Diversity on the bench: An analysis of gendered biases in the language of Australian Family Law Court judgments

E Elma Akand Y Yanan Fan W Wayne Wobcke S Scott A. Sisson M Mehera San Roque

Abstract

In this paper we analyse gender-based biases in the language within complex legal judgments. Our aims are: (i) to determine the extent to which purported biases discussed in the literature by feminist legal scholars are identifiable from the language of legal judgments themselves, and (ii) to uncover new forms of bias represented in the data that may promote further analysis and interpretation of the functioning of the legal system. We consider a large set of 2530 judgments in family law in Australia over a 20 year period, examining the way that male and female parties to a case are spoken to and about, by male and female judges, in relation to their capacity to provide care for children subject to the decision. Structural topic modelling is used to develop coherent topics for sentences that fall under the notion of “capacity”, which are further differentiated by the gender of both the target of the sentence and the gender of the judge. The analysis reveals significant gendered differences in the language used in these documents, determined by both the gender of the target and the gender of the judge.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 20, Issue 9
Published September 08, 2025
Pages e0331841
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (5)

E

Elma Akand

Y

Yanan Fan

W

Wayne Wobcke

S

Scott A. Sisson

M

Mehera San Roque