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Quasi-experimental designs for causal inference: an overview 用于因果推论的准实验设计:概述
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-06-26 DOI: 10.1007/s12564-024-09981-2
Heining Cham, Hyunjung Lee, Igor Migunov

The randomized control trial (RCT) is the primary experimental design in education research due to its strong internal validity for causal inference. However, in situations where RCTs are not feasible or ethical, quasi-experiments are alternatives to establish causal inference. This paper serves as an introduction to several quasi-experimental designs: regression discontinuity design, difference-in-differences analysis, interrupted time series design, instrumental variable analysis, and propensity score analysis with examples in education research.

随机对照试验(RCT)是教育研究中最主要的实验设计,因为它在因果推断方面具有很强的内部有效性。然而,在 RCT 不可行或不道德的情况下,准实验是建立因果推论的替代方法。本文以教育研究为例,介绍了几种准实验设计:回归不连续设计、差异分析、中断时间序列设计、工具变量分析和倾向得分分析。
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引用次数: 0
The evolutionary course of mathematics literary writings: A case study 数学文学作品的演变过程:个案研究
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-05-30 DOI: 10.1007/s12564-024-09969-y
Tzu-Shan Chang

Attention to the disconnection between culture and mathematics has been addressed then and now (Wilder (in: Graves et al., Proceedings of the international congress of mathematicians, American Mathematical Society, 1950; Liu in Taiwan Journal of Mathematics Education, 8:79–88, 2021b). Recently, studies, workshops, and contests about an approach to relating culture and mathematics, such as incorporating mathematics history or mathematics writings in class, have emerged. However, although the effectiveness of such an approach was proved, employing it as instruction was still significantly ignored, not to mention the approach to creating mathematics literary writings—the goal that the Mathematics-Literature Contest aimed to achieve. Additionally, no empirical studies have systematically assessed the contest, especially from the cultural perspective. Through teachers’ and students’ perceptions, this qualitative case study aims to examine the impact of mathematics literary writings on the development of mathematics teaching/learning and the mathematics culture represented in the contest. Ten teachers and 20 students were interviewed. Data were analyzed by following Yin’s five phases (2016). The study visualizes an evolutionary model of the contest, signifying the development of mathematics culture simultaneously. Results demonstrated that the contest caused teachers and students, who constituted the internal force, to consolidate the mathematics culture, which was enriched by the external force—to reinterpret the connection between mathematics as well as culture and the reform of general education. The developed mathematics culture included elements other than mathematics, such as the Chinese writings and their interactions with mathematics and life experiences. The findings hold implications for mathematics and general education: An interdisciplinary curriculum design can help cultivate teachers’ and students’ intellectual acumen; higher education communities worldwide must follow the trend.

文化与数学之间的脱节问题在当时和现在都受到了关注(怀尔德(Wilder)(见 Graves et al:Graves et al., Proceedings of the international congress of mathematicians, American Mathematical Society, 1950; Liu in Taiwan Journal of Mathematics Education, 8:79-88, 2021b)。近年來,有關文化與數學關係的研究、工作坊及比賽相繼出現,例如在課堂上加入數學歷史或數學著作。然而,尽管这种方法的有效性已得到证实,但将其作为教学方法仍被严重忽视,更不用说创作数学文学作品的方法--数学-文学竞赛旨在实现这一目标。此外,没有任何实证研究对竞赛进行过系统的评估,尤其是从文化角度进行评估。本定性案例研究旨在通过教师和学生的看法,探讨数学文学作品对数学教学发展的影响以及竞赛所代表的数学文化。共采访了 10 位教师和 20 名学生。数据分析遵循殷氏的五个阶段(2016 年)。研究将竞赛的演化模型可视化,同时标志着数学文化的发展。研究结果表明,竞赛促使构成内力的教师和学生巩固了数学文化,而数学文化又在外力的作用下得到了丰富,从而重新诠释了数学以及文化与普通教育改革之间的联系。发展起来的数学文化包括数学以外的元素,如中国文字及其与数学和生活经验的互动。研究结果对数学和通识教育具有启示意义:跨学科的课程设计有助于培养教师和学生的知识敏锐性;全球高等教育界必须顺应这一趋势。
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引用次数: 0
Effects of interventions using graphic organizer in Korea: a meta-analysis 韩国使用图形组织器进行干预的效果:荟萃分析
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-05-28 DOI: 10.1007/s12564-024-09965-2
Jechun An, Dong-il Kim

