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Predicting school transition rates in Austria with classification trees 用分类树预测奥地利的转学率
IF 2 Q1 Social Sciences Pub Date : 2022-10-17 DOI: 10.1080/1743727X.2022.2128744
A. Möller, A. George, Jürgen Groß
ABSTRACT Methods based on machine learning have become increasingly popular in many areas as they allow models to be fitted in a highly-data driven fashion and often show comparable or even increased performance in comparison to classical methods. However, in the area of educational sciences, the application of machine learning is still quite uncommon. This work investigates the benefit of using classification trees for analysing data from educational sciences. An application to data on school transition rates in Austria indicates different aspects of interest in the context of educational sciences: (i) the trees select variables for predicting school transition rates in a data-driven fashion which are well in accordance with existing confirmatory theories from educational sciences, (ii) trees can be employed for performing variable selection for regression models, and (iii) the classification performance of trees is comparable to that of binary regression models. These results indicate that trees and possibly other machine-learning methods may also be helpful to explore high-dimensional educational data sets, especially where no confirmatory theories have been developed yet.
基于机器学习的方法在许多领域变得越来越流行,因为它们允许模型以高度数据驱动的方式拟合,并且与经典方法相比,通常显示出相当甚至更高的性能。然而,在教育科学领域,机器学习的应用仍然很少见。这项工作调查了使用分类树分析教育科学数据的好处。对奥地利学校转学率数据的应用表明,在教育科学的背景下,人们感兴趣的不同方面:(i)树以数据驱动的方式选择变量来预测学校转换率,这与现有的教育科学验证性理论非常一致;(ii)树可以用于执行回归模型的变量选择;(iii)树的分类性能与二元回归模型相当。这些结果表明,树和可能的其他机器学习方法也可能有助于探索高维教育数据集,特别是在尚未开发验证理论的情况下。
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引用次数: 0
Introducing empirically grounded types into the study of school choice 将实证基础类型引入择校研究
IF 2 Q1 Social Sciences Pub Date : 2022-10-17 DOI: 10.1080/1743727X.2022.2134337
Anthony E. Healy
ABSTRACT I propose that the grounded types analytical method (GTAM) is a systematic and useful means of typology construction for qualitative studies. GTAM arose within European social sciences in response to a need to schematize qualitative typology and to explicate qualitative types more precisely. GTAM is applicable to a variety of qualitative situations. I illustrate in this paper GTAM’s applicability through my study of school choice in the Paris suburbs. I argue then for its inclusion in the qualitative study of U.S. primary and secondary school choice because it is a credible form of analysis that would provide a new lens for viewing how behaviours and beliefs enter into choices.
本文提出基于类型分析法(GTAM)是一种系统而有效的定性研究类型学构建方法。GTAM在欧洲社会科学中兴起,以响应对定性类型学的图式化和更精确地解释定性类型的需要。GTAM适用于各种定性情况。本文通过对巴黎郊区择校的研究来说明GTAM的适用性。我主张将其纳入美国小学和中学选择的定性研究,因为它是一种可信的分析形式,可以为观察行为和信念如何影响选择提供新的视角。
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引用次数: 0
Holistic measurement of early childhood educators’ well-being: a protocol 幼儿教育者幸福感的整体测量:一项协议
IF 2 Q1 Social Sciences Pub Date : 2022-10-07 DOI: 10.1080/1743727X.2022.2128746
S. Wong, T. Cumming, A. MacQuarrie, R. Bull, C. Robertson, M. Saha, L. McFarland, H. Logan
ABSTRACT Early childhood educators are key to delivering early childhood education and care (ECEC) for the benefit of children, their families and society alike. For the benefits of ECEC to be realised, however, the educators who deliver these services need to be well. Despite growing attention to attracting and retaining a high-quality early childhood workforce, little is known about the work-related psychological and physiological well-being of early childhood educators. This paper contributes an example of a protocol for an holistic study of early childhood educators’ well-being. It describes the use of multiple, interdisciplinary, innovative methods to measure educators’ physiological and psychological well-being, within the context of their work environment. Recommendations are provided for future studies of educators’ holistic well-being.
