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Jana Bernhard-Harrer

Biographic Data

ID4396181
NAMEJana Bernhard-Harrer
GIVEN NAMESJana
FAMILY NAMEBernhard-Harrer
SIGNATUREBERNHARD-HARRER J
AFFILIATIONSUniversity of Vienna
ORCID0000-0002-7632-2802
VERIFIEDYes
TOTAL WORKS7
TOTAL CITATIONS21
AUTHOR COUNT7
EDITOR COUNT0
FIRST PUBLICATION YEAR2019
LATEST PUBLICATION YEAR2026
H-INDEX2
  • The Austrian Political Advertisement Scandal: Patterns of “Journalism for Sale

    Open Access•Paul Balluff, Jakob-Moritz Eberl et al.•ARTICLE•The International Journal of…•2026•Cited by: 6•References: 69

    Mounting concern surrounds the influence of political actors on journalism, especially as media outlets face increasing financial pressures. These circumstances can give rise to instances of media capture, a mutually corrupting relationship between political actors and media organizations. However, empirical evidence substantiating such mechanisms and their consequences remains limited, particularly in the context of Western democracies. This cha…

  • From crisis governance to electoral normality and the longest coalition negotiations: The 2024 Austrian parliamentary election

    Open Access•Manuel Elias Scharrer, Christina Gahn et al.•ARTICLE•West European Politics•2026•Cited by: 2•References: 16

  • Transformative Tools, Emerging Challenges: Empirical and Practical Experiences With Large Language Models for Text Classification and Annotation in Communication Studies

    Open Access•Tariq Choucair, Tariq dos Santos Choucair et al.•ARTICLE•AoIR Selected Papers of Internet…•2025

    Advancements in Large Language Models have been showing important research opportunities within the field of communication studies. It offers the capacity to conduct large-scale content classification and annotation with low computational expertise and reduced manual coding efforts, potentially allowing more possibilities for researchers in social sciences to explore understudied topics (Bail, 2023; Chang et al., 2024). Because of its functioning…

  • Beyond standardization: A comprehensive review of topic modeling validation methods for computational social science research

    Open Access•Jana Bernhard-Harrer, Randa Ashour et al.•ARTICLE•Political Science Research and…•2025

    As the use of computational text analysis in the social sciences has increased, topic modeling has emerged as a popular method for identifying latent themes in textual data. Nevertheless, concerns have been raised regarding the validity of the results produced by this method, given that it is largely automated and inductive in nature, and the lack of clear guidelines for validating topic models has been identified by scholars as an area of concer…

  • Blurring Boundaries: A Longitudinal Analysis of Skills Required in Journalism, PR, and Marketing Job Ads

    Open Access•Jana Bernhard-Harrer, Uta Rußmann•ARTICLE•Journalism & Mass Communication…•2024

    In today’s hybrid media system, communication professions are connected to media convergence, and this leads to a blurring of boundaries between journalism, public relations (PR), and marketing. Our study demonstrates the blurring boundaries of the communication professions through a longitudinal automated semantic analysis of 336,629 job postings in the fields of journalism, PR, and marketing published between 2015 and 2020 in Austria and German…

  • What’s in a name? The effect of named entities on topic modelling interpretability

    Open Access•Petro Tolochko, Paul Balluff et al.•ARTICLE•Communication Methods and Measures•2024•Cited by: 1•References: 7

    Topic Modelling has established itself as one of the major text-as-data methodologies within the social sciences in general, and in communications science, in particular. The core strength of TM approaches is the fact that it is essentially a 2-in-1 method, as it both generates clusters into which the texts may fall as well as classifies the texts according to the clusters. Previous research has pointed out that pre-processing text corpora is as …

  • Claiming the Crisis: Mediated Public Debates about the Refugee Crisis in Austria, the Czech Republic and Slovakia

    Open Access•Alena Kluknavská, Jana Bernhard-Harrer et al.•ARTICLE•Journal of Refugee Studies•2019•Cited by: 12•References: 11

    The arrival of refugees to Europe increased dramatically in 2015. This situation produced polarized responses across the European Union and caused intensive media attention and public debate. This study investigates claim-making on the so-called refugee crisis in the public sphere in three countries: Austria, the Czech Republic and Slovakia. It asks who shaped the discourse on the crisis in national public realms, how the discourse took shape and…

  • Claiming the Crisis: Mediated Public Debates about the Refugee Crisis in Austria, the Czech Republic and Slovakia

    Open Access•Alena Kluknavská, Jana Bernhard-Harrer et al.•ARTICLE•Journal of Refugee Studies•2019•Cited by: 12•References: 11

    The arrival of refugees to Europe increased dramatically in 2015. This situation produced polarized responses across the European Union and caused intensive media attention and public debate. This study investigates claim-making on the so-called refugee crisis in the public sphere in three countries: Austria, the Czech Republic and Slovakia. It asks who shaped the discourse on the crisis in national public realms, how the discourse took shape and…

  • The Austrian Political Advertisement Scandal: Patterns of “Journalism for Sale

    Open Access•Paul Balluff, Jakob-Moritz Eberl et al.•ARTICLE•The International Journal of…•2026•Cited by: 6•References: 69

