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Analyzing gender inequality through large-scale Facebook advertising data

机译:通过大规模的Facebook广告数据分析性别不平等

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摘要

Online social media are information resources that can have a transformative power in society. While the Web was envisioned as an equalizing force that allows everyone to access information, the digital divide prevents large amounts of people from being present online. Online social media, in particular, are prone to gender inequality, an important issue given the link between social media use and employment. Understanding gender inequality in social media is a challenging task due to the necessity of data sources that can provide large-scale measurements across multiple countries. Here, we show how the Facebook Gender Divide (FGD), a metric based on aggregated statistics of more than 1.4 billion users in 217 countries, explains various aspects of worldwide gender inequality. Our analysis shows that the FGD encodes gender equality indices in education, health, and economic opportunity. We find gender differences in network externalities that suggest that using social media has an added value for women. Furthermore, we find that low values of the FGD are associated with increases in economic gender equality. Our results suggest that online social networks, while suffering evident gender imbalance, may lower the barriers that women have to access to informational resources and help to narrow the economic gender gap.
机译:在线社交媒体是可以在社会中产生变革力量的信息资源。尽管网络被设想为一种使所有人都能访问信息的均衡力量,但数字鸿沟却阻止了很多人在线上。尤其是在线社交媒体容易出现性别不平等,鉴于社交媒体使用与就业之间的联系,这是一个重要问题。了解社交媒体中的性别不平等是一项具有挑战性的任务,因为有必要提供可在多个国家进行大规模测量的数据源。在这里,我们展示了Facebook性别鸿沟(FGD),该指标基于217个国家/地区的14亿多用户的汇总统计数据,解释了全球性别不平等的各个方面。我们的分析表明,FGD对教育,卫生和经济机会中的性别平等指数进行编码。我们发现网络外部性存在性别差异,这表明使用社交媒体对女性具有附加价值。此外,我们发现烟气脱硫装置的价值低与经济性别平等的增加有关。我们的结果表明,在线社交网络虽然遭受明显的性别失衡,但可以降低妇女获得信息资源的障碍,并有助于缩小经济性别差距。

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