This study aimed to evaluate the effects of intervention using graphic organizers on the cognitive and affective improvement of students with intellectual disability (ID), with learning disability (LD), without disability, and at-risk learners in Korea. A total of 49 peer-reviewed journals and dissertations for the last 20 years were included for conducting this meta-analysis. The overall effect size of intervention using a graphic organizer was .78 (d) (95% CI [.63, .94], ({tau }^{2}) = .28) using a random-effects model. In order of strongest to weakest effects, at-risk learners (d = 1.38), students with LD (d = 1.15), students with ID (d = .76), and students without disability (d = .52). Among student variables, there is no statistically significant difference by school level, but by school type. Among intervention variables, instruction in math (d = 1.43) and Korean (d = .96); cognitive mapping (d = 1.05); 1–19 times, 1–9 weeks, 3–5 times per week; and small-size groups were the most effective intervention conditions. While several variables showed significant subgroup differences, meta-regression analyses revealed that only group size and frequency were significant moderators after controlling for other factors. In summary, intervention using a graphic organizer was more effective for students with disability and at-risk students than it was for students without disability.

本研究旨在评估使用图形组织器进行干预对韩国智障(ID)学生、学习障碍(LD)学生、非残疾学生和高危学习者的认知和情感改善的影响。本次荟萃分析共收录了过去 20 年中 49 篇经同行评审的期刊和论文。采用随机效应模型,使用图形组织器进行干预的总体效应大小为 0.78 (d) (95% CI [.63, .94], ({tau }^{2}) = 0.28)。从效果最强到效果最弱依次为问题学生(d = 1.38)、有学习障碍的学生(d = 1.15)、智障学生(d = .76)和非残疾学生(d = .52)。在学生变量中,不同学校水平的差异不显著,但不同学校类型的差异显著。在干预变量中,数学(d = 1.43)和韩语(d = 0.96)教学、认知绘图(d = 1.05)、1-19 次、1-9 周、每周 3-5 次以及小规模小组是最有效的干预条件。虽然有几个变量显示出明显的亚组差异,但元回归分析表明,在控制了其他因素后,只有小组规模和频率是明显的调节因素。总之,使用图形组织器进行干预对残疾学生和高危学生比对非残疾学生更有效。
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引用次数: 0
The impact of resilience acquisition on students transitioning to university during covid-19: a follow up study with Myanmar students 抗逆力的获得对19世纪中期升入大学的学生的影响:对缅甸学生的后续研究
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-05-25 DOI: 10.1007/s12564-024-09972-3
Steve Gomersall, Alan Floyd

In our previous study (Gomersall & Floyd, in Asia Pacific Education Review 24:447–459, 2022), we reported that a group of Myanmar students, who studied online for their high school qualifications during COVID-19, reported drawing on a range of factors to enable them to overcome the adversity and continue their education. Moreover, they claimed that they had benefited from the online experience and were ready to progress to university. This study returns one year later to interview some of the original participants to see if their perceptions became reality. In addition, a group of students from the 2020 cohort are also interviewed so that a comparison can be made between the last group of students who studied ‘normally’ before COVID-19, and those who experienced online learning for the first time. This study addresses a gap in the literature by examining student perspectives of the ways in which they thrived as a result of digitally enhanced learning. We conclude that learning online enabled students to develop personally, enhance their digital skills, and acquire skills and knowledge that could be utilised again in the future. Moreover, those who studied online in both high school and university found the process of commencing online studies at university easier, which supports the tentative conclusion that even in low resource settings, it would be beneficial for schools to explore integrating more digital skills into the classroom.

在我们之前的研究(Gomersall & Floyd, in Asia Pacific Education Review 24:447-459, 2022)中,我们报告了一群缅甸学生,他们在 COVID-19 期间通过在线学习获得高中学历,并报告说他们利用了一系列因素来克服逆境,继续接受教育。此外,他们还声称自己从在线学习中受益匪浅,并已准备好升入大学。本研究在一年后再次访问了一些最初的参与者,以了解他们的看法是否变成了现实。此外,本研究还采访了 2020 年的一批学生,以便将 COVID-19 之前 "正常 "学习的最后一批学生与首次体验在线学习的学生进行比较。本研究从学生的视角出发,探讨了他们通过数字化学习获得成功的方式,从而填补了文献中的空白。我们的结论是,在线学习使学生获得了个人发展,提高了他们的数字技能,并获得了将来可以再次使用的技能和知识。此外,那些在高中和大学都进行过在线学习的学生认为,在大学开始在线学习的过程更加容易,这支持了我们的初步结论,即即使在资源匮乏的环境下,学校探索将更多数字技能融入课堂也是有益的。
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引用次数: 0
Defining, identifying, and estimating causal effects with the potential outcomes framework: a review for education research 用潜在成果框架定义、识别和估计因果效应:教育研究综述
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-05-10 DOI: 10.1007/s12564-024-09957-2
Bryan Keller, Zach Branson

