Cobertura de diarios en Twitter de las elecciones autonómicas de Madrid 2021. Procesamiento de lenguaje natural y algoritmos de aprendizaje automático

2021 ◽  
Author(s):  
Alba Córdoba-Cabús ◽  
Manuel Hidalgo-Arjona ◽  
Álvaro López-Martín
Keyword(s):  
Language Processing ◽  
Media Coverage ◽  
General Pattern ◽  
News Coverage ◽  
Machine Learning Algorithms ◽  
The Media ◽  
Negative Messages ◽  
Processing Techniques ◽  
Emotional Value ◽  
Political Alignment

The aim of this work is to study the news coverage by the main Spanish generalist newspapers on Twitter during the campaign for the Community of Madrid elections in 2021 (n = 2,709). Natural language processing techniques and machine learning algorithms are applied to identify the predominant topic related to the elections and the mentions of candidates and political parties by each media, and to calibrate the emotional value of the messages published by El país, El mundo, Eldiario.es, and El confidencial. Among other findings, the results reveal how the media coverage focused mainly on campaign events and electoral debates. Despite the detection of minor differences between the newspapers, a general pattern emerges through this content, with a notable dominance of Isabel Díaz Ayuso but little influence of Rocío Monasterio as the lead candidates for their party. The sentiment analysis reveals the political alignment of each newspaper, using mainly negative messages with the aim of reducing the importance of a candidate or political party. While El país and Eldiario.es focused their criticism on Vox and the Partido Popular, El mundo and El confidencial criticized the actions of the national government, the PSOE’s proposal to join forces with Unidas Podemos, and Vox’s position, as well as emphasizing the disaster faced by Ciudadanos. It can be deduced that the media contributed to Ayuso’s success and to the consolidation of her image as an individual distinct from her own party. Resumen Se examina la cobertura informativa en las principales cabeceras generalistas españolas en Twitter durante la campaña de las elecciones a la Comunidad de Madrid en 2021 (n=2.709). Mediante técnicas de procesamiento de lenguaje natural y algoritmos de aprendizaje automático se identifica el tema preponderante vinculado a los comicios, se señala la incidencia de los candidatos y los partidos en cada medio y se calibra el valor emocional de los mensajes publicados por El país, El mundo, Eldiario.es y El confidencial. Entre otras pesquisas, los resultados evidencian cómo la cobertura mediática se centra, principalmente, en los actos de campaña y en los debates electorales. Pese a detectar pequeñas disimilitudes entre los diarios, se intuye un patrón generalizado: la notable incidencia de Isabel Díaz Ayuso y la escasa influencia de Rocío Monasterio como cabeza de lista en el contenido. A partir del análisis de sentimientos se constata la alineación partidista de las cabeceras, exponiendo, sobre todo, mensajes en tono negativo con la intención de mermar la relevancia de algún candidato o formación política. Mientras El país y Eldiario.es situaron en el centro de sus críticas a Vox y al Partido Popular, El mundo y El confidencial recriminaron la actuación del gobierno central, menospreciaron la proposición del PSOE a Unidas Podemos en aras de aunar votos, censuraron la postura de Vox e, incluso, insistieron en la debacle de Ciudadanos. Se deduce que los propios medios han contribuido al modelo de éxito de Ayuso y a la consolidación de su figura, propiciando ese individualismo y el distanciamiento de las siglas de su propio partido.

scholarly journals Parents and Teachers’ Perceptions of the Tone and Emotional Impact of Education News Coverage

2021 ◽  
Vol 2 (2) ◽  
pp. 193-207
Author(s):  
Kathryn Shine ◽  
Shane L. Rogers
Keyword(s):  
Public Perception ◽  
General Pattern ◽  
News Coverage ◽  
Emotional Impact ◽  
Teachers Perceptions ◽  
The Public ◽  
The Media ◽  
Standardised Testing ◽  
Perceptions Of Education ◽  
Education News

This study examines Australian teachers (n = 268) and parents’ (n = 206) self-reported perceptions of education news coverage and how the coverage affects them. Overall, the participants reported a perception that news coverage of teachers, schools, the education system and standardised testing was generally negative in tone. Participants reported typically feeling demoralised by negative stories and inspired by positive stories. A high importance was placed upon the public perception of education by participants. However, trust in the media reporting of educational issues was low. An exception to this general pattern of findings was that participants did not place as much importance upon the public perception of standardised testing and reported being less affected by negative or positive stories on that topic compared to the other education aspects. This research is one of the few studies to investigate the potential emotional impact that news coverage of education can have on media consumers.

