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A Corpus-Assisted Critical Discourse Analysis: Constructions of
Identity and Power in Animal Farm by George Orwell
*1
Mazlin Azizan,
2
Nurul Syafiqah Mohd Nasir,
3
Nazira Osman
1, 2
Academy of Language Studies, Universiti Teknologi Mara (UiTM) Shah Alam
3
Academy of Language Studies, Universiti Teknologi Mara (UiTM) Perlis
DOI: https://dx.doi.org/10.47772/IJRISS.2025.924ILEIID0060
Received: 23 September 2025; Accepted: 30 September 2025; Published: 31 October 2025
ABSTRACT
This study incorporates a corpus-assisted Critical Discourse Analysis (CDA) methodology to analyse the way
language in George Orwell's Animal Farm structure’s identity and authority. Following Van Dijk's theory of
ideological polarization and Fairclough's three-dimensional model, the study focuses on how stylistic
components such as slogans, repetition, and collocations can reinforce binary distinctions between groups and
ideological assertions. Given that Animal Farm has been extensively studied via political and allegorical
viewpoints, little research has been put toward exploring the discursive significance of Orwell's linguistic
choices in shaping both power and identity. By including AntConc corpus tools into the analysis, the study
strengthens CDA clarity and empirical support. The findings suggest that phrases and collocations may
disclose systematic approaches for building in-group legitimacy (the pigs) and out-group deviance (the other
animals). The present study contributes a methodologically distinct contribution to the structure of
sociolinguistics by researching how language is used to define identity and power in a fictional narrative. It
indicates how corpus-assisted CDA assists in helping researchers comprehend the ideological aspects of
discourse and how they intersect with social power relations. Moreover, the findings emphasize fiction's
relevance as an acceptable domain for sociolinguistic study, and CDA may disclose the ideological
mechanisms inherent to the narrative. The study provides both practical and theoretical additions to the fields
of applied linguistics and the arts and humanities.
Keywords: Critical Discourse Analysis, Identity Construction, Ideology, Animal Farm, Corpus Linguistics
INTRODUCTION
In the context of sociolinguistics, language is not just a means of communication but rather a dynamic social
practice that serves to establish, maintain, and challenge ideologies, identities, and hierarchies (Van Dijk,
2006). The study of speech as an aspect of power struggle, where language can be utilized to establish
dominance and resistance, constitutes one of the fundamental principles of sociolinguistic inquiry. An
increasing number of researchers are researching how fictions and narratives embed ideological meaning,
regardless of how a significant amount of this study has been done in the context of political speeches, media
texts, and institutional discourse (Jeffries, 2010). Fiction provides an especially informative corpus for
evaluating the ways in which language is utilized to imitate or challenge power hierarchies because of its
stylized and regulated vocabulary.
Animal Farm (1945) written by George Orwell functions as a significant foundation for this study. The novel
serves as an allegorical indictment of tyranny, sometimes regarded as a commentary on Russian Stalinism. The
deceptively straightforward narrative focused on a collective of farm animals that revolt against their human
farmer, only to encounter a different type of subjugation, offering significant material for analysing how
language enables the formation of ideological power. Although many have focused on the novel's themes and
allegorical dimensions (as mentioned by Rodden, 1999), a notable gap remains in linguistic research regarding
the use of language in the novel as a means of ideological control. This is especially applicable in the area of
methodologically rigorous, data-driven analysis grounded on sociolinguistic perspectives.
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The study applies a corpus-assisted Critical Discourse Analysis (CDA) approach to analyze how linguistic
components in Animal Farm form social identities and reinforce ideological authority. This research adopts
Faircloughs (1995) three-dimensional model, which evaluates textual, discursive, and cultural factors,
alongside Van Dijk’s (2006) theory of ideological polarization, to explore the application of stylistic devices
like repetition, slogans, and collocations in encoding and standardizing the dynamics of power. Subsequently,
this study employs a sociolinguistic framework to analyse how fiction resembles real-world discourse
practices, presenting insights into the method by which that language shapes and reflects reality in society.
