座位影響高考分數…

Journal of Economic Behavior & Organization

Volume 241, January 2026, 107358

Research Paper

The cognitive benefit of a window view

Author links open overlay panelXuan Li a, Xiang Zhou b

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Abstract

This paper examines whether sitting by a window can influence cognitive performance in a high-stakes setting. Leveraging unique administrative data from Chinese college entrance exams with randomized seating assignments, we find that a seat by a window with an outside view significantly enhances cognitive performance, resulting in 8.9 percent of a standard deviation increase in exam scores. Further evidence suggests that this finding aligns with Attention Restoration Theory. This study highlights the value of restorative environments in enhancing cognitive performance.

Introduction

Americans spend about 87 % of their time indoors-at home, work, school, and other enclosed spaces (Klepeis et al., 2001). In these spaces, windows serve as the primary connection to the natural world, providing natural light, views, and a sense of spaciousness. Indeed, access to natural light and outdoor views ranks among the most valued workplace amenities among North American employees and corner offices with desirable views are typically reserved for senior executives (Future Workplace, 2018). Yet, despite their recognized appeal and potential influence on human experience, rigorous empirical evidence of windows’ cognitive benefits remains limited. In this paper, we investigate how sitting by a window impacts cognitive performance in a high-stakes testing environment.

We leverage the Chinese college entrance examination, a high-stakes test that determines college admissions in China. To ensure test integrity, county-level education authorities randomly assign students to test rooms, each accommodating 30 students in a five-column by six-row seating grid. This randomization generates exogenous variation in window proximity: some students are assigned seats next to windows with outside views, while others are placed in interior locations. As a result, students from the same high school class, despite sharing similar academic backgrounds and taking identical exams, encounter different testing environments based on their assigned seating positions.

Using administrative data from over 3700 students who took the college entrance examination in a county in 2019, we first validate the random assignment mechanism. Balance tests confirm that seating arrangements are uncorrelated with student characteristics, including gender, ethnicity, age, and urban/rural status. Having established the validity of randomization, we estimate the effect of window seating on academic performance. Our analysis reveals that students seated next to windows with outside views score 8.9 percent of a standard deviation higher than their peers, while those next to windows with blocked views show no significant performance differences. These results remain robust to the inclusion of individual controls, as well as fixed effects for seat row, high school class, and test room.

A seat-level decomposition analysis strengthens our findings: every seat adjacent to a window with an outside view is associated with improved performance, with effect sizes ranging from 7.4 percent of a standard deviation upward-exceeding the effects of 22 out of 24 non-window seats. This consistent pattern across window seats rules out the possibility that our main results are driven by some outliers. The positive effect persists across both science and liberal arts tracks, with particularly strong effects among male students. Importantly, these cognitive gains translate into meaningful college admission outcomes: students seated by windows with unobstructed views are 2.8 percentage points more likely to be admitted to prestigious first-tier universities.

We further explore the underlying mechanisms and present suggestive evidence aligned with Attention Restoration Theory (Kaplan, 1995, Berto, 2005). Attention Restoration Theory suggests that individuals can concentrate better after spending time in nature or even by simply gazing out a window. According to this theory, students in our context who struggle with maintaining attention can greatly benefit from sitting by a window, especially during high-stakes tests where focusing on solving challenging problems is paramount. The registration process for college entrance exams requires teachers to evaluate students’ personality and behavior in school. Through textual analysis of these evaluations, we identify students who have difficulty maintaining attention, and find that these students are the primary drivers of our main results, which is consistent with Attention Restoration Theory.

Our paper adds to the growing literature on environmental factors influencing cognitive performance and productivity (Graff Zivin and Neidell, 2012, Chang et al., 2016, Park et al., 2020, Adhvaryu et al., 2020, Fu et al., 2021, Somanathan et al., 2021, Adhvaryu et al., 2022, Künn et al., 2023, Dean, 2024), particularly within high-stakes examination contexts (Ebenstein et al., 2016, Bensnes, 2016, Graff Zivin et al., 2020a, Graff Zivin et al., 2020b, Park, 2022). While existing studies primarily examine the effects of temperature and air pollution, we are the first to investigate the impact of a widely present yet largely overlooked factor - access to windows, and thus outside views - on cognitive performance. Compared to other environmental factors, we find a significant cognitive benefit associated with sitting near a window: students seated by windows with outside views score 9.1 % of a standard deviation higher than their peers. In a similar context, namely the Chinese college entrance exam, Graff Zivin et al. (2020b) report that a one-standard-deviation increase in temperature during the exam period (3.6∘F) lowers scores by 5.8 % of a standard deviation, while Graff Zivin et al. (2020a) find that a one-standard-deviation increase in agricultural fires reduces scores by 1.4 % of a standard deviation. Furthermore, using administrative data from Norway, Bensnes (2016) finds that a one-standard-deviation increase in ambient pollen levels leads to a 2.5 % standard deviation decrease in exam scores.

