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Unpacking the role of AI ethics online education for science and engineering students 解读人工智能伦理在理工科学生在线教育中的作用
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-08-02 DOI: 10.1186/s40594-024-00493-4
Maya Usher, Miri Barak
As artificial intelligence (AI) technology rapidly advances, it becomes imperative to equip students with tools to navigate through the many intricate ethical considerations surrounding its development and use. Despite growing recognition of this necessity, the integration of AI ethics into higher education curricula remains limited. This paucity highlights an urgent need for comprehensive ethics education initiatives in AI, particularly for science and engineering students who are at the forefront of these innovations. Hence, this research investigates the role of an online explicit-reflective learning module in fostering science and engineering graduate students' ethical knowledge, awareness, and problem-solving skills. The study’s participants included 90 graduate students specializing in diverse science and engineering research tracks. Employing the embedded mixed-methods approach, data were collected from pre- and post-intervention questionnaires with closed-ended and open-ended questions. The study's results indicate that the online explicit-reflective learning module significantly enhanced students' knowledge of AI ethics. Initially, students exhibited a medium–high level of perceived ethical awareness, which saw a modest but statistically significant enhancement following the participation. Notably, a more distinct increase was observed in students' actual awareness of ethical issues in AI, before and after the intervention. Content analysis of students’ responses to the open-ended questions revealed an increase in their ability to identify and articulate concerns relating to privacy breaches, the utilization of flawed datasets, and issues of biased social representation. Moreover, while students initially displayed limited problem-solving abilities in AI ethics, a considerable enhancement in these competencies was evident post-intervention. The study results highlight the important role of explicit-reflective learning in preparing future professionals in science and engineering with the skills necessary for ethical decision-making. The study highlights the need for placing more emphasis not only on students’ ability to identify AI-related ethical issues but also on their capacity to resolve and perhaps mitigate the impact of such ethical dilemmas.
随着人工智能(AI)技术的飞速发展,当务之急是让学生掌握相关工具,以便在围绕其开发和使用的众多错综复杂的伦理问题中游刃有余。尽管人们越来越认识到这一必要性,但将人工智能伦理纳入高等教育课程的情况仍然有限。这种匮乏凸显了对人工智能领域全面伦理教育举措的迫切需求,尤其是对处于这些创新最前沿的理工科学生而言。因此,本研究调查了在线明确-反思学习模块在培养理工科研究生的伦理知识、意识和解决问题能力方面的作用。本研究的参与者包括 90 名专门从事不同科学和工程研究方向的研究生。采用嵌入式混合方法,从干预前后的调查问卷中收集数据,问卷中包含封闭式和开放式问题。研究结果表明,在线显性-反思学习模块显著提高了学生对人工智能伦理的认识。最初,学生表现出中等偏上的伦理认知水平,但在参与之后,学生的伦理认知水平有了一定程度的提高,但在统计学上具有显著意义。值得注意的是,在干预前后,学生对人工智能伦理问题的实际认识有了更明显的提高。对学生回答开放式问题的内容分析显示,他们识别和表达有关隐私泄露、使用有缺陷的数据集以及有偏见的社会表征问题的能力有所提高。此外,虽然学生最初在人工智能伦理方面表现出的解决问题的能力有限,但干预后这些能力明显得到了显著提高。研究结果凸显了显性-反思性学习在培养未来科学和工程专业人员掌握伦理决策所需技能方面的重要作用。这项研究强调,不仅要更加重视学生识别人工智能相关伦理问题的能力,而且要更加重视他们解决或减轻此类伦理困境影响的能力。
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引用次数: 0
Scaffolded team-based computational modeling and simulation projects for promoting representational competence and regulatory skills 以团队为基础的支架式计算建模和模拟项目,促进表征能力和调控技能的提高
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-30 DOI: 10.1186/s40594-024-00494-3
Alejandra J. Magana, Joreen Arigye, Abasiafak Udosen, Joseph A. Lyon, Parth Joshi, Elsje Pienaar
This study posits that scaffolded team-based computational modeling and simulation projects can support model-based learning that can result in evidence of representational competence and regulatory skills. The study involved 116 students from a second-year thermodynamics undergraduate course organized into 24 teams, who worked on three two-week-long team-based computational modeling and simulation projects and reflected upon their experience. Results characterized different levels of engagement with computational model-based learning in the form of problem formulation and model planning, implementation and use of the computational model, evaluation, and interpretation of the outputs of the model, as well as reflection on the process. Results report on students’ levels of representational competence as related to the computational model, meaning-making of the underlying code of the computational model, graphical representations generated by the model, and explanations and interpretations of the output representations. Results also described regulatory skills as challenges and strategies related to programming skills, challenges and strategies related to meaning-making skills for understanding and connecting the science to the code and the results, and challenges and strategies related to process management mainly focused on project management skills. Characterizing dimensions of computational model-based reasoning provides insights that showcase students’ learning, benefits, and challenges when engaging in team-based computational modeling and simulation projects. This study also contributes to evidence-based scaffolding strategies that can support undergraduate students' engagement in the context of computational modeling and simulation.