Media reporting on public procurement: an analysis of UK press coverage, 1985–2018

2022 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Anthony Flynn ◽  
Irina Harris
Keyword(s):  
Economic Policy ◽  
Media Coverage ◽  
Public Procurement ◽  
News Coverage ◽  
Professional Services ◽  
Press Coverage ◽  
Government Officials ◽  
Content Type ◽  
The Media ◽  
International Comparative

Purpose The media is an important actor in public procurement, but research on its role is limited. This paper aims to investigate how the media has engaged with public procurement, using UK newspapers as a case example. Design/methodology/approach The method consisted of searching Nexis database for news articles on public procurement; automatic extraction of article attributes such as length, section, authorship; and manually coding each article for its theme and industry context. This produced quantitative indicators about the extent and focus of press coverage on public procurement. Findings Press coverage of public procurement increased between 1985 and 2018. The focus of coverage has been on governance failure and socio-economic policy. Governance failure, which includes corruption, cronyism and supplier malpractice, is associated with construction, outsourcing and professional services sectors. Socio-economic policy, which includes supporting small suppliers and favouring domestic industry, is associated with manufacturing, defence and agriculture. Research limitations/implications The analysis included UK media only. While the trends observed on the extent and focus of public procurement news coverage likely reflect the situation in other countries, international comparative research is still required. Practical implications Government officials should be more proactive in countering the “negativity bias” in news coverage of public procurement by showcasing projects where value-for-money has been achieved, services have been successfully delivered and social value has been realised. Social implications The media accentuates the negatives of public procurement and omits positive developments. The end-result is a selective and, at times, self-serving media narrative that is likely to engender cynicism towards public procurement. Originality/value To the best of the authors’ knowledge, this is the first study on media coverage of public procurement. It highlights that while there are similarities between media and academic treatment of public procurement, particularly in relation to its socio-economic side, the media emphasises governance failings and negative developments to a greater extent.

scholarly journals Presenting a strong and united front to tobacco industry interference : a content analysis of Australian newspaper coverage of tobacco plain packaging 2008–2014

BMJ Open ◽  
2018 ◽  
Vol 8 (9) ◽  
pp. e023485
Author(s):  
Caroline Louise Miller ◽  
Aimee Lee Brownbill ◽  
Joanne Dono ◽  
Kerry Ettridge
Keyword(s):  
Content Analysis ◽  
Media Coverage ◽  
Print Media ◽  
Tobacco Industry ◽  
News Coverage ◽  
Policy Debate ◽  
Political Debate ◽  
Plain Packaging ◽  
The Media ◽  
Implementation Delay

ObjectivesIn 2012, Australia was the first country in the world to introduce plain or standardised tobacco packaging, coupled with larger graphic health warnings. This policy was fiercely opposed by industry. Media coverage can be an influential contributor to public debate, and both public health advocates and industry sought media coverage for their positions. The aim of this study was to measure the print media coverage of Australian’s plain packaging laws, from inception to roll-out, in major Australian newspapers.MethodsThis study monitored mainstream Australian print media (17 newspapers) coverage of the plain packaging policy debate and implementation, over a 7-year period from January 2008 to December 2014. Articles (n=701) were coded for article type, opinion slant and topic(s).DesignContent analysis.ResultsCoverage of plain packaging was low during preimplementation phase (2008–2009), increasing sharply in the lead into legislative processes and diminished substantially after implementation. Articles covered policy rationale, policy progress and industry arguments. Of the news articles, 96% were neutrally framed. Of the editorials, 55% were supportive, 28% were opposing, 12% were neutral and 5% were mixed.ConclusionsProtracted political debate, reflected in the media, led to an implementation delay of plain packaging. While Australian media provided comprehensive coverage of industry arguments, news coverage was largely neutral, whereas editorials were mostly supportive or neutral of the policy. Countries seeking to implement plain packaging of tobacco should not be deterred by the volume of news coverage, but should actively promote the evidence for plain packaging in the media to counteract the arguments of the tobacco industry.