摘要幼儿教育工作者是为儿童、其家庭和社会提供幼儿教育和护理(ECEC)的关键。然而,为了实现ECEC的好处,提供这些服务的教育工作者需要做好准备。尽管人们越来越关注吸引和留住高质量的幼儿劳动力,但人们对幼儿教育工作者与工作相关的心理和生理健康知之甚少。本文提供了一个关于幼儿教育工作者幸福感的整体研究方案的例子。它描述了在教育工作者的工作环境中,使用多种跨学科的创新方法来衡量他们的生理和心理健康。为未来对教育工作者整体幸福感的研究提供了建议。
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引用次数: 2
Context-responsive attitudinal surveys about technology in language classrooms 语言课堂中科技的情境反应性态度调查
IF 2 Q1 Social Sciences Pub Date : 2022-10-01 DOI: 10.1080/1743727X.2022.2128743
P. Wesely, Elizabeth Plummer
ABSTRACT Language learner attitudes about technology have traditionally been studied using survey data, but those surveys have primarily been based on disparate constructs and conceptualizations of learner attitudes. The lack of a common measure, or one that reflects other levels and contexts of learning, has limited the investigation about language learner attitudes about technology. One possible solution, suggested by mixed methods research methodologists, involves the inclusion of qualitative data in adapting extant surveys to new contexts. The purpose of this study is to illustrate this type of adaptation, and to highlight the challenges and insights that occur as a result. In this study, qualitative data were used to adapt extant instruments to the secondary world language instructional context in the United States. The initial survey was administered to high school students of Spanish in the United States (N = 268), eight students then participated in qualitative interviews, the survey was revised, and quantitative findings from the revised instrument (N = 1039) were analyzed for validity and reliability. This study shows that this method for adapting a survey to a new context is viable yet complex, offering researchers an important model of how to tailor surveys to new contexts while remaining in conversation with prior scholarship.
传统上,语言学习者对技术的态度是通过调查数据来研究的,但这些调查主要是基于学习者态度的不同结构和概念。缺乏一个共同的衡量标准,或者一个反映其他层次和学习背景的标准,限制了对语言学习者对技术态度的调查。混合方法研究方法学家提出的一个可能的解决办法是,在使现有调查适应新的情况时纳入定性数据。本研究的目的是说明这种类型的适应,并强调由此产生的挑战和见解。在这项研究中,定性数据被用来调整现有的工具,以适应美国的第二世界语言教学语境。最初的调查对象是美国的西班牙语高中学生(N = 268),随后8名学生参加了定性访谈,对调查进行了修订,并对修订后的工具(N = 1039)的定量结果进行了效度和信度分析。这项研究表明,这种使调查适应新环境的方法是可行的,但也很复杂,为研究人员提供了一个重要的模型,说明如何在与先前的学术研究保持对话的同时,为新环境量身定制调查。
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引用次数: 0
Developing a codebook for qualitative data analysis: insights from a study on learning transfer between university and the workplace 开发用于定性数据分析的密码本:来自大学和工作场所之间学习迁移研究的见解
IF 2 Q1 Social Sciences Pub Date : 2022-09-30 DOI: 10.1080/1743727X.2022.2128745
Gisela Oliveira
ABSTRACT The use of codebooks to categorise qualitative data and to increase consistency in coding between multiple researchers is a well-established strategy in qualitative research. However, due to the focus on team-based research projects, the possibilities for the use of codebooks by individual researchers are rarely discussed. With the aim of adding to current literature and practices on the use of codebooks, this article describes, following a personal narrative style, the process and explores the benefits and challenges of developing a codebook for the analysis of qualitative data by an individual researcher. Starting from a set of transcripts from interviews with undergraduate students completing a one-year work-placement, it describes how developing and using a codebook was instrumental in improving the rigour of data analysis, and in supporting data theorisation and reflection on a research project exploring transfer of learning between university and the workplace. The approach and discussions presented here will be useful to qualitative researchers looking for a systematic method for the development of a codebook, but also for researchers working independently on the analysis of qualitative data.
