Twitter posts blaming women are more negative and less shared than those blaming men.

People have long blamed women for harm while treating men as rational leaders. Researchers wanted to see if these biases still show up in how we explain causes and effects online today. They gathered all English posts on Twitter across three full 24-hour periods. Next, they used language models to pick out cause-and-effect pairs from the text and checked whether the cause was described as male or female. The team found clear patterns. People tied female causes to negative feelings and emotional or personal relationship outcomes. In contrast, they linked male causes to positive feelings and broad, structural effects. Finally, posts that treated men as the cause spread farther across different social groups, showing that old stereotypes still shape modern public debates.

Why it matters

This matters because social media shapes how we perceive gender roles and blame. The study shows that even in casual tweets, women are more often blamed for negative, emotional outcomes, while men are credited with positive, structural ones. These patterns can reinforce stereotypes and influence real-world attitudes, from workplace evaluations to legal judgments.

Questions answered