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Predicting undergraduate student evaluations of teaching using probabilistic machine learning: The importance of motivational climate 利用概率机器学习预测本科生对教学的评价:激励氛围的重要性
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-29 DOI: 10.1016/j.stueduc.2024.101353
Brett D. Jones , Kazim Topuz , Sumeyra Sahbaz

The purpose of this study was to understand the complex interactions within a course among motivational climate variables and student evaluations of teaching (SETs) by developing online simulators using probabilistic machine learning. We used data from 2938 undergraduate students in 30 classes to create online simulators based on Bayesian Belief Networks. We created bubble charts, line graphs, and radar charts to show the relationships between the study variables. Findings showed that (a) the motivational climate variables—as measured by the MUSIC Model of Motivation variables—are the largest predictors of SETs, (b) student interest (in the coursework and instructional methods) is the overall largest predictor of SETs, (c) the relationships between the motivational climate variables and SETS are nonlinear, (d) the ease of the course and demographic variables are only weakly associated with SETs, and (e) the largest predictors of instructor and course rating are similar, but somewhat different.

本研究的目的是通过使用概率机器学习开发在线模拟器,了解一门课程中动机氛围变量和学生教学评价(SET)之间复杂的相互作用。我们利用 30 个班级 2938 名本科生的数据,创建了基于贝叶斯信念网络的在线模拟器。我们创建了气泡图、折线图和雷达图来显示研究变量之间的关系。研究结果表明:(a) 以 MUSIC 动机模型变量衡量的动机氛围变量是 SETs 的最大预测因素;(b) 学生兴趣(对课业和教学方法的兴趣)是 SETs 的最大预测因素;(c) 动机氛围变量与 SETS 之间的关系是非线性的;(d) 课程难易程度和人口统计变量与 SETs 的关系很弱;(e) 教师和课程评分的最大预测因素相似,但有些不同。
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引用次数: 0
Dynamics of change of academics’ teaching approaches: A latent profile transition analysis 学者教学方法的动态变化:潜在特征分析
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-27 DOI: 10.1016/j.stueduc.2024.101349
Marian D. Ilie , Peter Van Petegem , Velibor Mladenovici , Laurenţiu P. Maricuţoiu

Current studies highlighted a positive relationship between academics' learning-focused approaches to teaching and students' active and deep learning. Thus, scholars have an ongoing debate about the dynamics of change from academics’ content-focused to learning-focused approaches to teaching. Previous studies investigating this subject used variable-centered analyses (on cross-sectional or pre-post data) or person-centered analyses only on cross-sectional data. Such research approaches presented limited information about the dynamics of change in teaching approaches of naturally occurring subgroups of academics with multiple teaching approach characteristics. This study analyzed the issue using longitudinal data collected on three moments (N = 111 Romanian academics) and a person-centered approach (i.e., latent profile transition analysis). We identified three dissonant approaches to teaching and one learning-focused. Our results suggested that the process of change in approaches to teaching seems to be slow and, sometimes, discontinuous. The transition from the most dissonant approach to the learning-focused approach could occur directly or by intermediary steps described as less dissonant. These dynamics of change are similar across various subsamples defined by the academics’ teaching context, specialization, gender, teaching experience, and pedagogical training programs followed. We advanced several implications for designing pedagogical programs for academics and future research.