本研究认为,基于团队的支架式计算建模和仿真项目可以支持基于模型的学习,从而获得表征能力和调控技能的证据。这项研究涉及热力学本科二年级课程的 116 名学生,他们分成 24 个小组,参与了三个为期两周的基于团队的计算建模和模拟项目,并对自己的经历进行了反思。结果表明,学生在问题提出和模型规划、计算模型的实施和使用、模型输出的评估和解释以及过程反思等方面参与基于计算模型的学习的程度各不相同。结果报告了学生与计算模型相关的表征能力水平、计算模型底层代码的意义建构、模型生成的图形表征,以及对输出表征的解释和诠释。研究结果还将监管技能描述为与编程技能相关的挑战和策略、与理解科学并将科学与代码和结果联系起来的意义建构技能相关的挑战和策略,以及与过程管理相关的挑战和策略,主要侧重于项目管理技能。对基于计算模型的推理的各个维度进行表征,为展示学生在参与基于团队的计算建模和仿真项目时的学习、收益和挑战提供了启示。这项研究还有助于制定循证支架策略,为本科生参与计算建模与仿真项目提供支持。
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引用次数: 0
Attending to STEM education in servingness at Hispanic-serving institutions: a systematic review of more than a decade of scholarship 关注西语裔服务机构的在职 STEM 教育:十多年学术研究的系统回顾
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-18 DOI: 10.1186/s40594-024-00489-0
Hyun Kyoung Ro, Stephanie Aguilar-Smith, Shirley Yang Anderson, Tricia Rodriguez, Elizabeth J. Ramon, Damaris Javier
Enrolling over 60% of all Latinx undergraduate students, Hispanic-serving institutions (HSIs) are poised to play a critical role in diversifying and strengthening Science, Technology, Engineering, and Mathematics (STEM) education and the STEM workforce. However, how HSIs serve STEM students is not well understood. Accordingly, guided by Garcia et al. (Review of Educational Research 89:5–745, 2019) multidimensional servingness framework, we conducted a systematic review of the research on STEM education within the HSI context. By attending to STEM education in conversations around how HSIs may serve Latinx students and their campus communities, our ultimate aim is to improve STEM education particularly at HSIs and advance STEM servingness more broadly. Through our systematic review of STEM education research at HSIs, we identified (under)studied components of servingness and gaps within this literature base. Specifically, among the 128 qualifying articles, nearly two-thirds focused on student outcomes but overlooked institutions’ organizational context, raising questions about the effect(iveness) of the studied interventions. Additionally, we identified three thematic gaps in this literature: ghosting the HSI context (i.e., relying on HSIs as research sites without considering the unique HSI context); ghosting Latinx culture (i.e., decentering Latinx students and the Latinx community’s sociocultural aspects and assets), and ghosting people and places (i.e., under-examining certain student populations like Latino men in STEM and places like Hispanic-serving community colleges). Ultimately, our study extends the field’s understanding of servingness by attending to STEM education within the context of HSI institutions. By systematically reviewing studies on STEM education at HSIs, we identified (under)studied components of servingness and patterned gaps within this literature. In doing so, we highlight opportunities to advance STEM servingness at HSIs through future research, policy, and practice. Collectively, these avenues hold the promise of improving STEM education and diversifying the STEM workforce.