scholarly journals CONQUERING MEDIA COVERAGE: The use of battle metaphors in hospital foundation communications and it's impact on news coverage

2021 ◽  
Author(s):  
Sara Hoffman
Keyword(s):  
Media Coverage ◽  
News Coverage ◽  
Hospital Staff ◽  
Fiscal Year ◽  
Public Action ◽  
Multimodal Discourse ◽  
Patient Families ◽  
The Media ◽  
Setting Theory ◽  
The Impact

Battle terminology such as “fight,” “conquer,” and “hero” and imagery that compares doctors and patients to superheroes, soldiers and athletes have become increasingly prevalent in hospital foundation communications. The use of these metaphors has been highly controversial. While some audiences have praised foundation campaigns that use this type of messaging for emphasizing the strength of patients and hospital staff, encouraging patient families, and motivating patients to be resilient, others argue that these campaigns marginalize those who are unable to overcome their health conditions, positioning them as failures or losers. While the use of battle metaphors in hospital communications has been a heated topic in online discussion, little is known about the impact of this language on the media coverage and financial support that they generate for hospitals. This paper presents a multimodal discourse analysis of the communications of six hospital foundations in Toronto, Canada followed by a quantitative and sentiment analysis of the media coverage each foundation has received within the last fiscal year. The aim of this paper is to determine if there is a relationship between the use of battle metaphors in hospital foundation communications and the amount and sentiment of media coverage. According to agenda setting theory, media coverage has a palpable impact on public action. Therefore, the findings of this research may assist hospital foundations in developing useful communications practices they can employ to increase media exposure and, consequently, attract more donations to support their institutions.

Explaining Public Support for the Use of Military Force: The Impact of Reference Point Framing and Prospective Decision Making

2011 ◽  
Vol 65 (1) ◽  
pp. 139-167 ◽  
Author(s):  
Héctor Perla
Keyword(s):  
Decision Making ◽  
Reference Point ◽  
Media Coverage ◽  
Public Support ◽  
News Coverage ◽  
Military Force ◽  
Political Actors ◽  
The Public ◽  
The Media ◽  
The Impact

AbstractThis article examines the determinants of public support for the use of military force. It puts forward a Framing Theory of Policy Objectives (FTPO), which contends that public support for military engagements depends on the public's perception of the policy's objective. However, it is difficult for the public to judge a policy's objective because they cannot directly observe a policy's true intention and influential political actors offer competing frames to define it. This framing contestation, carried out through the media, sets the public's decision-making reference point and determines whether the policy is perceived as seeking to avoid losses or to achieve gains. The FTPO predicts that support will increase when the public perceives policies as seeking to prevent losses and decrease when the public judges policies to be seeking gains. I operationalize and test the theory using content analysis of national news coverage and opinion polls of U.S. intervention in Central America during the 1980s. These framing effects are found to hold regardless of positive or negative valence of media coverage.

scholarly journals Sentiment Analysis on Twitter Data of World Cup Soccer Tournament Using Machine Learning

IoT ◽  
2020 ◽  
Vol 1 (2) ◽  
pp. 218-239 ◽  
Author(s):  
Ravikumar Patel ◽  
Kalpdrum Passi
Keyword(s):  
Machine Learning ◽  
Natural Language Processing ◽  
Random Forest ◽  
Natural Language ◽  
Language Processing ◽  
Machine Learning Algorithms ◽  
World Cup ◽  
Part Of Speech ◽  
Twitter Data ◽  
Processing Techniques