目前的研究强调,学者以学习为中心的教学方法与学生的主动和深入学习之间存在着积极的关系。因此,学者们一直在讨论从学者以内容为中心的教学方法到以学习为中心的教学方法的动态变化。以往调查这一主题的研究采用变量中心分析法(横截面数据或前后数据),或仅对横截面数据进行以人为中心的分析。这些研究方法只能提供有限的信息,说明自然形成的具有多种教学方法特征的学者亚群在教学方法上的动态变化。本研究利用收集到的三个时刻的纵向数据(N = 111 名罗马尼亚学者)和以人为中心的方法(即潜在特征分析)分析了这一问题。我们发现了三种不和谐的教学方法和一种以学习为中心的方法。我们的结果表明,教学方法的变化过程似乎是缓慢的,有时甚至是不连续的。从最不和谐的教学方法过渡到以学习为中心的教学方法,可能是直接发生的,也可能是通过被描述为不太和谐的中间步骤发生的。根据学者的教学背景、专业、性别、教学经验和所参加的教学培训项目等因素,这些变化的动态变化在不同的子样本中是相似的。我们提出了为学者设计教学计划和未来研究的若干启示。
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引用次数: 0
Learning analytics of peer feedback on communicative skills in an EFL course across different learning modalities 不同学习模式下英语语言课程中同伴反馈对交际技能的学习分析
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-27 DOI: 10.1016/j.stueduc.2024.101352
Tom Gorham , Rwitajit Majumdar , Hiroaki Ogata

This research investigates the improvement of communicative skills in university students via peer feedback activities in an English-as-a-foreign-language (EFL) course. Utilizing a comprehensive view of contemporary feedback frameworks, the study engaged 320 students across three cohorts. The last two cohorts transitioned to online Emergency Remote Teaching (ERT) due to the COVID-19 pandemic. The final cohort further employed a prototype learning analytics system to enhance peer feedback skills. Answering calls for more research on authentic task-based learning in tech-mediated contexts, this study offers empirical evidence supporting modern feedback frameworks. Results showed that ERT cohorts, especially those using the prototype system, outperformed the face-to-face cohort in communicative speaking tests, highlighting the effectiveness of peer feedback activities in boosting communicative skills.

本研究调查了在一门外语作为英语(EFL)课程中通过同伴反馈活动提高大学生交际能力的情况。本研究利用当代反馈框架的综合视角,让三批共 320 名学生参与其中。由于 COVID-19 大流行,最后两批学生过渡到了在线紧急远程教学(ERT)。最后一批学生进一步采用了原型学习分析系统,以提高同伴反馈技能。这项研究为支持现代反馈框架提供了实证证据,回应了对技术媒介环境下基于任务的真实学习进行更多研究的呼吁。研究结果表明,在交际口语测试中,ERT队列,尤其是使用原型系统的队列,表现优于面对面队列,这凸显了同伴反馈活动在提高交际技能方面的有效性。
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引用次数: 0
Estimating teachers’ value-added effects using generalized persistence model 利用广义持续模型估算教师的增值效应
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-21 DOI: 10.1016/j.stueduc.2024.101355
Ali Temurtaş , Derya Çobanoğlu Aktan

One of the issues in value-added assessment of teachers is the persistence of effects. Although Generalized Persistence (GP) model addresses this issue, it is not commonly used because of the difficulty interpreting its results. The purpose of this study is to examine teachers’ value-added scores using the GP model and interpret the findings in terms of teacher assessment. Test scores of the same students (1432 students studying in 12 different middle schools) for three consecutive test administrations were used to estimate value-added scores of 61 science and 42 Turkish teachers. While correlation between current and future year value-added scores was high for science teachers (r = 0.88), it was lower for Turkish teachers (r = 0.46). On the other hand, the reliability of the estimates was found to be low. The study is concluded with suggestions for the use of the GP model and implications for further research and policy use.

教师增值评估的问题之一是效果的持续性。尽管广义持续性模型(GP)解决了这一问题,但由于其结果难以解释,因此并不常用。本研究的目的是利用 GP 模型研究教师的增值得分,并从教师评价的角度解释研究结果。研究使用了同一学生(在 12 所不同中学就读的 1432 名学生)连续三次的考试成绩来估算 61 名理科教师和 42 名土耳其教师的增值分数。理科教师当年和未来一年的增值分数之间的相关性较高(r = 0.88),而土耳其语教师的相关性较低(r = 0.46)。另一方面,估计值的可靠性较低。研究最后提出了使用 GP 模型的建议以及进一步研究和政策使用的意义。
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引用次数: 0
How constructive is that feedback? Associations with undergraduates’ future time perspectives moderated by student characteristics’ 反馈的建设性如何?受学生特征调节的本科生未来时间观的相关性
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-20 DOI: 10.1016/j.stueduc.2024.101351
Carlton J. Fong , Diane L. Schallert , Shengjie Lin , Servet Altan

