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Teaching for statistical and data literacy in K-12 STEM education: a systematic review on teacher variables, teacher education, and impacts on classroom practice K-12 STEM教育中的统计和数据素养教学:对教师变量、教师教育及其对课堂实践影响的系统回顾
2区 教育学 Q1 Mathematics Pub Date : 2023-11-09 DOI: 10.1007/s11858-023-01531-1
Saskia Schreiter, Anja Friedrich, Hannah Fuhr, Sarah Malone, Roland Brünken, Jochen Kuhn, Markus Vogel
Abstract Statistical and data literacy have emerged as key competencies in the 21st-century. Science, technology, engineering, and mathematics (STEM) curricula have been adapted in various countries to place increased emphasis on proficient data use and statistical comprehension. Consequently, there is a need for an adequate education and professional training of STEM teachers. This systematic review analyzes and synthesizes research on teachers’ statistical and data literacy in K-12 STEM education. A total of 42 articles were analyzed, with a specific focus on teacher variables, teacher education, and their impact on classroom practice. The findings emphasize the recent emergence of research in this domain, particularly focusing on statistical literacy, with mathematics being the dominant STEM domain explored. Most studies examined cognitive variables of both pre-service and in-service teachers, revealing relevant gaps in knowledge and skills related to statistical and data literacy. Limited attention was given to teachers’ affective variables. Research on the complex relationships between teacher variables, their teaching practices, and their students’ learning is scarce, necessitating further investigation. Several pedagogical approaches to prepare STEM teachers for promoting statistical and data literacy in their classrooms were identified. Positive impacts on teachers’ cognitive and affective variables were observed, but longitudinal effects and transfer to classroom practice require further inquiry. As curricula worldwide increasingly emphasize statistical and data literacy, this review underscores the necessity of enhancing teachers' competencies, advocates for tailored pedagogical approaches, and emphasizes the need for further research to shape effective instruction in K-12 STEM education.
统计和数据素养已成为21世纪的关键能力。科学、技术、工程和数学(STEM)课程已经在各个国家进行了调整,以更加强调熟练使用数据和统计理解。因此,需要对STEM教师进行适当的教育和专业培训。本文对K-12 STEM教育中教师统计素养和数据素养的研究进行了系统分析和综合。共分析了42篇文章,特别关注教师变量、教师教育及其对课堂实践的影响。研究结果强调了该领域最近出现的研究,特别是关注统计素养,数学是研究的主要STEM领域。大多数研究都考察了职前和在职教师的认知变量,揭示了与统计和数据素养相关的知识和技能方面的相关差距。对教师情感变量的关注有限。关于教师变量、教师教学实践与学生学习之间复杂关系的研究很少,需要进一步研究。确定了几种教学方法,使STEM教师能够在课堂上促进统计和数据素养。对教师的认知和情感变量有积极影响,但纵向效应和向课堂实践的转移需要进一步研究。随着世界各地的课程越来越强调统计和数据素养,本综述强调了提高教师能力的必要性,倡导量身定制的教学方法,并强调需要进一步研究以形成K-12 STEM教育的有效教学。
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引用次数: 0
Acknowledgements to reviewers 2023 感谢审稿人2023
2区 教育学 Q1 Mathematics Pub Date : 2023-11-07 DOI: 10.1007/s11858-023-01532-0
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引用次数: 0
Mathematics and interdisciplinary STEM education: recent developments and future directions 数学和跨学科STEM教育:最新发展和未来方向
2区 教育学 Q1 Mathematics Pub Date : 2023-10-31 DOI: 10.1007/s11858-023-01533-z
Merrilyn Goos, Susana Carreira, Immaculate Kizito Namukasa
Abstract This special issue introduces recent research on mathematics in interdisciplinary STEM education. STEM education is widely promoted by governments around the world as a way of boosting students’ interest and achievement in science, technology, engineering, and mathematics and preparing STEM-qualified workers for twenty-first century careers. However, the role of mathematics in STEM education often appears to be marginal, and we do not understand well enough how mathematics contributes to STEM-based problem-solving or how STEM education experiences enhance students’ learning of mathematics. In this survey paper, we present a narrative review of empirical and conceptual research literature, published between 2017 and 2022. These literature sources are organised by a framework comprising five thematic clusters: (1) interdisciplinary curriculum models and approaches; (2) student outcomes and experiences; (3) teacher preparation and professional development; (4) classroom implementation and task design; and (5) policy, structures, and leadership. We use the framework to provide an overview of the papers in this issue and to propose directions for future research. These include: investigating methods and rationales for connecting the constituent STEM disciplines so as to preserve the disciplinary integrity of mathematics; clarifying what is meant by student “success” in interdisciplinary STEM programs, projects, and other educational approaches; moving beyond classroom practices that position mathematics as just a tool for solving problems in other disciplines; understanding what makes a STEM task mathematically rich; and asking how STEM education research can productively shape STEM education policy.
