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Diversity in Online Advertising: A Case Study of 69 Brands on Social Media

机译:在线广告中的多样性:在社交媒体上为69个品牌的案例研究

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Lack of diversity in advertising is a long-standing problem. Despite growing cultural awareness and missed business opportunities, many minorities remain under- or inappropriately represented in advertising. Previous research has studied how people react to culturally embedded ads, but such work focused mostly on print media or television using lab experiments. In this work, we look at diversity in content posted by 69 U.S. brands on two social media platforms, Instagram and Facebook. Using face detection technology, we infer the gender, race, and age of both the faces in the ads and of the users engaging with ads. Using this dataset, we investigate the following: (1) What type of content brands put out - Is there a lack of diversity?; (2) How does a brand's content diversity compare to its audience diversity - Is any lack of diversity simply a reflection of the audience?; and (3) How does brand diversity relate to user engagement - Do users of a particular demographic engage more if their demographics are represented in a post?
机译:广告缺乏多样性是一个长期存在的问题。尽管文化意识和错过了商业机会,但许多少数群体仍然是或不恰当地代表广告。以前的研究已经研究了人们如何对文化嵌入式广告作出反应,但这些工作主要集中在使用实验室实验的印刷媒体或电视上。在这项工作中,我们在两个社交媒体平台,Instagram和Facebook上看的内容中的多样性。使用面部检测技术,我们推断广告中的面部的性别,种族和年龄以及与广告的用户。使用此数据集,我们调查以下内容:(1)所删除的内容品牌是什么类型的 - 是缺乏多样性吗? (2)品牌的内容多样性如何与观众多样性相比 - 缺乏多样性,只是对观众的反映来说? (3)品牌多样性如何与用户订婚有何相关 - 如果他们的人口统计学在帖子中代表了特定人口统计学的用户会更多?

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