    Mounting concern surrounds the influence of political actors on journalism, especially as media outlets face increasing financial pressures. These circumstances can give rise to instances of media capture, a mutually corrupting relationship between political actors and media organizations. However, empirical evidence substantiating such mechanisms and their consequences remains limited, particularly in the context of Western democracies. This cha…

  • From crisis governance to electoral normality and the longest coalition negotiations: The 2024 Austrian parliamentary election

    Open Access•Manuel Elias Scharrer, Christina Gahn et al.•ARTICLE•West European Politics•2026•Cited by: 2•References: 16

  • What’s in a name? The effect of named entities on topic modelling interpretability

    Open Access•Petro Tolochko, Paul Balluff et al.•ARTICLE•Communication Methods and Measures•2024•Cited by: 1•References: 7

    Topic Modelling has established itself as one of the major text-as-data methodologies within the social sciences in general, and in communications science, in particular. The core strength of TM approaches is the fact that it is essentially a 2-in-1 method, as it both generates clusters into which the texts may fall as well as classifies the texts according to the clusters. Previous research has pointed out that pre-processing text corpora is as …

  • Claiming the Crisis: Mediated Public Debates about the Refugee Crisis in Austria, the Czech Republic and Slovakia

    Open Access•Alena Kluknavská, Jana Bernhard-Harrer et al.•ARTICLE•Journal of Refugee Studies•2019•Cited by: 12•References: 11

    The arrival of refugees to Europe increased dramatically in 2015. This situation produced polarized responses across the European Union and caused intensive media attention and public debate. This study investigates claim-making on the so-called refugee crisis in the public sphere in three countries: Austria, the Czech Republic and Slovakia. It asks who shaped the discourse on the crisis in national public realms, how the discourse took shape and…

  • Blurring Boundaries: A Longitudinal Analysis of Skills Required in Journalism, PR, and Marketing Job Ads

    Open Access•Jana Bernhard-Harrer, Uta Rußmann•ARTICLE•Journalism & Mass Communication…•2024

    In today’s hybrid media system, communication professions are connected to media convergence, and this leads to a blurring of boundaries between journalism, public relations (PR), and marketing. Our study demonstrates the blurring boundaries of the communication professions through a longitudinal automated semantic analysis of 336,629 job postings in the fields of journalism, PR, and marketing published between 2015 and 2020 in Austria and German…

  • What’s in a name? The effect of named entities on topic modelling interpretability

    Open Access•Petro Tolochko, Paul Balluff et al.•ARTICLE•Communication Methods and Measures•2024•Cited by: 1•References: 7

    Topic Modelling has established itself as one of the major text-as-data methodologies within the social sciences in general, and in communications science, in particular. The core strength of TM approaches is the fact that it is essentially a 2-in-1 method, as it both generates clusters into which the texts may fall as well as classifies the texts according to the clusters. Previous research has pointed out that pre-processing text corpora is as …

  • Transformative Tools, Emerging Challenges: Empirical and Practical Experiences With Large Language Models for Text Classification and Annotation in Communication Studies

    Open Access•Tariq Choucair, Tariq dos Santos Choucair et al.•ARTICLE•AoIR Selected Papers of Internet…•2025

    Advancements in Large Language Models have been showing important research opportunities within the field of communication studies. It offers the capacity to conduct large-scale content classification and annotation with low computational expertise and reduced manual coding efforts, potentially allowing more possibilities for researchers in social sciences to explore understudied topics (Bail, 2023; Chang et al., 2024). Because of its functioning…

  • Beyond standardization: A comprehensive review of topic modeling validation methods for computational social science research

    Open Access•Jana Bernhard-Harrer, Randa Ashour et al.•ARTICLE•Political Science Research and…•2025

    As the use of computational text analysis in the social sciences has increased, topic modeling has emerged as a popular method for identifying latent themes in textual data. Nevertheless, concerns have been raised regarding the validity of the results produced by this method, given that it is largely automated and inductive in nature, and the lack of clear guidelines for validating topic models has been identified by scholars as an area of concer…

  • The Austrian Political Advertisement Scandal: Patterns of “Journalism for Sale

    Open Access•Paul Balluff, Jakob-Moritz Eberl et al.•ARTICLE•The International Journal of…•2026•Cited by: 6•References: 69

    Mounting concern surrounds the influence of political actors on journalism, especially as media outlets face increasing financial pressures. These circumstances can give rise to instances of media capture, a mutually corrupting relationship between political actors and media organizations. However, empirical evidence substantiating such mechanisms and their consequences remains limited, particularly in the context of Western democracies. This cha…

  • From crisis governance to electoral normality and the longest coalition negotiations: The 2024 Austrian parliamentary election

    Open Access•Manuel Elias Scharrer, Christina Gahn et al.•ARTICLE•West European Politics•2026•Cited by: 2•References: 16

Political science (4 works) · Computer Science (3 works) · Economics (3 works) · Law (3 works) · Politics (3 works) · Sociology (3 works) · Artificial Intelligence (2 works) · Business (2 works) · Computational and Text Analysis Methods (2 works) · Data science (2 works)

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