scholarly journals The presence of occupational structure in online texts based on word embedding NLP models

2021 ◽  
Vol 10 (1) ◽  
Author(s):  
Zoltán Kmetty ◽  
Júlia Koltai ◽  
Tamás Rudas

AbstractResearch on social stratification is closely linked to analyzing the prestige associated with different occupations. This research focuses on the positions of occupations in the semantic space represented by large amounts of textual data. The results are compared to standard results in social stratification to see whether the classical results are reproduced and if additional insights can be gained into the social positions of occupations. The paper gives an affirmative answer to both questions.The results show a fundamental similarity of the occupational structure obtained from text analysis to the structure described by prestige and social distance scales. While our research reinforces many theories and empirical findings of the traditional body of literature on social stratification and, in particular, occupational hierarchy, it pointed to the importance of a factor not discussed in the mainline of stratification literature so far: the power and organizational aspect.

2021 ◽  
Author(s):  
Annamaria Silvana de Rosa ◽  
Elena Bocci ◽  
Mattia Bonito ◽  
Marco Salvati

Abstract Grounded in social representation theory and its empirical investigation into the ‘social arena’, inspired by the ‘modelling paradigmatic approach’, the research presented in this article is part of a larger project aimed at reconstructing the ‘multi-voice’, and ‘multi-agent’ discourse about (im)migration. Specifically, this contribution’s focus is on the exploration of shaping and sharing social representations about (im)migrants through communication via the social medium ‘Twitter’. A total of 1,958 tweets (967 Italian and 991 English tweets) were analysed through Systeme Portable Pour L’Analyse Des Donnees Textuelles [Portable System for Textual Data Analysis]SPAD in two lexical correspondence analyses. The results show a dichotomous discourse organising a semantic space structured around five different factors for the two distinct Twitter corpora: both clearly show polarised social representations of ‘immigrants–migrants’, leading to exclusion–inclusion policies depending on the discursive agent’s ideological affiliation in the Italian and the international political frame. Used as a propaganda tool, Twitter echoes the related pro- and anti-immigration polemical representations of opposite political leaders in posts that are positioned differently in relation to the progressive/conservative ideology.


2016 ◽  
Vol 8 (1) ◽  
pp. 53
Author(s):  
Marie-Christine Thaize Challier

<p>The paper focuses on the nature of a population distribution (polarized or not) and its possible influence on societal conflict. Despite theoretical and empirical studies on the link between population’s polarization and social conflict, the relationship remains in question. Up to now, the role of a multidimensional polarization has been neglected and the determination of social classes by their roles and functions (and not by their resource level) has been ignored. To extend the research, we first define a multidimensional polarization index and approach it empirically through quantitative and qualitative data (often textual data) over a very long period in accordance with the historiographical method. First, this paper refutes the stereotype of a medieval French urban population polarized between rich and poor. Second, over the same period, we build a database of the intensity and occurrence of societal conflict on a sample of twenty-four French towns. The paper finds that over time the low initial degree of the population’s polarization continued to decline while societal violence was increasing. Third, whereas polarization is excluded as a determinant of societal conflict, the inter-group heterogeneity measure (or social distance) highlights some relationships. The results show that societal upheavals may be quite connected with the social distance index defined between the high and middle classes; moreover, this social unrest may be greatly related with the index defined between the high and the low classes. By contrast, the results find an outbreak of societal conflicts when social distances between the middle and low classes decrease.</p>


2009 ◽  
pp. 99-116
Author(s):  
Dora Gambardella ◽  
Antonietta De Feo

- In this essay the authors propose some reflections about the impact of gender on the social representation of the occupational structure: the change in social perception of the occupations has been analysed through an integrated perspective, that takes into account feminization effects and the broader changes in work and institutions over the last twenty years.Key words: Gender, Feminization of labour market, Skilled professions, Social stratification, Occupational Stratification Scale, Social desirability


2015 ◽  
Vol 23 (2) ◽  
pp. 254-277 ◽  
Author(s):  
Christopher Lucas ◽  
Richard A. Nielsen ◽  
Margaret E. Roberts ◽  
Brandon M. Stewart ◽  
Alex Storer ◽  
...  

Recent advances in research tools for the systematic analysis of textual data are enabling exciting new research throughout the social sciences. For comparative politics, scholars who are often interested in non-English and possibly multilingual textual datasets, these advances may be difficult to access. This article discusses practical issues that arise in the processing, management, translation, and analysis of textual data with a particular focus on how procedures differ across languages. These procedures are combined in two applied examples of automated text analysis using the recently introduced Structural Topic Model. We also show how the model can be used to analyze data that have been translated into a single language via machine translation tools. All the methods we describe here are implemented in open-source software packages available from the authors.