The present analysis is distinguished from existing literary or thematic assessments by using the application of
a corpus linguistic tool, AntConc. According to Anthony (2019), AntConc is designed to computationally
validate characteristics of language used in the novel. The corpus-assisted approach enables extensive and
profound insights, supporting the observation of linguistic patterns that may be overlooked in an exclusively
qualitative study. Therefore, the hybrid approach consisting of Critical Discourse Analysis and corpus
linguistics has been found to strengthen methodological clarity and replicability, consequently reinforcing the
validity of outcomes on the ideological significance of language within the source material (Mahlberg, 2013).
The study is embedded within a developing interdisciplinary framework in applied linguistics and
sociolinguistics that regards fiction not primarily as a source of entertainment or cultural representation but
also as a valid domain for critical language study. While extravagant in nature, fictional literature frequently
utilizes the same discursive methods prevalent in political and institutional discourse. A few critical discourse
studies have discussed how fiction uses discursive techniques equivalent to those in institutional and political
literature, providing credence to this approach (Flowerdew & Richardson, 2018; Wodak, 2021). The research
contextualizes Animal Farm within an analytical framework, enhancing the comprehension of how fictional
narratives convey beliefs and revealing the various contexts in which language shapes power and identities.
The result of this study aims to address methodological and qualitative insufficient contributions to the body of
knowledge. Regardless of the wide range of applications of CDA to non-literary genres such as newspapers,
political speeches, and policy documents (Wodak & Meyer, 2009), its implementation in literary texts,
particularly when paired with corpus-based methodologies, remains limited. This study offers a distinctive
contribution to sociolinguistic approach and the discourse analysis of literary fiction, corresponding with the
objectives of applied language studies that encompass theory, method, and context in the analysis of language
use.
In line with the aims, these research questions operate as the foundation for this study:
How does language adopted in Orwell’s Animal Farm construct social identities and ideological power?
What stylistic and discursive strategies are employed in the novel to polarize in-groups and out-groups?
How can a corpus-assisted CDA approach provide empirical insights into the ideological discourse of the
novel?
LITERATURE REVIEW
Critical Discourse Analysis and Power
The interconnection of language, ideology, and identity has traditionally served as an integral topic in
sociolinguistics, notably within the context of Critical Discourse Analysis (CDA). Within the core of CDA is
its belief of how discourse constitutes a social practice through which power relations within society are
implemented, contested, and sustained (Fairclough, 1995). This stance regards language not simply as an
impartial carrier of meaning, but as an intentional and culturally integrated tool for shaping ideology and
producing societal truths (Wodak & Meyer, 2009). The incorporated methodological focus on the inequality of
power and its critical evaluation of language makes it particularly suitable for researching ideologically
motivated novels like Animal Farm (1995).
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Studies on Animal Farm and Ideology
The publication of Orwell's narratives has undergone extensive research from both literary and political
viewpoints, with scholars regularly highlighting its allegorical criticism of Stalinism and its ethical-
philosophical dimensions (Gleason, 2018). Despite these interpretations helping clarify the overarching
political message of the writing, a good portion often neglect the smaller-scale linguistic strategies that define
power and identity (Grigoryan, 2020; Lazar, 2020). The most recent discourse-oriented studies are beginning
to address this matter. Khafaga (2021) studied a pragma-stylistic analysis of persuasive discourse in Animal
Farm, highlighting rhetorical devices comprising euphemism, assumption, and repetition. Additionally, Merzah
(2024) explored the role of character dialogues in ideological persuasiveness. However, these studies typically
rely on qualitative interpretation devoid of empirical assurance, therefore necessitating more methodologically
robust, data-supported strategies.
Theoretical Framework: Fairclough’s Model and Van Dijk’s Model
The present research extends these foundations by utilizing Fairclough’s (1995) three-dimensional model of
Critical Discourse Analysis, which covers three analytical levels: textual, discursive practice, and social
practice. It evaluates language attributes composed of vocabulary, grammar, coherence, and rhetorical devices
on a textual basis. The discursive practice aspect focuses on the processes of composing texts and reception,
whereas the social practice element establishes discourse within wider institutional and ideological
frameworks. This triadic framework facilitates a comprehensive study of how discourse shapes and justifies
social power. The combination of Fairclough’s three-dimensional framework and Van Dijk’s ideological square
aligns with recent applications of CDA in studying ideological polarization in fictional literature (Reisigl,
2020).