Causal inference involves determining whether a treatment (e.g., an education program) causes a change in outcomes (e.g., academic achievement). It is well-known that causal effects are more challenging to estimate than associations. Over the past 50 years, the potential outcomes framework has become one of the most widely used approaches for defining, identifying, and estimating causal effects. In this paper, we review the potential outcomes framework with a focus on potential outcomes notation to define individual and average causal effects. We then show how three canonical assumptions, Unconfoundedness, Positivity, and Consistency, may be used to identify average causal effects. The identification results motivate methods for estimating causal effects in practice, which include model-based estimators, such as regression, inverse probability weighting, and doubly robust estimation, and procedures that target covariate balance, such as matching and stratification. Examples and discussion are grounded in the context of a running example of a study aimed at assessing the causal effect of receipt of special education services on 5th grade mathematics achievement in school-aged children. Practical considerations for education research are discussed.

因果推断涉及确定一种处理方法(如教育计划)是否会导致结果(如学业成绩)的改变。众所周知,因果效应比关联效应更难估计。在过去的 50 年中,潜在结果框架已成为定义、识别和估算因果效应最广泛使用的方法之一。在本文中,我们回顾了潜在结果框架,重点介绍了定义个体和平均因果效应的潜在结果符号。然后,我们将展示如何利用三个典型假设--无界性、正向性和一致性--来识别平均因果效应。识别结果激发了在实践中估计因果效应的方法,其中包括基于模型的估计方法,如回归、反概率加权和双重稳健估计,以及针对协变量平衡的程序,如匹配和分层。研究实例和讨论以一项研究为例,该研究旨在评估接受特殊教育服务对学龄儿童五年级数学成绩的因果影响。还讨论了教育研究的实际考虑因素。
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引用次数: 0
Education expansion and its returns to education in Vietnam: a two-step Heckman model analysis 越南的教育扩张及其教育回报:两步赫克曼模型分析
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-05-04 DOI: 10.1007/s12564-024-09967-0
Jean-Baptiste M. B. Sanfo, Keiichi Ogawa, Thu Ha Truong

This study investigates the impact of educational expansion on the relationship between education and its economic returns as posited by the human capital theory. Specifically, we explore how the expansion of education affects the returns to higher levels of education relative to lower ones and examine gender differences across levels of education. To achieve these objectives, we use data from the Vietnam Household Living Standards Surveys (VHLSS) conducted between 2002 and 2014, encompassing a sample of 133,600 individuals. Our empirical findings, consistent with the human capital theory, show that higher levels of education are associated with increased monetary returns, even in the context of educational expansion. Nevertheless, we observe varied gender effects resulting from the expansion of education, particularly for individuals with no or primary education. Notably, women in these educational categories tend to earn lower wages than their male counterparts. In contrast, women who have attained tertiary education have higher wage premiums than men. Overall, this study's results support the human capital theory while emphasizing the significance of considering education as a positional good and recognizing the gender-specific impacts of educational expansion.