这期特刊介绍了跨学科STEM教育中数学的最新研究。STEM教育被世界各国政府广泛推广,作为提高学生在科学、技术、工程和数学方面的兴趣和成就的一种方式,并为21世纪的职业生涯准备合格的STEM工人。然而,数学在STEM教育中的作用往往显得微不足道,我们也不太了解数学如何有助于基于STEM的问题解决,或者STEM教育经验如何增强学生的数学学习。在这篇调查论文中,我们对2017年至2022年间发表的实证和概念研究文献进行了叙述回顾。这些文献来源是由五个主题集群组成的框架组织的:(1)跨学科课程模型和方法;(2)学生成绩和经历;(3)教师准备和专业发展;(4)课堂实施与任务设计;(5)政策、结构和领导。在此框架下,我们对这期论文进行了综述,并提出了未来的研究方向。这些包括:研究连接STEM组成学科的方法和原理,以保持数学的学科完整性;澄清学生在跨学科STEM项目、项目和其他教育方法中的“成功”是什么意思;超越将数学仅仅定位为解决其他学科问题的工具的课堂实践;理解是什么让STEM任务在数学上丰富;并询问STEM教育研究如何有效地塑造STEM教育政策。
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引用次数: 0
Technology maker practices in mathematics learning in STEM contexts: a case in Brazil and two cases in Canada 科技创客在STEM背景下数学学习中的实践:巴西1例和加拿大2例
2区 教育学 Q1 Mathematics Pub Date : 2023-10-29 DOI: 10.1007/s11858-023-01534-y
Immaculate K. Namukasa, Zeynep Gecu-Parmaksiz, Janette Hughes, Ricardo Scucuglia
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引用次数: 0
Teacher growth in exploiting mathematics competencies through STEAM projects 教师通过STEAM项目开发数学能力的成长
2区 教育学 Q1 Mathematics Pub Date : 2023-10-27 DOI: 10.1007/s11858-023-01528-w
Zaira Ortiz-Laso, José-Manuel Diego-Mantecón, Zsolt Lavicza, Teresa F. Blanco
Abstract This article is aimed at educators concerned with curricular initiatives that foster STE(A)M projects in secondary education to promote mathematics competencies. Research has recently reported that these projects superficially address mathematics content, hampering the development of competencies the consensus deems necessary to prepare citizens for daily life. This study shows that learning goals may be achieved when teachers receive personalised training and sustained assistance in their project experiences. We examine how two Spanish teachers, with advisors’ support, progress in exploiting mathematics competencies within the implementation of a single project each over a period of 3 years. Their evolution was not the result of minor recommendations but of continuous interactions with the advisors. These interactions intended to maintain a balance between teacher confidence and project enhancements, which required commitment and constancy. Four of the five competencies considered in the Spanish curriculum emerged powerfully after sustained refinement. The frequently mobilised competencies were intra-mathematics, representations, as well as collaborative work and positive identity, followed by modelling. The last of which was difficult to address, but when it was, the other three emerged more naturally. Computational thinking was poorly represented mainly because of the advisors’ background and its recent incorporation into the reference curriculum. The teachers’ progress was influenced by the advisor’s academic background, pedagogical expertise, ability to transfer research outcomes into teaching, and experience supporting others.