In the derived approach, an analysis is performed on Twitter data for World Cup soccer 2014 held in Brazil to detect the sentiment of the people throughout the world using machine learning techniques. By filtering and analyzing the data using natural language processing techniques, sentiment polarity was calculated based on the emotion words detected in the user tweets. The dataset is normalized to be used by machine learning algorithms and prepared using natural language processing techniques like word tokenization, stemming and lemmatization, part-of-speech (POS) tagger, name entity recognition (NER), and parser to extract emotions for the textual data from each tweet. This approach is implemented using Python programming language and Natural Language Toolkit (NLTK). A derived algorithm extracts emotional words using WordNet with its POS (part-of-speech) for the word in a sentence that has a meaning in the current context, and is assigned sentiment polarity using the SentiWordNet dictionary or using a lexicon-based method. The resultant polarity assigned is further analyzed using naïve Bayes, support vector machine (SVM), K-nearest neighbor (KNN), and random forest machine learning algorithms and visualized on the Weka platform. Naïve Bayes gives the best accuracy of 88.17% whereas random forest gives the best area under the receiver operating characteristics curve (AUC) of 0.97.

From Newspaper to Parliament and Back? A Study of Media Attention as Source for and Result of the Dutch Question Hour

2016 ◽  
Vol 12 (2) ◽  
pp. 261-282 ◽  
Author(s):  
Peter Van Aelst ◽  
Rosa van Santen ◽  
Lotte Melenhorst ◽  
Luzia Helfer
Keyword(s):  
Content Analysis ◽  
Media Coverage ◽  
News Coverage ◽  
Media Influence ◽  
Press Coverage ◽  
News Values ◽  
Media Attention ◽  
Political Statement ◽  
The Media

AbstractThis study on the role of media attention for the Dutch question hour answers three questions: to what extent is media attention a source of inspiration for oral parliamentary questions? What explains the newsworthiness of these questions? And what explains the extent of media coverage for the questions posed during the question hour? To address this, we present a content analysis of oral parliamentary questions and related press coverage in five recent years. The results show first that oral questions are usually based on media attention for a topic. Concerns about media influence should however be nuanced: it is not necessarily the coverage itself, but also regularly a political statement that is the actual source of a parliamentary question. The media are thus an important “channel” for the interaction between politicians. Second, our analysis shows that oral questions do not receive media attention naturally. Several news values help to explain the amount of news coverage that questions receive. “Surfing the wave” of news attention for a topic in the days previous to the question hour seems to be the best way to generate media attention.

scholarly journals Bringing Shape to Textual Data – A Feasible Demonstration

2019 ◽  
Vol 38 (4) ◽  
pp. 901-914
Author(s):  
Anoud Shaikh ◽  
Naeem Ahmed Mahoto ◽  
Mukhtiar Ali Unar
Keyword(s):  
Language Processing ◽  
News Coverage ◽  
Application Programming Interface ◽  
Unstructured Data ◽  
Daily News ◽  
Useful Knowledge ◽  
Textual Data ◽  
High Quality Information ◽  
The Media ◽  
News Events

The Internet has revolutionized the communication paradigm. This has led towards immense amount of unstructured data (i.e. textual data), which is a major source to get useful knowledge about people in several application domains. TM (Text Mining) extracts high quality information to discover knowledge by drawing patterns and relationships in textual data. This field has taken great attention of the research community. As a result, several attempts have been made to propose, introduce and refine techniques applied for uncovering knowledge from text data. This study aims at: (1) presenting existing TM techniques in the scientific literature, (2) reporting challenges/issues and gaps that still need attention, and (3) proposing a framework to bring shape to textual data. A prototype has been developed to demonstrate the effectiveness and potential worth of proposed approach to display how unstructured data (i.e. news articles in this study) has been brought to a shape representing interesting knowledge. The proposed framework implements basic NLP (Natural Language Processing) functions in combination of AYLIEN API (Application Programming Interface) functions. The results reveal the fact that how events, celebrities and popular news-items have been covered in the electronic media, and it also represents subjectivity of topical news events. The news coverage trends highlight the significance of daily news events, which may assist in getting insight about the media groups.

scholarly journals Victims or intruders? Refugee portrayals in the news in Turkey, Bulgaria and the UK