Beliefs about the future, instantiated as a learner’s future time perspective, have been largely overlooked in the research on the connection between feedback and motivation. Because feedback statements vary in their level of specificity and friendliness (a commonly reported distinction between peer-provided and instructor-provided feedback), we were interested in the interplay between such feedback characteristics and learners’ future time perspective. With 392 U.S. undergraduates, we investigated how future time perspective (specifically, its valence and connectedness) affected whether learners perceived as constructive feedback statements that varied in specificity and friendliness, and whether gender and academic discipline would influence these perceptions. Future time perspective connectedness was positively associated with perceptions of feedback constructiveness for specific statements but was negatively related to constructiveness for unspecific statements. Valence was positively correlated with feedback constructiveness for unspecific statements. Although no differences in academic discipline were found, gender effects emerged. Implications for peer feedback are discussed.

在有关反馈与学习动机之间联系的研究中,关于未来的信念(即学习者的未来时间观)在很大程度上被忽视了。由于反馈陈述的具体程度和友好程度各不相同(这是通常报道的同伴反馈和教师反馈之间的区别),我们对这些反馈特征与学习者的未来时间观之间的相互作用很感兴趣。我们以 392 名美国本科生为研究对象,调查了未来时间视角(特别是其价值和关联性)如何影响学习者是否将具体性和友好性不同的反馈语句视为建设性反馈,以及性别和学科是否会影响这些看法。未来时间视角的关联性与具体语句的反馈建构性呈正相关,但与非具体语句的建构性呈负相关。对于不具体的陈述,价值感与反馈建构性呈正相关。虽然没有发现学科差异,但出现了性别效应。本文讨论了同伴反馈的影响。
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引用次数: 0
Supporting students to generate self-feedback: Critical reflections on the special issue 支持学生进行自我反馈:对特刊的批判性思考
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-16 DOI: 10.1016/j.stueduc.2024.101348
Fabienne Michelle Van der Kleij

This article presents a commentary on articles in the special issue entitled “Instructional Tools and Curricular Structures to Facilitate Students’ Generation of Self-feedback.” The articles explored the value of a diverse range of potential sources of feedback from the student perspective. Collectively, these articles highlight the potential of instructional tools and assessment resources in supporting students to generate self-feedback. Studies in this special issue also contribute innovative solutions to enable sustainable and effective feedback practices at scale, capitalising on technological advances. Overall, the findings amplify the importance of explicitly providing appropriate frames of reference such as rubrics, exemplars, and annotated exemplars, to support the generation of meaningful self-feedback. However, further research that makes the nature of self-feedback visible is needed. To progress research on self-feedback, I highlight the need for a strategic research agenda, as well as more sophisticated theoretical frameworks and fit-for-purpose methods.

本文对题为 "促进学生产生自我反馈的教学工具和课程结构 "的特刊中的文章进行了评论。这些文章从学生的角度探讨了各种潜在反馈来源的价值。这些文章共同强调了教学工具和评估资源在支持学生产生自我反馈方面的潜力。本特刊中的研究还提出了创新解决方案,以利用技术进步实现大规模的可持续有效反馈实践。总之,研究结果强调了明确提供适当参考框架的重要性,如评分标准、范例和注释范例,以支持生成有意义的自我反馈。不过,还需要进一步开展研究,使自我反馈的性质更加明显。为了推进自我反馈研究,我强调需要一个战略性的研究议程,以及更复杂的理论框架和适合目的的方法。
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引用次数: 0
Teaching quality and student reading outcomes: Evidence from a longitudinal study from grade 5 to 7 教学质量与学生阅读成果:五年级至七年级纵向研究的证据
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-03-01 DOI: 10.1016/j.stueduc.2024.101347
Manja Attig , Frances Hoferichter , Isa Steinmann , Rolf Strietholt