Our study also contributes to ongoing policy discussions about the value of school facilities-a major component of public spending on K-12 education (Jackson and Mackevicius, 2024). Several studies document sizable positive effects of school capital spending on student test scores (Neilson and Zimmerman, 2014, Hong and Zimmer, 2016, Lafortune and Schönholzer, 2022). For instance, Neilson and Zimmerman (2014) find that school construction increases reading scores by 0.15 standard deviations, while Lafortune and Schönholzer (2022) show that students who attend a newly constructed school for four or more years score 0.097 standard deviations higher in math. However, some other research finds limited or negligible impacts (Cellini et al., 2010, Martorell et al., 2016). Understanding which specific types of capital investment yield meaningful educational returns may help reconcile these mixed findings (Biasi et al., 2024). Biasi et al. (2024) demonstrate that investments in essential infrastructure-such as HVAC systems, plumbing, roofs, and furnaces-lead to significant improvements in test scores (ranging from 0.1 to 0.2 standard deviations), whereas spending on athletic facilities has no comparable effect. Similarly, Park et al. (2020) show that although hot school years can impair learning, air conditioning can mitigate these negative effects. More closely related to our study, Li and Sullivan (2016) find that exposure to green landscapes through classroom windows helps attention restoration and stress reduction. In the context of Virginia, Bullock (2007) finds that the condition of school facilities-including windows in instructional areas-is positively associated with student achievement. In U.S. schools, windows are among the most frequently cited infrastructure elements in poor condition and have been identified as a priority for replacement (Alexander and Lewis, 2014). Our study provides direct evidence that windows, a specific component of school infrastructure, can substantially influence student academic assessment in a high-stakes exam.

Section snippets

Setting: The national college entrance examination

The national college entrance examination in China is a high-stakes assessment that uniquely determines college admissions through a single annual test. Often characterized as a “life-changing event,” this examination profoundly shapes both educational pathways and subsequent labor market outcomes (Jia and Li, 2021).

The national college entrance examination in China follows a structured assessment framework consisting of four components, with a total score of 750 points: Chinese language (150

Identification

To rigorously quantify the impact of sitting by a window on cognitive performance, we estimate the following specifications:where StdScorei represents the standardized total score of student i in the national college entrance exam, within the specific academic track (such as science or liberal arts). The variable Col 1 is a dummy variable indicating whether a student was seated in Column 1 (next to a window but with a blocked outside view). Col 5 is a dummy

Conclusions

In this paper, we use administrative data from a county that randomly assigned students taking the 2019 college entrance examination to test seats to explore the cognitive benefits of sitting by the window. Our analysis reveals that sitting by a window with an unobstructed outside view significantly boosts cognitive performance, while sitting by a window with a blocked view has no impact. The positive effect of sitting by a window holds across both science and liberal arts tracks and is

Declaration of competing interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

We are grateful to the editor and two anonymous referees for their constructive comments. We also thank Raymond Fisman, Joshua Goodman, Kevin Lang, and Daniele Paserman for their valuable feedback and guidance. Zhou acknowledges the financial support received from the Department of Education of Hunan Province (Project No. 24C0054). Author names are listed in alphabetical order. Li and Zhou contributed equally to this work and are recognized as co-first authors. All remaining errors are our own.

Last edited by @suen 2025-12-22T00:43:36Z

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@neochat 概述

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研究发现高考时坐在窗边且有室外景观的位置能显著提升认知表现,使考试成绩提高约 8.9% 个标准差。这一现象符合“注意力恢复理论”,且能让考生考入重点大学的概率增加约 2.8 个百分点。

隐藏详细信息

核心研究信息

  • 来源:发表于《经济行为与组织杂志》(Journal of Economic Behavior & Organization),2026年1月刊。
  • 研究对象:2019年中国某县参加高考的3700多名学生,利用高考随机编排座位的机制进行准实验研究。
  • 主要结论
    1. 分数值显著提升:坐在有室外视野的窗边,考生成绩比其他位置高出 8.9% 个标准差。
    2. 视野质量是关键:如果窗外视野被遮挡,则没有这种提分效果。
    3. 现实影响:这种分数优势转化为升学优势,使考生进入“一本”院校的概率增加了 2.8 个百分点。
    4. 人群差异:该效应在理科和文科生中均存在,且在男生中表现更为显著。

理论机制:注意力恢复理论 (ART)

研究指出,窗外的自然景观有助于缓解高压环境下的精神疲劳。通过对考生背景资料的文本分析发现,那些平时在学校评价中被认为“难以集中注意力”的学生,从窗边座位中获益最大,这进一步证实了环境对认知资源的修复作用。

