stuart (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)
Meiko Makita (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)
Paul Wilson (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)
Jonathan M. Levitt (Statistical Cybermetrics Research Group, School of Technology, University of Wolverhampton, Wolverhampton, UK)

Journal of Documentation

ISSN: 0022-0418

Article publication date: 7 February 2023

Issue publication date: 25 August 2023

240

Abstract

Purpose

Scholars often aim to conduct high quality research and their success is judged primarily by peer reviewers. Research quality is difficult for either group to identify, however and misunderstandings can reduce the efficiency of the scientific enterprise. In response, we use a novel term association strategy to seek quantitative evidence of aspects of research that are associated with high or low quality.

Design/methodology/approach

We extracted the words and 2–5-word phrases most strongly associated with different quality scores in each of 34 Units of Assessment (UoAs) in the Research Excellence Framework (REF) 2021. We extracted the terms from 122,331 journal articles 2014–2020 with individual REF2021 quality scores.

Findings

The terms associating with high- or low-quality scores vary between fields but relate to writing styles, methods and topics. We show that the first-person writing style strongly associates with higher quality research in many areas because it is the norm for a set of large prestigious journals. We found methods and topics that associate with both high- and low-quality scores. Worryingly, terms associated with educational and qualitative research attract lower quality scores in multiple areas. REF experts may rarely give high scores to qualitative or educational research because the authors tend to be less competent, because it is harder to do world leading research with these themes, or because they do not value them.

Originality/value

This is the first investigation of journal article terms associating with research quality.

Keywords

Acknowledgements

This study was funded by Research England, Scottish Funding Council, Higher Education Funding Council for Wales and Department for the Economy, Northern Ireland as part of the Future Research Assessment Programme (https://www.jisc.ac.uk/future-research-assessment-programme). The content is solely the responsibility of the authors and does not necessarily represent the official views of the funders.

Citation

Thelwall, M., Kousha, K., Abdoli, M., Stuart, E., Makita, M., Wilson, P. and Levitt, J.M. (2023), "Terms in journal articles associating with high quality: can qualitative research be world-leading?", Journal of Documentation, Vol. 79 No. 5, pp. 1110-1123. https://doi.org/10.1108/JD-12-2022-0261

Publisher

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Emerald Publishing Limited

Copyright © 2023, Emerald Publishing Limited

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