The literature on the effects of teaching behavior on student competence and motivation has primarily focused on single teaching facets, with limited attention to multiple components simultaneously. To address this gap, this study examined a model of teaching and learning by investigating 10 teaching quality components reported by both students and teachers. The study used a sample of 3067 students in 150 schools in Germany and regressed reading competence and attitudes towards reading in grade 7 on these 10 variables. The study controlled for prior reading competence and attitudes towards reading in grade 5, as well as other student background characteristics, and estimated school-fixed effects. The results did not identify significant associations between the investigated teaching quality components and the reading competence and attitudes towards reading measures when considered simultaneously in one model, after taking into account previous competence and attitudes. The study discusses limitations and implications of these findings.

关于教学行为对学生能力和学习动机影响的文献主要集中在单一的教学方面,而对多个方面同时关注的程度有限。为了弥补这一不足,本研究通过调查学生和教师报告的 10 个教学质量要素,研究了一种教学模式。研究以德国 150 所学校的 3067 名学生为样本,将七年级学生的阅读能力和阅读态度与这 10 个变量进行回归分析。研究控制了学生之前的阅读能力和五年级时的阅读态度,以及其他学生背景特征,并估计了学校固定效应。在考虑了先前的能力和态度之后,在一个模型中同时考虑所调查的教学质量要素与阅读能力和阅读态度测量之间时,结果并未发现明显的关联。本研究讨论了这些结果的局限性和影响。
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引用次数: 0
Assessing student learning in work-integrated learning (WIL): A systematic review on assessment methods and purposes 评估学生在工作综合学习(WIL)中的学习情况:关于评估方法和目的的系统回顾
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-02-29 DOI: 10.1016/j.stueduc.2024.101345
Lillian Yun Yung Luk , Cecilia K.Y. Chan

Under increasing pressure from quality assurance and other accountability concerns, it is easy to fall into the trap of assessing students only for the sake of assessment. This review aims to help educators rethink assessment in work-integrated learning (WIL) courses with purpose in mind by identifying the assessment methods used to assess student learning in such courses over the last 20 years, together with the underlying purposes of assessment. Based on the analysis of 103 selected articles from four databases and additional searching, 22 assessment methods and seven broad categories of assessment purposes were identified. One key finding is that the assessment of student learning in WIL courses outlined in the results was mainly implemented as assessment for learning to support students’ development as self-regulated, lifelong learners. Based on this finding, we propose three assessment design principles for self-regulated learning with recommendations on how to utilize different assessment methods to their fullest potential in preparing students for their futures.

在来自质量保证和其他问责方面的压力日益增大的情况下,很容易陷入仅仅为了评 估而评估学生的陷阱。本综述旨在帮助教育者重新思考工作综合学习(WIL)课程中的评估问题,通过确定过去20年中用于评估学生在此类课程中学习情况的评估方法以及评估的基本目的,帮助教育者牢记评估的目的。根据对四个数据库中 103 篇文章的分析和其他搜索,确定了 22 种评估方法和七大类评估目的。其中一个重要发现是,结果中概述的西线课程学生学习评估主要是作为学习评估来实施的,以支持学生发展成为自我调节的终身学习者。基于这一发现,我们提出了自律学习的三个评估设计原则,并就如何充分利用不同的评估方法为学生的未来做好准备提出了建议。
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引用次数: 0
Strengths intervention imparted through a blended learning approach to advance personal growth initiative among Pakistan’s university students during COVID-19 在 COVID-19 期间,通过混合学习方法在巴基斯坦大学生中传授优势干预措施,以推进个人成长倡议
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-02-28 DOI: 10.1016/j.stueduc.2024.101343
Zane Asher Green

