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头号女生:初中班级女性最高分者与同伴学业表现

Number one girl: Female top scorers and peer academic performance in junior high schools
Journal of Development Economics · 2026 · Xuezheng Qin、Yingfei Wang、Haochen Zhang

中文摘要

在锦标赛式的教育体系中,学业次序排名的高度显著性可能放大顶尖表现者作为榜样的影响力。本文考察中国初中班级中最高分者的性别如何影响同班学生的学业表现。利用断点回归设计,本文利用班级中表现最优的女生与男生之间极小的分数差异进行识别,发现某次重要考试中排名第一的学生为女生时,会显著提高其他女生此后的学业表现,而在男生中未观察到类似效应。这一性别特定效应可能通过多种渠道发挥作用:当一名女生位列全班第一时,其他女生表现出更高水平的自信心、学业抱负和学习投入,并获得更多父母支持——这些效应在男生中并不存在。此外,最高分者性别的影响在学业排名较低的女生和来自弱势家庭的女生中尤为显著。总之,本文首次提供了教育情境下次序排名具有性别差异化外部效应的因果证据。

Abstract

In a tournament-style education system, the high salience of ordinal academic rankings may amplify top performers’ influence as role models. This paper investigates how the gender of the top scorer in the class affects peer students’ outcomes in Chinese junior high schools. Leveraging a regression discontinuity design that exploits minimal score differences between the top-performing female and male students in a class, we find that having a female first-ranked student in a major exam significantly improves subsequent academic performance among girls, while no comparable effects are observed among boys. This gender-specific effect potentially operates through multiple channels: when a female student ranks first in the class, other girls exhibit higher levels of self-confidence, academic aspirations, study effort, and receive more parental support—effects that are not present among boys. Furthermore, the impact of top performer gender is particularly pronounced among academically lower-ranked girls and those from disadvantaged families. In sum, this paper provides the first causal evidence of the gender-differentiated external effect of ordinal ranks in educational settings.
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