2021 ◽  
Vol 14 (3) ◽  
pp. 282-302
Author(s):  
Emel Ozdora-Aksak ◽  
Colleen Connolly-Ahern ◽  
Daniela Dimitrova
Keyword(s):  
Discourse Analysis ◽  
Critical Discourse Analysis ◽  
Media Coverage ◽  
Social Practice ◽  
News Coverage ◽  
Critical Discourse ◽  
Mass Migration ◽  
Practice Approach ◽  
The Media ◽  
The Uk

News shapes audiences’ views of people and events beyond their immediate physical environment. Since the mass migration of refugees from Syria represents one of the worst humanitarian crises in modern history, its news coverage necessarily shaped the way global audiences understood the crisis. This qualitative study employs critical discourse analysis (CDA), specifically Van Leeuwen’s Discourse and Practice: New Tools for Critical Discourse Analysis (2008) as a social practice approach, to reveal and compare the discursive strategies used in the print media coverage of the Syrian refugees in three European countries: Turkey, Bulgaria and the UK. The findings show significant differences in the discourse used to describe the refugees and different approaches in terms of contextualization, spaces and actions depicted in the media coverage in each country. The study reveals the ongoing dialogue between journalistic practice and political decision making in three countries impacted to varying extents by the ongoing crisis.

scholarly journals A dimensão tática do Futsal na cobertura jornalística de uma mídia impressa de Santa Maria-RS (1990 - 1999)

Kinesis ◽  
2021 ◽  
Vol 39 ◽  
Author(s):  
Otávio Baggiotto Bettega ◽  
Cesar Vieira Marques Filho ◽  
Luís Felipe Nogueira Silva ◽  
Silvan Menezes Dos Santos
Keyword(s):  
Media Coverage ◽  
News Coverage ◽  
Training And Development ◽  
Exploratory Research ◽  
Development Methodology ◽  
The Media ◽  
City Newspaper ◽  
The Individual ◽  
The Relationship ◽  
Santa Maria

A pesquisa busca identificar os sentidos atribuídos à dimensão tática do Futsal na cobertura midiática do jornal “A Razão”, da cidade de Santa Maria – Rio Grande do Sul – Brasil. Foi realizada pesquisa descritiva e exploratória, de análise de produto midiático, com abordagem qualitativa dos dados recolhidos nos arquivos impressos do jornal, de 1990 até 1999. Os resultados apontam o ganho de visibilidade tática do papel do goleiro no jogo a partir das modificações nas regras, da relação entre o individual e o coletivo, das estratégias na relação ataque e defesa e da metodologia de treino e desenvolvimento dos jogadores. As matérias trazem visibilidade à dimensão tática do jogo de Futsal, mas são apresentadas de forma superficial e fragmentada. Futsal’s tactical dimension in the news coverage of a santa-mariense journal (1990 - 1999)The research seeks to identify the meanings attributed to the tactical dimension of futsal in the media coverage from Santa Maria-RS city newspaper A Razão. A descriptive and exploratory research was carried out, analyzing media product, with a qualitative approach to the data collected in the newspaper's printed files from 1990 to 1999. The results show a greater visibility for the tactics since the change of rules, the goalkeeper role in the game, the relationship between the individual and the collective, offensive and defensive relationship strategies and the players’ training and development methodology. The articles bring visibility to the tactical dimension of the futsal game, but are presented in a superficial and fragmented way.La dimensión táctica del fútbol sala en la cobertura de noticias de un periódico santa-mariense (1990 - 1999)La investigación busca identificar los significados atribuidos a la dimensión táctica del fútbol sala en la cobertura mediática del periódico A Razão en la ciudad de Santa Maria /RS. Se realizó una investigación descriptiva y exploratoria, analizando el producto de los medios, con un enfoque cualitativo de los datos recopilados en los archivos impresos del periódico desde 1990 hasta 1999. Los resultados muestran que la táctica gana visibilidad a partir de los cambios en las reglas, el papel del portero en el juego, la relación entre el individuo y el colectivo, del estrategias en la relación de ataque y defensa y la metodología de entrenamiento y desarrollo de los jugadores. Los artículos aportan visibilidad a la dimensión táctica del juego de fútbol sala, pero se presentan de manera superficial y fragmentada.

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