2014 ◽  
Vol 45 (2) ◽  
pp. 127-134 ◽  
Author(s):  
Leigh Wilton ◽  
Diana T. Sanchez ◽  
Lisa Giamo

Biracial individuals threaten the distinctiveness of racial groups because they have mixed-race ancestry, but recent findings suggest that exposure to biracial-labeled, racially ambiguous faces may positively influence intergroup perception by reducing essentialist thinking among Whites ( Young, Sanchez, & Wilton, 2013 ). However, biracial exposure may not lead to positive intergroup perceptions for Whites who are highly racially identified and thus motivated to preserve the social distance between racial groups. We exposed Whites to racially ambiguous Asian/White biracial faces and measured the perceived similarity between Asians and Whites. We found that exposure to racially ambiguous, biracial-labeled targets may improve perceptions of intergroup similarity, but only for Whites who are less racially identified. Results are discussed in terms of motivated intergroup perception.


2020 ◽  
Vol 15 (4) ◽  
pp. 4-32
Author(s):  
Le Hoang Anh Thu

This paper explores the charitable work of Buddhist women who work as petty traders in Hồ Chí Minh City. By focusing on the social interaction between givers and recipients, it examines the traders’ class identity, their perception of social stratification, and their relationship with the state. Charitable work reveals the petty traders’ negotiations with the state and with other social groups to define their moral and social status in Vietnam’s society. These negotiations contribute to their self-identification as a moral social class and to their perception of trade as ethical labor.


2017 ◽  
Vol 25 (2) ◽  
pp. 788-832
Author(s):  
Lukas M. Muntingh

Egyptian domination under the 18th and 19th Dynasties deeply influenced political and social life in Syria and Palestine. The correspondence between Egypt and her vassals in Syria and Palestine in the Amarna age, first half of the fourteenth century B.C., preserved for us in the Amarna letters, written in cuneiform on clay tablets discovered in 1887, offer several terms that can shed light on the social structure during the Late Bronze Age. In the social stratification of Syria and Palestine under Egyptian rule according to the Amarna letters, three classes are discernible:1) government officials and military personnel, 2) free people, and 3) half-free people and slaves. In this study, I shall limit myself to the first, the upper class. This article deals with terminology for government officials.


2018 ◽  
Author(s):  
Mark Allen Thornton ◽  
Miriam E. Weaverdyck ◽  
Judith Mildner ◽  
Diana Tamir

One can never know the internal workings of another person – one can only infer others’ mental states based on external cues. In contrast, each person has direct access to the contents of their own mind. Here we test the hypothesis that this privileged access shapes the way people represent internal mental experiences, such that they represent their own mental states more distinctly than the states of others. Across four studies, participants considered their own and others’ mental states; analyses measured the distinctiveness of mental state representations. Two neuroimaging studies used representational similarity analyses to demonstrate that the social brain manifests more distinct activity patterns when thinking about one’s own states versus others’. Two behavioral studies support these findings. Further, they demonstrate that people differentiate between states less as social distance increases. Together these results suggest that we represent our own mind with greater granularity than the minds of others.


Author(s):  
Sigita Kušnere

Taking into account the research conclusions in social and natural sciences, gastropoetics as a research method allows to examine a literary text in-depth revealing the causal relationships and nuances of the psychological portrayal of characters, as well as analyse semantic pluralism providing more diverse interpretation opportunities of a literary text. In Andrejs Upīts’s novel “Bread” (Maize, 1914) the portrayed passengers of the third class train wagon are a micromodel of Western society, where food, sharing the food or its denial precisely reveal the hierarchic structure of community and the differences in social stratification, as well as human behavioural principles, which are based on the tradition that has evolved over thousands of years and can also be cross-compared with the behavioural principles observable among animals. Other aspects include the social undermining of certain social groups, for instance, older people, children, foreigners, as well as the marginalisation of these groups denying them the freedom of choice or action, equal rights, etc. Upīts in his novel constructs a social situation of a small community, accurately revealing the hierarchic structure, as well as collaboration and relationship models of the community.


Author(s):  
Patrick Chura

This chapter looks at the effects of capitalism and social stratification on notions of class identity in two groups of American realist novels. First, it analyzes a pair of literary responses by William Dean Howells to the 1886 Chicago Haymarket bombing as the lead-in to a discussion of realist works about voluntary downward class mobility or “vital contact.” With Howells’s A Hazard of New Fortunes as a reference point and paradigm, the chapter also explores the ideologies implicit in several novels about upward social mobility, noting how both groups of texts are ultimately guided by a genteel perspective positioned between dominant and subordinate classes. In similar ways, the novels treated in the chapter balance middle-class loyalties against identities from higher and lower on the social scale while sending messages of both complicity and subversion on the subject of capitalist class relations.


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