本研究探讨了教育扩张对人力资本理论所假设的教育及其经济回报之间关系的影响。具体而言,我们将探讨教育扩张如何影响较高教育水平相对于较低教育水平的回报,并研究不同教育水平的性别差异。为了实现这些目标,我们使用了 2002 年至 2014 年期间进行的越南家庭生活水平调查(VHLSS)的数据,样本包括 13.36 万人。我们的实证研究结果与人力资本理论一致,表明即使在教育扩张的背景下,较高的教育水平也会带来更高的货币回报。然而,我们观察到教育扩张带来的不同性别效应,尤其是对未受过教育或仅受过初等教育的个人而言。值得注意的是,这些教育程度的女性的工资往往低于男性。相比之下,受过高等教育的女性的工资溢价高于男性。总体而言,本研究的结果支持人力资本理论,同时强调了将教育视为一种地位商品的重要性,并认识到教育扩张对不同性别的影响。
{"title":"Education expansion and its returns to education in Vietnam: a two-step Heckman model analysis","authors":"Jean-Baptiste M. B. Sanfo, Keiichi Ogawa, Thu Ha Truong","doi":"10.1007/s12564-024-09967-0","DOIUrl":"https://doi.org/10.1007/s12564-024-09967-0","url":null,"abstract":"<p>This study investigates the impact of educational expansion on the relationship between education and its economic returns as posited by the human capital theory. Specifically, we explore how the expansion of education affects the returns to higher levels of education relative to lower ones and examine gender differences across levels of education. To achieve these objectives, we use data from the Vietnam Household Living Standards Surveys (VHLSS) conducted between 2002 and 2014, encompassing a sample of 133,600 individuals. Our empirical findings, consistent with the human capital theory, show that higher levels of education are associated with increased monetary returns, even in the context of educational expansion. Nevertheless, we observe varied gender effects resulting from the expansion of education, particularly for individuals with no or primary education. Notably, women in these educational categories tend to earn lower wages than their male counterparts. In contrast, women who have attained tertiary education have higher wage premiums than men. Overall, this study's results support the human capital theory while emphasizing the significance of considering education as a positional good and recognizing the gender-specific impacts of educational expansion.</p>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140882709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of instructional video playback speed and pre-embedded questions on learning 教学视频播放速度和预埋问题对学习的影响
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-05-03 DOI: 10.1007/s12564-024-09964-3
Rong Liu, Huina Jia

Instructional video has become an important teaching resource. In related studies, researchers have found that the playback speed of instructional videos affects learning effect. However, it is not clear whether the learning effect obtained when learners choose different playback speeds is affected by the interactive design of the video (e.g., such as pre-embedded questions). Therefore, in this study, behavioral tests and eye-movement techniques were used to investigate the learning outcomes and cognitive processing of 90 participants based on instructional video playback speed (1.0×, 1.25×, and 1.5×) and question embedding types (no-question embedding and pre-embedded questions). The results showed that the pre-embedded questions not only improved learners' attention to the main content of the video, but also enhanced learning performance. An appropriate increase in playback speed (1.25× speed) is beneficial to learners' cognitive processing and learning depth, but excessive speed (1.5× speed) can be detrimental. Pre-embedding questions can broaden the range of speed acceptable to learners while maintaining learning efficiency. There was no significant difference in learning outcomes between 1.0, 1.25, and 1.5 times speed when questions were pre-embedded. However, the learning effect of 1.5 times speed was considerably lower than that of 1.0 times and 1.25 times speed when no questions were embedded. This study not only provides a new research perspective for the related research of instructional videos, but also provides a reference for the design and development of teaching video, so as to meet learners' individual needs and improve the effectiveness of online learning.

教学视频已成为一种重要的教学资源。在相关研究中,研究人员发现教学视频的播放速度会影响学习效果。然而,当学习者选择不同的播放速度时,学习效果是否会受到视频互动设计(如预埋问题)的影响,目前尚不清楚。因此,本研究采用行为测试和眼动技术,根据教学视频的播放速度(1.0×、1.25×和1.5×)和问题嵌入类型(无问题嵌入和预埋问题),调查了90名参与者的学习效果和认知加工过程。结果表明,预埋问题不仅能提高学习者对视频主要内容的注意力,还能提高学习成绩。适当提高播放速度(1.25 倍速)有利于学习者的认知加工和学习深度,但过快的速度(1.5 倍速)则可能有害无益。预埋问题可以扩大学习者可接受的速度范围,同时保持学习效率。在预埋问题时,1.0、1.25 和 1.5 倍速度的学习效果没有明显差异。然而,1.5 倍速度的学习效果大大低于未嵌入问题时 1.0 倍和 1.25 倍速度的学习效果。本研究不仅为教学视频的相关研究提供了新的研究视角,也为教学视频的设计与开发提供了参考,从而满足学习者的个性化需求,提高在线学习的效果。
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引用次数: 0
An introduction to causal mediation analysis 因果中介分析入门
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-04-30 DOI: 10.1007/s12564-024-09962-5
Xu Qin

Causal mediation analysis has gained increasing attention in recent years. This article guides empirical researchers through the concepts and challenges of causal mediation analysis. I first clarify the difference between traditional and causal mediation analysis and highlight the importance of adjusting for the treatment-by-mediator interaction and confounders of the treatment–mediator, treatment–outcome, and mediator–outcome relationships. I then introduce the definition of causal mediation effects under the potential outcomes framework and different methods for the identification and estimation of the effects. After that, I highlight the importance of conducting a sensitivity analysis to assess the sensitivity of analysis results to potential unmeasured confounding. I also list various statistical software that can conduct causal mediation analysis and sensitivity analysis and provide suggestions for writing a causal mediation analysis paper. Finally, I briefly introduce some extensions that I made with my colleagues, including power analysis, multisite causal mediation analysis, causal moderated mediation analysis, and relaxing the assumption of no post-treatment confounding.