摘要使用代码簿对定性数据进行分类,并提高多个研究人员之间编码的一致性,这是定性研究中一种行之有效的策略。然而,由于专注于基于团队的研究项目,很少讨论个人研究人员使用代码簿的可能性。为了补充当前关于代码簿使用的文献和实践,本文以个人叙述的方式描述了开发代码簿的过程,并探讨了开发用于个人研究人员分析定性数据的代码簿的好处和挑战。从一组对完成一年工作安排的本科生的采访记录开始,它描述了开发和使用代码簿如何有助于提高数据分析的严格性,以及支持数据理论化和对探索大学和工作场所之间学习转移的研究项目的反思。这里介绍的方法和讨论将有助于寻找开发代码簿的系统方法的定性研究人员,也有助于独立分析定性数据的研究人员。
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引用次数: 1
Investigating applicability of ratings of indicators of the CLASS Pre-K instrument 调查CLASS Pre-K仪器指标评级的适用性
IF 2 Q1 Social Sciences Pub Date : 2022-09-29 DOI: 10.1080/1743727X.2022.2128741
Eija Pakarinen, L. Malmberg, A. Poikkeus, Martti Siekkinen, Marja‐Kristiina Lerkkanen
ABSTRACT When classroom observations are increasingly used for accountability and evaluation purposes, a deeper understanding of the psychometric properties of such measurement tools is needed. The present study took a unique approach to examine the psychometric properties of a commonly used classroom observation measure by testing the reliability of indicators for higher-order constructs (i.e. dimensions). We investigated the reliability of indicator ratings of the Classroom Assessment Scoring System (CLASS) Pre-K instrument in Finnish kindergarten and first grade classrooms. Twenty-one observer pairs rated 838 segments identified from the 413 lessons of 48 teachers. Variance components models were specified to investigate variance proportions of each indicator and dimension. The results showed that most observer disagreement was found for the instructional support domain. Observers disagreed relatively more depending on the teacher they observed. There is a clear need for additional understanding on how observers process information on the complex elements of classroom interaction in order to improve training programmes and the reliability and accuracy of the assessment procedure.
摘要当课堂观察越来越多地用于问责和评估目的时,需要更深入地了解这些测量工具的心理测量特性。本研究采用了一种独特的方法,通过测试高阶结构(即维度)指标的可靠性,来检验常用课堂观察测量的心理测量特性。我们调查了芬兰幼儿园和一年级教室课堂评估评分系统(CLASS)学前教育工具指标评分的可靠性。21对观察者对48名教师的413节课中确定的838节进行了评分。指定方差分量模型来研究每个指标和维度的方差比例。结果表明,大多数观察者对教学支持领域存在分歧。观察者的分歧相对较大,这取决于他们观察到的老师。显然需要进一步了解观察员如何处理课堂互动复杂要素的信息,以改进培训方案以及评估程序的可靠性和准确性。
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引用次数: 0
Exiting the elephant: hearing the participant voice in qualitative data collection 走出大象:倾听定性数据收集中参与者的声音
IF 2 Q1 Social Sciences Pub Date : 2022-09-29 DOI: 10.1080/1743727X.2022.2128742
Kevin James Rumary, Sally Goldspink, Philip Howlett
ABSTRACT Data collection in qualitative research is intended to capture the participant experience in relation to defined phenomena. Whilst attention is given to the different ways of gathering qualitative data, the presence of the researcher is a common feature. However, the researcher does not hold an inert position in the data collection process and may influence the type and level of data obtained. This paper highlights and explores the issue of researcher presence by suggesting a strategy to distance the researcher from the data collection frame via self-governing focus groups. Developed in a study examining vocational student experience in further education, a data collection method is proposed which aims to reduce the influencing factor of the researcher. A self-administered structured question schedule replaces the interviewer to promote authentic access to the participant voice in an environment which is familiar, comfortable and safe. Consideration is given to the construction of the question schedule and recording procedure which aims to stimulate inclusive and unhindered contributions, as well as maintaining the research focus. The analysis of contributions indicates that by standing back, the researcher can see authentic customary social processes which reveal a meaning of the phenomena for the participants.
摘要定性研究中的数据收集旨在捕捉参与者与已定义现象相关的经验。虽然人们关注收集定性数据的不同方式,但研究人员的存在是一个共同的特点。然而,研究人员在数据收集过程中并不持惰性立场,可能会影响所获得数据的类型和水平。本文强调并探讨了研究人员在场的问题,提出了一种通过自治焦点小组将研究人员与数据收集框架拉开距离的策略。在一项调查职业学生继续教育经历的研究中,提出了一种数据收集方法,旨在减少研究人员的影响因素。一个自我管理的结构化问题时间表取代了面试官,以促进在熟悉、舒适和安全的环境中真实地接触参与者的声音。考虑构建问题时间表和记录程序,旨在激发包容性和不受阻碍的贡献,并保持研究重点。对贡献的分析表明,通过退后,研究人员可以看到真实的习惯社会过程,这些过程揭示了现象对参与者的意义。
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引用次数: 1
Adapting voice-centred relational method to understand students’ experiences of synchronous online tuition 采用以语音为中心的关系方法,了解学生对同步在线教学的体验
IF 2 Q1 Social Sciences Pub Date : 2022-09-08 DOI: 10.1080/1743727X.2022.2120980
K. Chandler
ABSTRACT This article presents the methodological approach taken to investigate students’ experiences of synchronous online tuition in health and social care at a large, distance learning university in the UK. Seeing the students as the ‘privileged knowers’ on the topic of their tutorial experiences, this study took an experience-centred narrative approach and used voice-centred relational method to analyse the data. This paper will explain and then discuss the two ways in which voice-centred relational method was adapted for the purposes of this research: firstly, the particular approach taken to the construction of the I poems in the second stage of the analysis and secondly, the addition of an extra listening, adding a deductive lens to seek out evidence of the different types of presence from the Community of Inquiry framework within the students’ narratives. These adaptations provided additional insights into students’ experiences and made aspects of these experiences more visible to educators.