This research also integrates Van Dijk’s (2006) theory of ideological discourse structures, namely his definition
of the “ideological square,” together with Fairclough’s model. This paradigm demonstrates how group
polarization is discursively accomplished by emphasizing the positive characteristics of the in-group while
downplaying or demeaning the out-group. In Animal Farm, this polarization is distinctively reinforced by the
opposition of the ruling pigs and the other animals, with linguistic selections influencing hierarchical divisions.
Van Dijk’s model permits an in-depth comprehension of how these patterns correspond with the ideological
portrayal of events and characters. There is a strong complementarity between the approaches which provides
an integrated framework to address language and power issues. Fairclough’s model allows for a multi-tiered
analysis of how discourse functions at the micro-level of text, the meso-level of production and consumption,
and the macro-level within broader sociocultural systems. Similarly, Van Dijks ideological square offers a
methodology for understanding discoursive construction of polarization, by accentuating in-group virtues
versus downplaying or discrediting out-group. These frameworks offer a more nuanced, critically informed
and historically grounded analysis of the ways Orwell represents authoritarianism, marginalization and
ideological manipulation as taking place through Animal Farm.
Corpus Linguistics in CDA
In lieu of the distinctions between the qualitative method and the studys potentials, corpus linguistics as a tool
is applied to improve analytical precision and empirical underpinning. Corpus linguistics contributes a
quantitative layer to discourse analysis by demonstrating patterns, frequencies, and collocations across
extensive text databases (McEnery & Hardie, 2012). AntConc, a concordance software designed by Anthony
(2019), allows the collection and visualization of these patterns. The study implements practices such as
keyword analysis, collocation mapping, and concordance line assessment to transcend subjective
interpretations and furnish systematic indication of ideological discourse structures throughout the novel.
Some recent works also demonstrate that corpus-assisted CDA clarifies transparency and replicability in the
analysis of ideological literature (Baker, 2021; Partington et al., 2018).
Previous studies have illustrated the potential of combining corpus methodologies with CDA. Baker et al.
(2008) has shown that these approaches can improve the transparency and replicability of discourse analysis.
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Mahlberg (2013) highlighted the relevance of corpus stylistics in the study of narrative prose, particularly in
the writings of Charles Dickens. In spite of these advancements, a gap persists in corpus-assisted Critical
Discourse Analysis studies associated with Orwell’s fiction, mainly within the Malaysian postgraduate
research. This study thus aims to fill that gap by offering a data-driven, theoretically based review of Animal
Farm.
The present paper leverages sociocognitive and structuralist approaches, with statistical methods from corpus
linguistics, to further develop the interdisciplinary analysis of fictional texts as a socially significant discourse.
It depicts Animal Farm not merely as a piece of literature, but as a sociolinguistic component that replicates
and perpetuates ideological disputes. This method of study aligns with overarching patterns in applied
language studies that emphasize methodological innovation and critical study of language as a means of social
movement.
METHODOLOGY
In this study, a qualitative research design based on Critical Discourse Analysis (CDA) is applied and
enhanced by corpus linguistics approaches to analyze how Orwells Animal Farm establishes identity and
authority through language, utilizing a methodologically robust and empirically validated framework. It
supports the combination of interpretative sociolinguistic analysis with empirical data acquired via a corpus-
assisted tool.
Corpus Selection and Preparation
This study utilizes the complete text of Animal Farm by George Orwell as the primary data source, which has
been widely recognized for its ideological depth and linguistic simplicity. The text was sourced from a verified
public domain version and formatted into plain text for compatibility with corpus analysis tools. To ensure
accuracy, the text was cleaned to remove metadata, chapter headings, and extraneous punctuation that could
distort frequency counts or collocation trends.
In the aftermath of cleaning, the text was uploaded into AntConc 3.5.8 (Anthony, 2019), a corpus analysis
software specialized to measure lexical frequencies, collocations, keyword clusters, and concordance
relationships. Considering its limited dimension, Animal Farm's cohesive narrative and ideological depth
provides appropriate results for focused study within a specific contextual study.
