What We Teach About Race and Gender: Representation in Images and Text of Children’s Books
Quarterly Journal of Economics · 2023 · Anjali Adukia、Alex Eble、Emileigh Harrison、Hakizumwami Birali Runesha、Teodora Szasz
中文摘要
书籍塑造着儿童了解社会与规范的方式,其中一个途径是对不同角色的呈现。我们运用计算工具,刻画过去一个世纪在家庭、课堂和图书馆中广泛阅读的儿童读物中的表征,并描述可能促成这些模式的经济力量。我们引入新的人工智能方法,将图像系统地转化为数据。我们将这些工具与文本分析方法结合,用于测量这些图书内容中的肤色、种族、性别和年龄,记录哪些方面随时间发生了变化,哪些方面延续至今。我们发现,相对于其人口占比,黑人和拉丁裔人群在最具影响力的图书中代表性不足,不过黑人的代表性随时间有所提高。女性也越来越多地出现在图书中,但在文本中出现的频率低于在图像中出现的频率,这提示图片对女性的象征性纳入程度高于故事对女性的实质性纳入程度。即使控制种族因素,这些具有影响力的图书中的角色平均肤色仍比其他图书中的角色更浅;书中描绘的儿童肤色平均也比成人更浅。我们对相关经济行为进行实证分析,以更好地理解这些图书中观察到的表征。在需求侧,我们表明,人们消费以自身身份为中心的图书,所购买的儿童读物类型与当地政治信念相关。在供给侧,我们记录到,以非主导社会身份为中心的图书价格更高,且在服务于以白人为主的社区的图书馆中,这类图书的馆藏册数更少。
Abstract
Abstract Books shape how children learn about society and norms, in part through representation of different characters. We use computational tools to characterize representation in children’s books widely read in homes, classrooms, and libraries over the past century and describe economic forces that may contribute to these patterns. We introduce new artificial intelligence methods for systematically converting images into data. We apply these tools, alongside text analysis methods, to measure skin color, race, gender, and age in the content of these books, documenting what has changed and what has endured over time. We find underrepresentation of Black and Latinx people in the most influential books, relative to their population shares, though representation of Black individuals increases over time. Females are also increasingly present but appear less often in text than in images, suggesting greater symbolic inclusion in pictures than substantive inclusion in stories. Characters in these influential books have lighter average skin color than in other books, even after conditioning on race, and children are depicted with lighter skin color than adults on average. We present empirical analysis of related economic behavior to better understand the representation we find in these books. On the demand side, we show that people consume books that center their own identities and that the types of children’s books purchased correlate with local political beliefs. On the supply side, we document higher prices for books that center nondominant social identities and fewer copies of these books in libraries that serve predominantly White communities.