To enhance the teaching-learning process and protect all concerned during COVID-19, a blended learning approach—comprising online learning as well as offline personal and collaborative learning—was used to impart a strengths intervention to foster personal growth initiative (PGI) among Pakistan’s university students. The sample comprised 176 students randomly allocated to a treatment (n = 88) and a wait-list control (n = 88) group. Growth curve modeling analyzed the developmental changes in participants’ PGI scores over time. PGI increased to a greater extent in the treatment group than in the control group immediately after the intervention as well as four and eight months later. There were also significant changes in students’ initial status (intercepts) and rates of changes over time (slopes). Moreover, students with high initial PGI scores had a slower linear increase, whereas those with low initial PGI scores had a faster increase in linear growth over time.

为了在 COVID-19 期间加强教学过程并保护所有相关人员,我们采用了一种混合学习方法--包括在线学习以及线下个人和协作学习--在巴基斯坦大学生中传授促进个人成长倡议(PGI)的优势干预措施。样本包括随机分配到治疗组(88 人)和等待对照组(88 人)的 176 名学生。成长曲线模型分析了参与者的 PGI 分数随时间的发展变化。治疗组的 PGI 在干预后立即以及 4 个月和 8 个月后比对照组有更大程度的提高。学生的初始状态(截距)和随时间推移的变化率(斜率)也有明显变化。此外,初始 PGI 分数高的学生线性增长速度较慢,而初始 PGI 分数低的学生随着时间的推移线性增长速度较快。
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引用次数: 0
The influence of parental involvement on students’ non-cognitive abilities in rural ethnic regions of northwest China 父母参与对西北民族地区农村学生非认知能力的影响
IF 3.1 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-02-22 DOI: 10.1016/j.stueduc.2024.101344
Lin Li, Han Liu, Yupan Kang, Yaojiang Shi, Zijian Zhao

The development of children’s non-cognitive abilities is crucial for both individuals and society as a whole. In this study, using a follow-up survey on 5369 primary students in rural ethnic regions of northwest China, we aim to examine the levels of parental involvement in rural ethnic regions and investigate its effect on students’ non-cognitive abilities. Our results show the following: first, parental involvement in rural ethnic regions of northwest China is quite low. Parents pay more attention to their children’s academic performance than to their non-cognitive abilities and the personal involvement is seriously lacking. Second, students from families with more favorable economic status, high parental education levels, non-migrant parents, and primary caregivers who are parents experience higher levels of parental involvement. Though Han students generally have higher maternal involvement and lower paternal involvement than minorities, the ethnic differences are reduced after controlling the covariates. Third, using the value-added model, after controlling for individual, family, class, county and baseline variables, we find that maternal behavioral and personal involvement and paternal cognitive and behavioral involvement have significant positive effects on children’s non-cognitive abilities. We use causal identification methods including propensity score matching and Mahalanobis distance matching to do the robustness test.

儿童非认知能力的发展对个人和整个社会都至关重要。本研究通过对中国西北民族地区农村 5369 名小学生的跟踪调查,考察了中国西北民族地区农村学生家长的参与程度,并探讨了家长参与对学生非认知能力的影响。结果表明:第一,西北民族地区农村学生家长参与度较低。家长对子女学习成绩的关注多于对其非认知能力的关注,个人参与严重不足。其次,家庭经济状况较好、父母受教育程度较高、父母非外来务工人员、主要照顾者为父母的学生,其父母参与程度较高。虽然汉族学生的母亲参与度和父亲参与度普遍高于少数民族学生,但在控制协变量后,民族差异有所缩小。第三,利用增值模型,在控制了个人、家庭、班级、县和基线变量后,我们发现母亲的行为和个人参与以及父亲的认知和行为参与对儿童的非认知能力有显著的积极影响。我们使用倾向得分匹配和 Mahalanobis 距离匹配等因果识别方法进行了稳健性检验。
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引用次数: 0
期刊
Studies in Educational Evaluation
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