Analytical Framework
This study operates Fairclough’s (1995) three-dimensional model of CDA in three phases:
Textual Analysis: The first phase entails an in-depth evaluation of linguistic characteristics, including word
frequency, lexical repetition, pronoun usage, and significant collocations. A particular focus is placed on
ideologically crucial terminology such as "comrade," "enemy," and "equal," whose interpretations vary
throughout the narrative. The frequency and collocation functions of AntConc are employed to discern patterns
that signify speech strategies.
Discursive Practice Analysis: The second phase addresses the production and consumption of written
material within the fictional domain. For example, the persona of Squealer is studied for his role in
propagating state ideology through linguistic manipulations. This phase additionally examines the
dissemination of slogans and directives among the animals to internalize a shared identity.
Social Practice Analysis: The last phase explores the text within the broader ideological and sociopolitical
framework; it symbolizes specifically the emergence of totalitarian leadership. This evaluation examines
Orwell's application of discursive ambiguity and semantic inversion as evidence of how language is used to
legitimize social inequity and exert authority.
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Corpus Techniques and Tools
This section highlights the corpus methods and tools used in the analysis, which include frequency analysis,
collocation analysis, and concordance analysis.
Frequency Analysis: This feature outlines the most frequently used phrases and terminologies associated with
social categorization, authority, and compliance, presenting a comprehensive overview in the discursive
context.
Collocation Analysis: In this component, it highlights lexical pairs and associative connections. The
collocates of the character "Napoleon" are studied to identify the linguistic development of leadership.
Concordance Analysis: Through this analysis, micro-contextual insights by demonstrating key phrases within
their immediate linguistic context will facilitate the comprehension of pragmatic meaning and semantic
progression.
These three corpus techniques are implemented not separately but simultaneously with the sociolinguistic
frameworks addressed in the literature review.
Ethical Considerations and Limitations
The data gathered in the study presents no concerns regarding ethical considerations since the study utilizes the
material of fictional literature freely accessible in the public domain. Nevertheless, the only limitation is the
corpus size, which constrains the generalizability of some quantitative points of view. Empirical analysis
underscores high-frequency elements and discourse-relevant lexical patterns to help to minimize this by
highlighting qualitative depth over statistical evaluation.
In summary, the methodology used assures a thorough, statistically backed analysis of how language in Animal
Farm constitutes social meaning. It also offers novel possibilities on how works of literature into real-world
language learning can be linguistically researched.
RESULTS AND DISCUSSION
Previous corpus-assisted critical discourse studies of Animal Farm have highlighted a significant amount of
identified patterns in Orwell's language strategies which influence ideological identity and power connections,
which are also found in this study. Through employing frequency, collocation, and concordance assessment,
three significant language methods were recognized: the reiteration of slogans, the polarization of group
identities in collocational patterns, and the semantic manipulation of ideological phrases. The results have
illustrated the discursive strategies Orwell draws on to describe authoritarian regimes and validate hierarchical
power structures within the context of the novel.
Repetition and Ideological Internalization
A prevalent strategy highlighted through frequency analysis is the evident utilization of recurring slogans. The
expressions “Four legs good, two legs bad” and “All animals are equal” appeared among the most frequently
occurring phrases in the corpus, often utilized in substantial narrative and dialogic circumstances. Slogans like
this function as language tools for ideological amplification. Their recurring application reflects actual political
propaganda, aiming to reduce the complexity of reality, widespread ideological beliefs, and suppress dissenting
perspectives (Wodak & Meyer, 2009). The overarching repetition of “Four legs good, two legs bad” develops a
binary division which corresponds with the ideological square, underlining in-group cohesiveness and out-
group animosity. The in-group and out-group discourse strategies are extensively documented in CDA studies
on political propaganda (Machin & Mayr, 2023).
Additionally, repetition not only promotes in-group cohesion but also hampers critical thinking among the
members of the group. The slogans modify into affirmations, decreasing linguistic diversity and thus
restricting the animals' interpretive independence. This coincides with Fairclough’s (1995) theory that
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language is communicated ideologically through narrowing the possibilities to form meanings and
comprehension and controlling societal cognition. Jeffries (2010) further observes that repetition and
parallelism act as stylistic strategies that integrate ideological propaganda into a text, cultivating political
authority into standard language.
