性别构成、溢出效应与学生表现:来自班级同学兄弟姐妹的证据Gender Composition, Spillover Effects and Students' Outcomes: Evidence from Classmates' Siblings
晏正伟,李兵
摘要(Abstract):
本文使用中国教育追踪调查数据中的随机分班样本,研究了班级同学兄弟姐妹的性别构成对学生表现的溢出效应。研究发现,班级同学兄弟姐妹性别构成中女性比例增加,显著提高了学生的学习成绩、认知能力和非认知能力等学生表现,这一结果在考虑到反射性问题和遗漏变量问题等后仍然保持稳健。本文进一步探索了内在机制,发现学生的努力程度以及学习态度是班级同学兄弟姐妹性别构成带来溢出效应的内在机制,并且发现学生勤奋是关键所在。其中,解释力分析结果表明,学生的努力程度以及学习态度具有高度的解释力。本文的研究为理解性别构成对人力资本积累的影响提供了新的视角。
关键词(KeyWords): 性别构成;学生表现;溢出效应;同伴效应
基金项目(Foundation): 国家社会科学基金重大招标项目“城乡融合与新发展格局战略联动的内在机理与实现路径研究”(项目编号:21&ZD085);; 中央财经大学科教融合研究生学术新星孵化计划“方言与城市间贸易:基于文化和制度双重视角的解释”(项目编号:2024110);; 国家自然科学基金面上项目“竞争性市场环境与中国国际贸易比较优势”(项目编号:72473161)的资助
作者(Author): 晏正伟,李兵
参考文献(References):
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- (1)此处兄弟姐妹也包括了学生自己。 (2)在稳健性部分,为了考察非随机分班带来的潜在影响,参考Gong et al.(2021)和Golsteyn et al.(2021)的做法,本文还进行了一个安慰剂检验,即随机去掉部分学校样本之后,检验回归结果是否还成立。具体来说,为了保持足够多的样本,本文参考Gong et al.(2021)的做法,随机剔除两个学校,并对学习成绩、认知能力和非认知能力三个变量进行2211次回归(C■次)。结果表明,每个分布都以各自的基准结果为中心,这说明我们的基准结果不太可能因为包括非随机分班样本而产生估计偏差。 (3)在这里,为了更好地进行估计,本文没有控制六年级语数外平均吃力程度。 (4)我们排除了过往文献经常探讨的社交网络机制(Huang and Zhu,2020)。我们发现,班级同学兄弟姐妹的性别构成中女性比例越高,并没有发现学生的社交网络质量得到了显著变化,例如并没有更多学习成绩优秀、学习努力刻苦的好朋友,同时也没有逃学、旷课、打架的好朋友。 (5)这一结果仅为相关性探讨,目的是提供更多的证据。但在固定班级固定效应、学生层面和家庭层面控制变量的基础上,仍具有一定的因果效应。 (6)我们在这里也去掉了学生自己,使用真实的兄弟姐妹性别构成进行回归,发现结果仍然成立。