Rethinking Artificial Intelligence: Algorithmic Bias and Ethical Issues| Algorithmic Bias or Algorithmic Reconstruction? A Comparative Analysis Between AI News and Human News

Authors

  • Seungahn Nah University of Florida
  • Jun Luo University of California, Los Angeles
  • Seungbae Kim University of South Florida
  • Mo Chen University of Florida
  • Renee Mitson University of Florida
  • Jungseock Joo University of California, Los Angeles

Keywords:

Artificial Intelligence, news framing, news bias, algorithmic bias, automated journalism, gender bias, race/ethnicity bias

Abstract

Despite a substantial body of scholarship at the intersection of artificial intelligence (AI) and journalism, it remains relatively unexplored as to how AI-generated news is different from news produced by professional journalists in terms of news bias. To fill the gap, this study compares human versus GPT-2-generated news in terms of the linguistic features, tone, and bias toward gender and race/ethnicity on two highly controversial issues, namely abortion and immigration, using news transcripts from CNN and Fox News. In doing so, the study adopts a mixed-method content analysis approach, including dictionary and coreference analysis, topic modeling and semantic network analysis, and manual content analysis. The results reveal that although AI news differs from human news in terms of language features and thematic areas, machine news is not necessarily more biased compared to human news regarding gender and race/ethnicity. Implications are discussed for future scholarship on algorithmic bias in lieu of the roles that AI-generated news may play in journalism and democracy.

Author Biographies

Seungahn Nah, University of Florida

Professor and Inaugural Dianne Snedaker Chair in Media Trust Research Director, Consortium on Trust in Media and Technology (CTMT) College of Journalism and Communications University of Florida

Jun Luo, University of California, Los Angeles

Doctoral Candidate

Seungbae Kim, University of South Florida

Assistant Professor

Mo Chen, University of Florida

Doctoral Candidate

Renee Mitson, University of Florida

Doctoral Candidate

Jungseock Joo, University of California, Los Angeles

Associate Professor

Downloads

Published

2023-12-26

Issue

Section

Special Sections