Collocational Patterns and Group Polarization
The collocation analysis through AntConc recorded some of the specific lexical co-occurrences linked to
important characters such as Napoleon and Snowball. The above is a typical example: Napoleon’s name
appears often together with words like comrade,” “leader,” and “order,” placing him in a semantic field of
authority and ruling status. Snowball, on the other hand, is frequently mentioned with “traitor,” “enemy,and
exile,” even after he has been banished from the farm. Such collocational patterns serve to reinforce binary
oppositions that correspond to actual propaganda strategies in the world, as proposed in Van Dijk (1998)s
model of ideological discourse.
Through the corpus analysis, the idea shows that the dichotomy between loyalty and dissent is a linguistic
strategy. Pigs are pure or centred around positive traits that are naturalized as the exclusive purview of the in-
group, with the dissenters or outsiders being assigned negative traits. For instance, the most Orwellian thing
about Chapter 7 was that Napoleon uses the word” comrade throughout every other sentence as he
masterminds a purge. This strategic repetition of an apparently all-embracing word serves to numb violence
and sustain false unity, thereby disguising the regime's oppressive use of force. Similarly, the near-constant use
of the term “traitor” when Snowball becomes a target during the political purges demonstrates how language
was used to redefine formerly revered individuals as existential threats. Such lexical framings indicate
conscious efforts to construct group perception and discourage dissenting views. Such instances provide useful
qualitative substantiation for the collocation analysis, and they serve as anchor points between abstract corpus
patterns and recognizable stories. This not just builds a moral hierarchy but also justifies the authority of the
ruling class. The intentional discursive constructions of loyalty and dissent mirror ideological polarization
components discussed in CDA literature (Reisigl, 2020). Collocational profiles that encode implicit evaluative
and ideological positions within discourse, also indicate the way characters are constructed discursively. This
therefore illustrates that they can surface to function in a similar way (Simpson, 2004).
Lexical Framing and Ideological Shifts
An in-depth analysis of concordance lines comprising the word "equal" indicates Orwell's manipulation of
ideological positioning. Initially implemented as an indicator of fairness and solidarity, "equal" progressively
grows ambiguous and satirical as the story moves forward. The final use in the reformed slogan, "All animals
are equal, but some animals are more equal than others," suggests how language may be reinterpreted to
promote opposition ideological agendas.
The preceding instance of semantic inversion displays Orwell's insight on the flexibility of political discourse.
Fairclough (1992) clarifies that discourse deliberately reconstructs ideology by intentional recontextualization,
instead of merely analyzing it. The varying usage of "equal" in Animal Farm depicts how dominant groups
modify terminologies in accordance with expanding the hegemonic structures of power. This corresponds in
line with Wales' (2014) findings that suggest ideological redefinition to frequently involve the distortion or
ironic repurposing of significantly ideal agenda to justify shifts in hierarchy.
Discourse, Identity, and Social Practice
Repetition, collocation, and semantic framing are not considered independent discourse strategies.
Alternatively, they become integrated into a broader framework of social and discursive practices which
function as an allegorical critique of dictatorship. Orwell's linguistic choices act as an illustration of the way
authoritarian discourse validates oppression and shapes perspectives on subjects.
Squealer, the regime's propagandist, possesses a fundamental position within this framework of authority. His
dialogic discourse repeatedly implements rhetorical questions, modality, and hedging to conceal truth and shift
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responsibilities, strategies that are extensively documented in real-world political rhetoric (Khafaga, 2021). By
evaluating these patterns, this study expands the scope of sociolinguistic research by studying the ways in
which fictional discourse may replicate the mechanisms behind ideological exploitation. Irony and metaphor
also play a major role in the formulation of ideological positioning and identity in the novel. For example, the
ironic message of that last commandment “All animals are equal, but some animals are more equal than
others” — is a commentary on perverted egalitarianism. Another element that helps to draw current reality and
satire closer concerns the figurative expressions in the story, for example, by focusing on pigs as a metaphor of
leading politicians. Such devices feed into the tension between dialogism and manipulation (Dialogismus und
Manipulation) and they accentuate that language that legitimates authorities is manipulative and in nature
(Rodden, 1999; Jeffries, 2010) and therefore is a sign of oppressive discourse. One of the recent studies
emphasizes the role of discourse in shaping group identities and sustaining power relations across both
fictional and non-fictional discourse (Flowerdew & Richardson, 2018; Wodak, 2021).