近年来,因果中介分析日益受到关注。本文引导实证研究人员了解因果中介分析的概念和挑战。我首先阐明了传统中介分析与因果中介分析的区别,并强调了调整治疗与中介相互作用以及治疗-中介、治疗-结果和中介-结果关系的混杂因素的重要性。然后,我介绍了潜在结果框架下因果中介效应的定义,以及识别和估计效应的不同方法。之后,我强调了进行敏感性分析的重要性,以评估分析结果对潜在的未测量混杂因素的敏感性。我还列出了可以进行因果中介分析和敏感性分析的各种统计软件,并提供了撰写因果中介分析论文的建议。最后,我简要介绍了我和我的同事们所做的一些扩展,包括功率分析、多站点因果中介分析、因果调节中介分析以及放宽无治疗后混杂的假设。
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引用次数: 0
Can school cultivate active global citizens? Exploring school and student factors related to students’ global citizenship in the Republic of Korea 学校能否培养积极的世界公民?探索大韩民国学生全球公民意识的相关学校和学生因素
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-04-13 DOI: 10.1007/s12564-024-09961-6
Seongkyeong Jeong, Hwanbo Park

The purpose of this study was to investigate the school-related factors that influence students’ global citizenship. To explore both student-level and school-level factors that influence students’ global citizenship, we applied a hierarchical linear model using PISA 2018 data from Korea. The results showed that factors related to teacher’s GCED practices and school climate can play an important role in fostering students’ global citizenship. Based on these findings, we suggest that a whole-school approach is needed to promote the inclusion of GCED-related topics in various school curricula and to integrate GCED values into the overall school culture to enhance students’ global citizenship.

本研究旨在调查影响学生全球公民意识的学校相关因素。为了探究影响学生全球公民意识的学生层面和学校层面的因素,我们使用韩国 PISA 2018 数据建立了一个分层线性模型。结果显示,与教师的全球公民教育实践和学校氛围相关的因素在培养学生的全球公民意识方面发挥着重要作用。基于这些研究结果,我们建议需要采取全校参与的方式,促进将全球公民教育相关主题纳入各种学校课程,并将全球公民教育价值观融入整体学校文化,以提高学生的全球公民意识。
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引用次数: 0
Regression discontinuity designs in education: a practitioner’s guide 教育中的回归不连续设计:实践者指南
IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-04-10 DOI: 10.1007/s12564-024-09956-3
Youmi Suk

Regression discontinuity (RD) designs have gained significant popularity as a quasi-experimental device for evaluating education programs and policies. In this paper, we present a comprehensive review of RD designs, focusing on the continuity-based framework, the most widely adopted RD framework. We first review the fundamental aspects of RD designs, drawing on potential outcomes and causal graphs. We then discuss the validity threats in RD designs, including manipulation, discreteness of the running variable, statistical power, and generalizability. Additionally, we provide an overview of the existing extensions to RD designs. To exemplify the application of RD methods, we analyze the effect of New Jersey’s pre-kindergarten program on children’s vocabulary test scores, using an educational dataset. Finally, we offer practical guidelines in the conclusion to promote the appropriate use of RD methods in educational research.

回归不连续(RD)设计作为一种评估教育项目和政策的准实验手段,已经大受欢迎。在本文中,我们对回归不连续设计进行了全面回顾,重点关注基于连续性的框架,这是最广泛采用的回归不连续设计框架。我们首先回顾了 RD 设计的基本方面,借鉴了潜在结果和因果关系图。然后,我们讨论了 RD 设计中的有效性威胁,包括操纵、运行变量的离散性、统计功率和可推广性。此外,我们还概述了 RD 设计的现有扩展。为了举例说明 RD 方法的应用,我们使用教育数据集分析了新泽西州学前教育项目对儿童词汇测试成绩的影响。最后,我们在结论中提供了实用指南,以促进在教育研究中适当使用 RD 方法。
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引用次数: 0
期刊
Asia Pacific Education Review
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