Women’s Responses to Online Harassment

Authors

  • Kalyani Chadha University of Maryland
  • Linda Steiner University of Maryland
  • Jessica Vitak University of Maryland
  • Zahra Ashktorab IBM T.J. Watson Center

Keywords:

online harassment, misogyny, social media, feminism, self-censorship

Abstract

Given the ubiquity of social media platforms, the online harassment of women is deservedly drawing significant attention from the media, academics, and the platforms themselves. This study uses data from in-depth interviews with 23 women university students, who were harassed/cyberbullied, to explore how young women respond to negative experiences online. Findings suggest women deploy various defensive strategies while navigating online spaces, from normalizing harassment—and taking it for granted—to self-censorship and withdrawal. Interpreting these responses through a feminist lens clarifies the implications for women’s willingness and ability to participate in public spaces and highlights an increased urgency for social media platforms to address and mitigate harassment.

Author Biographies

Kalyani Chadha, University of Maryland

Associate Professor and Director, Media, Self and Society Program301-405-0365<img 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

Linda Steiner, University of Maryland

Professor301-405-2426

Jessica Vitak, University of Maryland

Assistant Professor

Zahra Ashktorab, IBM T.J. Watson Center

Researcher

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Published

2020-01-01

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Section

Articles