CONCLUSION
The preliminary findings prove that Orwell's language choices correspond to precise alignment with
sociolinguistic theories regarding authority and ideology. The patterns that have been identified, regardless of
being restricted by the size and scope of the corpus, constitute a solid basis for future study that will be more
extensive. A more thorough comprehension of the ideological function of discourse in literary texts may be
obtained by continued analysis, which may reveal additional strategies such as interdiscursivity, modality, and
metaphor.
For the purpose of discovering the method in which language in George Orwell's Animal Farm strengthens the
structures of power hierarchy and develops ideological identity, this study implemented a corpus-assisted
Critical Discourse Analysis (CDA) method. This research has identified fundamental discourse strategies, such
as repetition, collocational framing, and semantic recontextualization, that provide to the textual realization of
social dominance and identity within a group, illustrating on Fairclough's (1995) three-dimensional model and
Van Dijk's (2006) theory of ideological polarization, complemented by corpus linguistics tools.
The preliminary results suggest that Orwell's usage of repeating slogans operates as an indicator of ideological
internalization, while collocational analysis discloses recurrent binary depictions of in-group versus out-group
elements. More importantly, concordance analysis highlights the semantic manipulation of ideological notions
such as “equal” in order to justify inequity. These findings underscore Orwell's effective use of discourse in
conveying the mechanisms of oppressive regimes, along with comprehensive sociolinguistic theories of how
language validates and conceals power.
The research not only presents insights into Orwell's stylistic strategies but also fosters methodological
innovation by exhibiting the efficient use of corpus-assisted critical discourse analysis in assessing literary
texts. The combined methodology constitutes a reproducible integrated framework for discourse analysis in
applied linguistics, particularly to support studies with the goal of combining empirical tools with theoretical
perspectives. This method is consistent with recent advancements in corpus-assisted CDA that aim to enhance
empirical rigor in discourse studies (Baker, 2021; Machin & Mayr, 2023). It questions the academic line
between literary and sociolinguistic analysis, proposing for the incorporation of fiction as an appropriately
valid and informative area for discourse study.
Pedagogically, the inclusion of corpus-assisted Critical Discourse Analysis (CDA) can help facilitate a critical
understanding of reading and language in different sites of education. It allows students to explore ideological
meaning in text with the assistance of empirical evidence; by doing so it develops more sophisticated levels of
analysis and interpretation both for linguistic and literary purposes. Not only do students learn to identify
discourse patterns, but they also learn to interrogate how language shapes social worlds, power relations and
group identities. This practice is consistent with pedagogical intentions to foster critical literacies and reflective
reading of texts (Baker, 2006; Flowerdew & Richardson, 2018). Further studies could incorporate added
assistance corpus tools or comparative analysis with other politically relevant literary texts to assess the
generalizability of the findings. A more comprehensive corpus might identify patterns not immediately
apparent in the existing dataset, prompting stronger theorization.
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In fundamental terms, the findings verify that language, even in the context of fiction, is an effective tool to
generate societal perceptions. Through its purposeful use of language, Orwell's Animal Farm demonstrates the
ways ideological narratives are constructed, exchanged, and absorbed, consequently providing an essential
framework for sociolinguistic study of the mechanics of power, identity, and opposition, reflecting hidden
hegemonic social agenda and human expectations. This study also adds value to the field of applied linguistics
in terms of providing a framework which can be used for teaching or commercial purposes, especially the
promoting of critical discourse awareness among students. By combining theoretical knowledge and practical
instruments, it provides the students with tools to critically analyse language use and identify discourse’s
ideological premises, and the teaching and learning process can be curated specifically to cater to the students
according to their level of proficiency and understanding. It also offers a replicable and transferable model of
deploying corpus tools in literary discourse studies for methodological training and interdisciplinary pedagogy
across linguistics, literature and education (Wodak & Meyer, 2009; Baker, 2021).
ACKNOWLEDGEMENTS
I would like to thank my co-authors for their contribution throughout every stage of writing and amendments
of this article.
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