摘要:本文介绍了在英国一所大型远程教育大学调查学生在健康和社会保健方面的同步在线教学经历的方法方法。本研究将学生视为其教学经历主题的“特权知情者”,采用以经验为中心的叙述方法,并使用以声音为中心的关系方法来分析数据。本文将解释并讨论以声音为中心的关系方法适用于本研究目的的两种方式:首先,在分析的第二阶段对I诗的构建所采取的特殊方法;其次,增加额外的听力,增加演绎镜头,从学生叙事中的探究共同体框架中寻找不同类型存在的证据。这些调整为学生的经历提供了额外的见解,并使这些经历的各个方面更容易被教育者看到。
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引用次数: 1
Capturing and characterizing teachers’ noticing as basis for their classroom management in different career stages: a data paper 捕捉和表征教师在不同职业生涯阶段的课堂管理:一份数据论文
IF 2 Q1 Social Sciences Pub Date : 2022-09-07 DOI: 10.1080/1743727X.2022.2110230
Sharisse van Driel, H. Jarodzka, Frank Crasborn, Johan L. H. van Strien, S. Brand‐Gruwel
ABSTRACT Although various academic disciplines use data papers to support effective research practices, data papers are still uncommon in the educational sciences. Main goals of data papers are enhancing transparency regarding research processes and supporting data sharing among researchers and thus, open science. As many educational research projects include personal data often of minors, publishing raw data can be challenging due to privacy regulations and laws (GDPR). The present article aims at exploring how a data paper can contribute to open science and enhancing transparency regarding research and publication processes for educational research projects, often containing personal data that cannot be made openly available in its raw form. To this end, we describe a dataset of a research project on teachers’ noticing as basis for their classroom management. As this project includes rich process-tracing recording methods, the dataset is diverse and serves as basis for multiple analyses and publications while containing personal data of teachers and minors. By elaborating on the characteristics of the dataset, its gathering, analysis approaches and sharing preprocessed and anonymized data files, this data paper explores how to contribute to transparency and open science in educational sciences while acting within the boundaries set by privacy regulations and laws.
摘要尽管各个学科都使用数据论文来支持有效的研究实践,但数据论文在教育科学中仍然不常见。数据文件的主要目标是提高研究过程的透明度,支持研究人员之间的数据共享,从而支持开放科学。由于许多教育研究项目通常包括未成年人的个人数据,由于隐私条例和法律(GDPR),发布原始数据可能具有挑战性。本文旨在探讨数据论文如何有助于开放科学,并提高教育研究项目研究和发布过程的透明度,这些项目通常包含无法以原始形式公开的个人数据,我们描述了一个关于教师注意作为课堂管理基础的研究项目的数据集。由于该项目包括丰富的过程跟踪记录方法,数据集是多样化的,可以作为多种分析和出版物的基础,同时包含教师和未成年人的个人数据。通过详细阐述数据集的特点、收集、分析方法以及共享预处理和匿名数据文件,本文探讨了如何在隐私法规和法律规定的范围内为教育科学的透明度和开放科学做出贡献。
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引用次数: 2
Racially-just epistemologies and methodologies that disrupt whiteness (part II) 破坏白人的种族正义认识论和方法论(第二部分)
IF 2 Q1 Social Sciences Pub Date : 2022-08-08 DOI: 10.1080/1743727X.2022.2117519
S. Rizvi
In part two of this special issue, we continue to explore Boaventura de Sousa Santos’ (2014) clarion call to embrace ‘ecologies of knowledges’ as educational researchers. Santos (2014) reminds us that as educational researchers who are committed to social justice, we cannot draw boundaries between ‘inquiries into ways of knowing’ from ‘inquiries into ways of intervening in the world with the purpose of attenuating or eliminating the oppression, domination, and discrimination caused by global capitalism, colonialism and patriarchy’ (p. 238). For Santos, epistemologies which stem from the Global South are born out of struggle against oppressive systems, and