The widespread availability of social networks has empowered media organizations to disseminate information and shape public opinion. However, this proliferation of content has raised concerns about the authors’ objectivity, ethics, and professionalism, potentially impacting the audience’s perception of reality. Particularly in socially significant news, the influence of news headlines and articles on platforms like Facebook cannot be underestimated, as they play a crucial role in framing societal narratives and influencing public discourse on important issues. In this study, we propose using a supervised machine learning model to analyze the sentiment conveyed in news headlines and articles published by the leading Ecuadorian newspapers on Facebook to assess its impact on the local audience. Our findings reveal an encouraging trend in digital journalism in the studied country, where neutrality principles are consistently upheld over sensationalism. This balanced approach preserves facts and truths and allows audience opinions to form independently.

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

Impact of Ecuadorian News Headlines Published on Facebook: A Supervised Machine Learning Approach

  • Roberto Lema,
  • Lorena Recalde,
  • Edison Loza-Aguirre

摘要

The widespread availability of social networks has empowered media organizations to disseminate information and shape public opinion. However, this proliferation of content has raised concerns about the authors’ objectivity, ethics, and professionalism, potentially impacting the audience’s perception of reality. Particularly in socially significant news, the influence of news headlines and articles on platforms like Facebook cannot be underestimated, as they play a crucial role in framing societal narratives and influencing public discourse on important issues. In this study, we propose using a supervised machine learning model to analyze the sentiment conveyed in news headlines and articles published by the leading Ecuadorian newspapers on Facebook to assess its impact on the local audience. Our findings reveal an encouraging trend in digital journalism in the studied country, where neutrality principles are consistently upheld over sensationalism. This balanced approach preserves facts and truths and allows audience opinions to form independently.