Distinctive Voices: Political Speech, Rhetoric, and the Substantive Representation of Women in European Parliaments
| Published date | 01 November 2023 |
| Author | Jens Wäckerle,Bruno Castanho Silva |
| Date | 01 November 2023 |
| DOI | http://doi.org/10.1111/lsq.12410 |
797
LEGISLATIVE STUDIES QUARTERLY, 48, 4, November 2023
DOI: 10.1111/lsq.12410
JENS WÄCKERLE
University of Cologne
BRUNO CASTANHO SILVA
University of Cologne
Distinctive Voices: Political Speech,
Rhetoric, and the Substantive
Representation of Women in
European Parliaments
As the share of women in parliaments rises, increased attention is paid
to how they substantively represent women. Meanwhile, the availability of
parliamentary speech data has enabled researchers to dissect politicians’ rhe-
torical patterns. We combine these two literatures to ask whether rhetorical
differences between men and women in parliament are connected to style,
policy, and preferences of women voters. We apply machine- learning models
to speeches from five West European parliaments (2000– 18) to measure the
femininity of the rhetoric used in each speech. Results show that women and
men talk differently in parliament, and that this distinctiveness is due to both
style and substance. Combining these results with public opinion surveys, we
find that women MPs have the most distinctively “feminine” discourse on is-
sues that are most salient to women in society. These findings showcase the di-
rect connection between descriptive and substantive representation of women
in contemporary democracies.
Europe has seen a general but uneven increase in the share
of women parliamentarians in recent decades. In some countries,
such as Sweden, more than 40% of members of parliament (MPs)
are women while others, like Ireland, rarely have women making
up more than 15% of the legislature. Equality in gender repre-
sentation is a desirable goal in politics as a matter of justice in
itself, but also because we know that, among the public, women
have systematically different preferences and behavior than men
© 2023 The Authors. Legislative Studies Quarterly published by Wiley
Periodicals LLC on behalf of Washington University in St. Louis.
This is an open access article under the terms of the Creative Commons
Attribution License, which permits use, distribution and reproduction in
any medium, provided the original work is properly cited.
798 Jens Wäckerle and Bruno Castanho Silva
(e.g., Chattopadhyay and Duflo 2004; Gerrity, Osborn, and
Mendez 2007; Homola 2019). The presence of fewer women in
politics than their share in the population means that their voices
and interests are underrepresented, marking an essential flaw in
representative democratic systems.
It is necessary to carefully study how having more women in
parliaments (descriptive representation) translates into more dis-
tinctively feminine voices in the political debate, who will also act
for women (substantive representation). As Jane Mansbridge and
others have argued, the presence of women has an important but far
from straightforward impact on how well women are substantively
represented in politics (Mansbridge1999, 2003; Phillips1995). We
argue that in order to get a comprehensive picture of how women
act for women in parliament, we need to look at parliamentary
rhetoric as an expression of political action, focusing thus on how
women’s priorities are represented in parliament. This allows us to
get a step closer to understanding how substantive representation
works in practice.
Research on political rhetoric has shown that men and
women speak differently once elected (Childs2004; Dietrich,
Hayes, and O’Brien 2019; Hargrave and Langengen 2020;
Kathlene1994). While these differences tend to diminish over
time (Hargrave and Blumenau2022), they suggest that politi-
cal debate is changed by the presence of women. In this article,
we ask: is this difference connected to the substantive repre-
sentation of women? Recently, several studies have looked at
whether the share of women in parliament affects policy out-
comes towards assumed women’s preferences (e.g., Clayton and
Zetterberg 2018; Funk and Philips 2019; Mavisakalyan and
Tarverdi2019; Svaleryd 2009; Weeks and Masala 2022), but
we argue that even besides changing policy outcomes, women
speaking distinctively for women in parliament entails substan-
tive representation.
More specifically, we analyze the gendered nature of parlia-
mentary debate using advanced techniques of natural language
processing, applied to a corpus of speeches from five national
parliaments (Germany, Ireland, Netherlands, Spain, and Sweden),
over almost two decades. We adapt a recent insight by Peterson
and Spirling(2018) and use machine- learning models on parlia-
mentary speeches to predict speakers’ gender: the easier it is for a
model to tell whether a speech is given by a man or a woman, the
more distinctively women are speaking in relation to men. We then
799Distinctive Voices
proceed to investigate the sources of that distinctiveness: is it be-
cause women have a different style from men (how they speak), be-
cause women speak about different issues (what they talk about),
or both? Additionally, we use survey data on the national level to
establish which policy areas were important to women at the time
of speeches to see whether women MPs’ rhetoric is connected to
the salience of issues for women in society.
Our contribution is two- fold. First, we connect the study of
rhetoric to policy preferences of women. We not only show that
women speak differently from men, but that they do so particu-
larly when addressing policy areas in which, according to public
opinion surveys, women care the most in relation to men. This al-
lows us to establish a direct connection from women’s priorities to
women MPs’ parliamentary rhetoric. Second, we use an innovative
method, machine learning, to do so. This allows us to approach
the issue without a set preconception of how women’s speech
should be different from men’s. This method can be extended in
the future to study how gendered discourse by MPs is connected
to various other political phenomena. Taken together, these find-
ings provide strong evidence that women’s presence in parliament
is directly linked to substantive representation of women and that
the distinctive way in which women communicate in parliament
reflects societal differences with potential policymaking impacts.
Women and Political Rhetoric
What women MPs express in their speeches, and how, is
something that can mark the difference to words and actions by
men in parliament. The question then is, do women parliamen-
tarians speak differently from men? In a highly formalized setting
such as parliamentary politics, most other social group symbols
are somewhat restricted: conduct and dress codes are standard-
ized with little space for individual expression. With the prevalence
of speech as a centerpiece of political action for individuals to
disclose themselves to others (Arendt1998), parliamentary per-
formance through language is the primary way in which women
politicians could stand out from men and represent women voters
through their actions.
Analyzing the rhetoric of women and men in parliament has fo-
cused on two broad categories. First, analyses of grammar and style
focus on women having a more “conciliatory” or “relational” style,
often attributed to and expected from them (Coates 2015; Park et
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