hence it is little wonder that Eurocentric critical theorists do not recognize or comprehend the practices, ways of knowing, and values that stem from the Global South. Critics of pursuing racial justice within educational research may argue that such epistemologies, methodologies, methods and reflections are not only deeply political and ill-placed in a field such as educational research, but that they also fall short of conventional standards of rigour and validity. However, issues of legitimacy are neither new nor specific to racially-just epistemologies and methodologies. As Evans-Winters (2019) suggests, ‘our “truths” must be validated from within, with less concern for how outsiders legitimate (or receive and perceive) our assertions’ (p. 23). Moreover, national organizations such as the American Educational Research Association (AERA) have not only acknowledged the legitimacy of theories such as Critical Race Theory (CRT) within educational research, but also issued a memorandum in 2009 to honour the contribution of CRT as ‘humanities-oriented research’ (Matias 2021, p. 4). Scholars such as Cheryl Matias and Venus Evans-Winters and others engaging in racially-just epistemologies and methodologies have also challenged this imposed gatekeeping and exclusion by traditional empiricists (not to be confused with empirical), which not only undermine methods such as counter stories but also continue to reinforce deficit narratives of marginalized communities. The papers in this special issue confront this history of gatekeeping as well as revealing the cost of adopting theories, methodologies, methods and positionalities that are ‘consistently swimming against the current’ (Ladson-Billings 1998, p. 28), so that they may expose racism within education and educational research and propose radical solutions. These papers are consciously political because historically, educational research has problematized many minoritized communities to construct the dominant political discourse. They also speak to the dangers of co-optation and the intellectual erasure of scholars of colour from within educational research, when mainstream scholars are eager to utilize racially-just methods without careful reflection.
在本期特刊的第二部分中,我们将继续探讨博阿文图拉·德·苏萨·桑托斯(Boaventura de Sousa Santos,2014)关于作为教育研究人员接受“知识生态”的号召。桑托斯(2014)提醒我们,作为致力于社会正义的教育研究人员,我们不能在“探究了解的方式”和“探究干预世界的方式,以减轻或消除全球资本主义、殖民主义和父权制造成的压迫、统治和歧视”之间划清界限(第238页)。对桑托斯来说,源于全球南方的认识论是在与压迫性制度的斗争中诞生的,因此,以欧洲为中心的批判理论家不承认或理解源于全球南部的实践、认识方式和价值观也就不足为奇了。在教育研究中追求种族正义的批评者可能会认为,这种认识论、方法论、方法和反思不仅具有深刻的政治性,在教育研究等领域不合适,而且还达不到严格性和有效性的传统标准。然而,合法性问题既不是新的,也不是种族正义的认识论和方法论所特有的。正如Evans-Winters(2019)所建议的,“我们的“真理”必须从内部得到验证,而不太关心局外人如何合法(或接受和感知)我们的断言”(第23页)。此外,美国教育研究协会(AERA)等国家组织不仅承认批判种族理论(CRT)等理论在教育研究中的合法性,而且在2009年发布了一份备忘录,将批判种族理论的贡献视为“以人为本的研究”(Matias 2021,第4页)。Cheryl Matias和Venus Evans Winters等学者以及其他从事种族正义认识论和方法论的人也对传统经验主义者(不要与经验主义者混淆)强加的这种把关和排斥提出了挑战,这不仅破坏了反故事等方法,而且继续强化了边缘化社区的赤字叙事。本期特刊中的论文直面了这段把关的历史,并揭示了采用“持续逆流”的理论、方法、方法和立场的成本(Ladson Billings 1998,第28页),以便揭露教育和教育研究中的种族主义,并提出激进的解决方案。这些论文是有意识的政治性的,因为从历史上看,教育研究已经使许多少数民族社区成为构建主导政治话语的问题。他们还谈到了在教育研究中,当主流学者急于在没有仔细反思的情况下使用种族公正的方法时,增选和对有色人种学者的智力抹杀的危险。
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引用次数: 4
期刊
International Journal of Research & Method in Education
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