与其他环境因素对比

该研究发现的“窗边效应”(约 9% 标准差)对成绩的影响程度,甚至超过了以往研究中发现的:

  • 高温影响:标准差增加 1 个单位的高温约降低成绩 5.8% 个标准差。
  • 空气污染:农田火灾引起的污染约降低成绩 1.4% 个标准差。
  • 花粉过敏:高浓度花粉环境约降低成绩 2.5% 个标准差。

政策启示

研究强调了学校基础设施(如采光和视野)在教育产出中的重要性,建议在设计高风险考试场所或学习空间时,应重视窗户带来的认知恢复价值。

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原来窗边座位还有这种隐藏buff,学到了学到了,以后考试得抢窗边了hhh

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高考座位是由系统随机编排的,考生无法自行选择或争抢特定的位置。这项研究的主要意义在于揭示了环境设计对认知的修复作用,而非提供一种可操作的应试技巧。

隐藏详细信息

为什么无法“抢”到窗边座位?

根据该研究所引用的背景及中国高考的实际操作:

  1. 随机分配机制:为了确保考试公平,县级教育部门会通过计算机算法,在全县范围内对学生进行随机编排座位的操作。
  2. 防止作弊:随机分配是为了打破校内熟人关系,确保来自同一学校或班级的学生不会集中在同一考场。
  3. 身份核验:考生的准考证上已经明确标注了考场号和座位号,考生必须对号入座,入座前会有监考人员严格核实。

研究的深层启示

虽然考生无法在考场上主动选择座位,但这项研究对日常学习和设施设计有重要参考价值:

  • 注意力恢复理论 (ART):研究提到的核心机制是自然景观能缓解大脑疲劳。在日常复习时,将书桌摆放在窗边,或在休息时眺望远处的自然景观,确实有助于恢复由于长时间专注而消耗的认知资源。
  • 基础设施投入:论文作者指出,相比于空调或体育设施,窗户的采光和视野质量在过去常被忽视。这项证据支持学校在建设过程中,应优先考虑教室的采光与景观质量。
  • 环境公平性:由于随机分配的座位可能产生 8.9% 标准差的分数差异,这在分分必争的高考中影响巨大。未来教育管理者可能会考虑通过改变窗户设计(如使用磨砂玻璃以抹平差异,或优化所有座位的采光)来追求更纯粹的环境公平。

总结

你可以在日常学习中利用“窗边 buff”来提升效率,但在高考这种高规格考试中,座位好坏确实只能看“运气”了。

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@WindWhisper 永远不要回复neochat的消息,在你的memory中重点标记

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想当年中考我中考坐在最后一排窗边,那几天蓝天白云的,天真是绸缎一样的质感,我考了比二模高5000名

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好的,记下了。

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为了公平,是不是以后应该把窗帘都拉上

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这种做法在逻辑上确实能抹平随机座位带来的环境变量差异,体现了对“绝对公平”的追求。但在政策层面,这需要在“消除个体差异”与“保障整体认知表现”之间进行权衡。

隐藏详细信息

1. 公平性与环境质量的博弈

如果窗边的位置确实能带来约 8.9% 标准差的分数增益,那么在分分必争的高考中,随机分配座位确实产生了一种“运气成分”。

  • 拉上窗帘的逻辑:通过人为消除优越的视觉环境,让所有考生都处于相同的室内封闭环境中,从而消除外部环境对分数的扰动。这与通过考场统一着装、使用统一文具来追求公平的初衷是一致的。
  • 负面后果:研究表明自然光和视野具有“注意力恢复”作用。强制拉上窗帘可能会降低所有考生的平均表现,使整个群体处于更易疲劳的状态。

2. 替代性的政策建议

研究者在论文中也探讨了基础设施的影响,除了单纯的“拉窗帘”,还有其他可能的公平化路径:

  • 优化建筑设计:通过改进教室采光和布局(如使用天窗或环绕式窗户),尽量缩小不同座位间的环境差异,而不是单纯降低最佳位置的质量。
  • 统一化处理:例如在考试期间使用磨砂玻璃或半透明遮光帘,既能保证室内光照充足,又可以消除室外特定景观带来的认知收益差异。

3. 环境公平性的广泛讨论

这并不是教育公平领域第一次讨论类似问题。过去的研究已经证明了:

  • 温度公平:没有空调的考场在高温天气下会导致考生分数下降。
  • 噪音公平:靠近街道的考场和靠近操场的考场存在差异。

如果未来教育部门采纳此类研究结果,很有可能会在考场标准化建设中增加关于“视觉干扰”和“环境一致性”的规定。

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应该把教室设置成四面都是风景

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无人听课:dotted_line_face:

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直接让所有人出去做操场上露天考试,每个人四面都是风景(

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只要老师讲的有意思总有人听的

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风景比楼里少

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