本文的目的是教育工作者关心的课程倡议,促进STE(A)M项目在中学教育,以提高数学能力。最近有研究报告称,这些项目表面上解决了数学内容,阻碍了共识认为为公民日常生活做好准备所必需的能力的发展。本研究表明,当教师在他们的项目经验中接受个性化培训和持续的帮助时,学习目标可能会实现。我们考察了两名西班牙语教师在顾问的支持下,如何在3年的时间里在单个项目的实施中利用数学能力取得进展。他们的发展不是小建议的结果,而是与顾问不断互动的结果。这些互动旨在保持教师信心和项目改进之间的平衡,这需要承诺和坚持。西班牙语课程中所考虑的五种能力中,有四种在持续改进后得到了有力的体现。经常调动的能力是数学内部,表示,以及协作工作和积极的身份,其次是建模。最后一个问题很难解决,但一旦解决了,其他三个问题就自然而然地出现了。计算思维没有得到很好的体现,主要是因为顾问的背景和它最近被纳入参考课程。导师的学术背景、教学专业知识、将研究成果转化为教学的能力以及支持他人的经验都会影响教师的进步。
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引用次数: 0
Scaffolding practices for modelling instruction in STEM-related contexts: insights from expert and novice teachers 在stem相关背景下建模教学的脚手架实践:来自专家和新手教师的见解
2区 教育学 Q1 Mathematics Pub Date : 2023-10-25 DOI: 10.1007/s11858-023-01529-9
Hans-Stefan Siller, Ortal Nitzan-Tamar, Zehavit Kohen
Abstract Mathematical modelling (MM) plays a pivotal role in the integration of Science, Technology, Engineering and Mathematics (STEM) into school studies. This current empirical study suggests using a four-step solution plan as a scaffolding tool during the instruction of MM tasks in a STEM context in formal school mathematics. The study goals are twofold; first to recognise MM-oriented scaffolding practices of teachers during observations of their instruction of MM tasks. Second, to explore the differences in type and quantity of the recognised scaffolding practices, while comparing MM task instruction in a STEM context of expert and novice teachers. Using a multiple case study design, we conducted an in-depth study of MM scaffolding practices implemented during instruction of three MM tasks in a STEM context (the ‘Mobileye’, ‘Gamma correction’, and ‘GPS’ MM tasks) taught by three expert teachers and five novice teachers, in a total of five lessons for each group. Findings revealed three types of practices to support a particular solution plan step, enact the transition between solution plan steps, and motivate students' MM learning. A similar distribution of practices between expert and novice teachers was revealed, while support in each step of the solution plan was evident to all, especially during the mathematical search step. The study provides a perspective on the necessary practices that may take place in modelling instruction in a STEM context.
数学建模(MM)在将科学、技术、工程和数学(STEM)整合到学校学习中起着关键作用。本实证研究建议在正式学校数学STEM背景下的MM任务教学中使用四步解决方案作为脚手架工具。研究目标是双重的;首先认识到教师在观察其MM任务教学过程中以MM为导向的脚手架实践。其次,探讨认可的脚手架实践的类型和数量的差异,同时比较专家和新手教师在STEM背景下的MM任务教学。采用多案例研究设计,我们对在STEM背景下的三个MM任务(“Mobileye”,“Gamma correction”和“GPS”MM任务)的教学过程中实施的MM支架实践进行了深入研究,这些任务由三位专家教师和五位新手教师教授,每组共五节课。研究结果揭示了三种类型的实践,以支持特定的解决方案计划步骤,制定解决方案计划步骤之间的过渡,并激励学生的MM学习。专家和新手教师之间的实践分布相似,而解决方案的每个步骤的支持对所有人来说都是显而易见的,特别是在数学搜索步骤。该研究为在STEM背景下建模教学中可能发生的必要实践提供了一个视角。
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引用次数: 0
Teacher noticing in mathematics education: a review of recent developments 数学教育中的教师注意:近期发展述评
2区 教育学 Q1 Mathematics Pub Date : 2023-10-21 DOI: 10.1007/s11858-023-01527-x
Jonas Weyers, Johannes König, Thorsten Scheiner, Rossella Santagata, Gabriele Kaiser
Abstract The teacher noticing construct is widely recognized in teacher competence and education research, particularly in the field of mathematics education. This paper surveys recent research on mathematics teacher noticing published between July 2019 and 2022, following an earlier literature review on teacher noticing across different disciplines. The study presented here analyzed 118 English-language articles published in peer-reviewed journals, focusing on conceptualizations, research methods, and relationships with other constructs, including teacher knowledge and beliefs. The findings suggest that the cognitive-psychological perspective on noticing, which emphasizes a set of cognitive processes, remains the predominant conceptualization. Recent research on noticing is characterized by a high proportion of studies based on small samples and qualitative research methods. While several studies have demonstrated the interrelatedness of noticing and professional knowledge, the relationship between noticing and beliefs and between noticing and instructional quality has rarely been addressed. Based on these findings, we highlight noteworthy contributions and critical shortcomings, and suggest directions for future research.
摘要教师注意结构在教师能力和教育研究中,特别是在数学教育领域得到了广泛的认可。本文对2019年7月至2022年期间发表的关于数学教师注意的最新研究进行了调查,此前曾对不同学科的教师注意进行了文献综述。该研究分析了发表在同行评议期刊上的118篇英文文章,重点关注概念、研究方法以及与其他结构(包括教师知识和信念)的关系。研究结果表明,强调一系列认知过程的认知心理学观点仍然是主流。近年来关于注意的研究以小样本和定性研究方法为主。虽然一些研究已经证明了注意和专业知识之间的相互关系,但注意和信念之间的关系以及注意和教学质量之间的关系很少得到解决。基于这些发现,我们强调了值得注意的贡献和关键缺陷,并提出了未来研究的方向。
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引用次数: 0
Reconnecting with the mathematical thought of the Mesoamerican numbers in Ixil: an onto-epistemological dialogue 与Ixil中中美洲数字的数学思想重新连接:本体-认识论对话
2区 教育学 Q1 Mathematics Pub Date : 2023-10-14 DOI: 10.1007/s11858-023-01523-1
Carlos A. LópezLeiva, Domingo de la Cruz Gómez, María Gómez Pérez, Juan Castro Cutz
Abstract Numbers and languages are present around the world. While mathematics is deemed as universal, communities around the world have developed mathematical practices that align with their specific context and needs. Rooted in an Indigenous epistemological framework, this manuscript presents a dialogue among four co-researchers and teachers retelling their experiences teaching and learning Mesoamerican numbers in both monolingual (Spanish) and bilingual (Ixil and Spanish) contexts. With a strong desire to learn about and reconnect with the forces of Indigenous mathematical thought and language that move within the teaching and learning of these numbers, the authors collectively reflected on their “tellings” of prior work. It is worthy of note that these reflections on teaching and learning processes of naming Mesoamerican numbers, their symbols, and numerical values help realize that these concepts are more fully animated when presented in contexts that are onto-epistemologically relevant.
数字和语言在世界各地都存在。虽然数学被认为是通用的,但世界各地的社区已经开发出符合其特定背景和需求的数学实践。植根于土著认识论框架,本手稿呈现了四位共同研究人员和教师之间的对话,讲述了他们在单语(西班牙语)和双语(Ixil和西班牙语)背景下教学和学习中美洲数字的经验。怀着学习和重新联系土著数学思想和语言力量的强烈愿望,作者们集体反思了他们之前工作的“讲述”。这些思想和语言在这些数字的教学和学习中发挥着作用。值得注意的是,这些关于命名中美洲数字、符号和数值的教学和学习过程的反思有助于认识到,当这些概念在与本体认识论相关的环境中呈现时,这些概念会更加生动。
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引用次数: 0
Facing and challenging language ideologies towards a more inclusive understanding of language in mathematics education research—the case of sign languages 面对和挑战语言意识形态,在数学教育研究中实现对语言的更包容的理解——以手语为例
2区 教育学 Q1 Mathematics Pub Date : 2023-10-10 DOI: 10.1007/s11858-023-01526-y
Christina M. Krause
Abstract Research on language in mathematics education is largely dominated by a ‘normalcy’ of spoken languages. This modal hegemony does not only affect a whole group of learners in failing to provide access that is epistemologically equitable—those using sign language as their preferred mode for mathematical discourse—it also obscures our view on the roles language can play in mathematical thinking and learning. As a field, we can only win from seeking to understand Deaf learners of mathematics beyond a disability, as learners of mathematics with a specific linguistic background that influences mathematical thinking and learning in peculiar ways. In this contribution, I suggest a shift in mindset towards a more inclusive view on language in mathematics education research and practice. I propose basic principles to inform a perspective for reconsidering the role of language in mathematics thinking and learning, inspired by work of philosopher Francois Jullien. This perspective counters a perspective that merely integrates sign language into existing research and instead searches for dialogue between linguistic modalities in learning mathematics, looking beyond language as spoken or written. This approach will be illustrated by the case of the modal affordance of iconicity foregrounded in signed mathematical discourse, its role in Deaf students’ mathematics thinking and learning, and how this can inform existing research and practice dealing with language in mathematics education.
数学教育中的语言研究在很大程度上是以口语的“常态”为主导的。这种模式霸权不仅影响了整个学习者群体,因为他们无法提供认识论上公平的途径——那些使用手语作为数学话语首选模式的学习者——它还模糊了我们对语言在数学思维和学习中所起作用的看法。作为一个领域,我们只能通过寻求超越残疾的聋人数学学习者,作为具有特定语言背景的数学学习者,以特殊的方式影响数学思维和学习,才能取得胜利。在这篇文章中,我建议转变思维方式,以更包容的视角看待数学教育研究和实践中的语言。受哲学家弗朗索瓦·于连(Francois Jullien)的启发,我提出了一些基本原则,为重新考虑语言在数学思维和学习中的作用提供了一个视角。这一观点反驳了一种观点,即仅仅将手语纳入现有研究,而是寻找学习数学的语言模式之间的对话,超越口头或书面语言。在手语数学话语中,象似性的模态提供性在聋人学生的数学思维和学习中的作用,以及它如何为现有的数学教育语言研究和实践提供信息,这些都将说明这种方法。
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引用次数: 0
Three embodied voices speaking on/to research on language, mathematics, and the learner 关于语言、数学和学习者研究的三个具体声音
2区 教育学 Q1 Mathematics Pub Date : 2023-10-05 DOI: 10.1007/s11858-023-01525-z
Higinio Dominguez, Miwa Aoki Takeuchi, Marta Civil
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引用次数: 0
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Zdm-Mathematics Education
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