拉美裔服务院校(HSIs)招收的拉美裔本科生占拉美裔本科生总数的 60%以上,在促进科学、技术、工程和数学(STEM)教育和 STEM 劳动力的多样化和加强方面发挥着至关重要的作用。然而,人们对 HSI 如何为 STEM 学生提供服务还不甚了解。因此,在加西亚等人(《教育研究评论》89:5-745,2019年)的多维服务性框架指导下,我们对恒星学校背景下的STEM教育研究进行了系统性回顾。通过在围绕恒星学院如何服务拉丁裔学生及其校园社区的对话中关注STEM教育,我们的最终目的是改善STEM教育,尤其是恒星学院的STEM教育,并更广泛地推进STEM服务性。通过对恒星学院的 STEM 教育研究进行系统回顾,我们发现了服务性的(研究不足的)组成部分以及文献基础中的空白。具体而言,在 128 篇合格的文章中,近三分之二的文章关注学生的学习成绩,但忽略了院校的组织环境,这就对所研究的干预措施的效果提出了质疑。此外,我们还在这些文献中发现了三个主题性空白:对恒生学院背景的忽略(即依赖恒生学院作为研究地点,而不考虑恒生学院的独特背景);对拉丁裔文化的忽略(即分散对拉丁裔学生和拉丁裔社区的社会文化方面和资产的关注);以及对人和地点的忽略(即对某些学生群体(如 STEM 中的拉丁裔男性)和为西班牙裔服务的社区学院等地点的研究不足)。归根结底,我们的研究通过关注恒星学院背景下的 STEM 教育,扩展了该领域对服务性的理解。通过系统回顾有关恒星学院 STEM 教育的研究,我们发现了服务性的(研究不足的)组成部分,并找出了这些文献中的空白点。在此过程中,我们强调了通过未来的研究、政策和实践推动恒星学院 STEM 服务性的机会。总之,这些途径有望改善 STEM 教育并使 STEM 劳动力多样化。
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引用次数: 0
Exploring the role of disciplinary knowledge in students’ covariational reasoning during graphical interpretation 探索学科知识在学生图形解释过程中的协变推理中的作用
IF 5.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-15 DOI: 10.1186/s40594-024-00492-5
Nigar Altindis, Kathleen A. Bowe, Brock Couch, Christopher F. Bauer, Melissa L. Aikens
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引用次数: 0
The development of mathematics expectancy-value profiles during the secondary–tertiary transition into STEM fields 在中学-大学过渡到 STEM 领域的过程中,数学期望值-价值概况的发展情况
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-12 DOI: 10.1186/s40594-024-00491-6
Martin Mayerhofer, Marko Lüftenegger, Michael Eichmair
To master the secondary–tertiary transition into fields of science, technology, engineering, and mathematics (STEM), academic self-beliefs play a pivotal role, especially those related to learning mathematics. The framework of expectancy-value theory has been used widely in primary and secondary education and partly in tertiary education to assess the self-beliefs of students in terms of expectancy of success and perceived value of mathematics. Based on this framework, we measured how the intrinsic value, the attainment value, the utility value, and the cost of learning mathematics as well as the expectancy of success when learning mathematics developed during the secondary–tertiary transition of students into STEM fields. Data were collected in a quantitative repeated-measures questionnaire study with two measurement points (measurement point 1: n = 710, measurement point 2: n = 487, listwise: n = 409). We conducted a latent profile analysis to identify the prevalent patterns of mathematics self-beliefs, called profiles, at each of the two measurement points. We studied the relation of these profiles to prior education, achievement at school, and achievement at university. By performing a latent transition analysis, we determined the probabilities of transitioning from the initial profiles to the posterior profiles. Our analysis revealed four distinct prevalent profiles at each measurement point, ranging from highly favorable (i.e., high expectancy, high value, low cost) to highly unfavorable with respect to learning mathematics. The profiles with favorable manifestations remained stable over time, while those with undesirable manifestations deteriorated further. We observed a sharp increase in cost across all profiles. Prior achievement correlated strongly with profile membership. The expenditure of time and energy increased sharply during the secondary–tertiary transition, independently of the students’ initial motivational patterns. The perceived utility of mathematics for potential future careers was shown to be a significant source of motivation. The role of mathematics in future careers should thus be made visible in university teaching. Keeping the detrimental development of initially undesirable motivational profiles in mind, university teachers should create ample opportunities for students to gain a sense of accomplishment.
要掌握科学、技术、工程和数学(STEM)领域的中学到大学的过渡,学术自信心起着举足轻重的作用,尤其是与数学学习相关的自信心。期望-价值理论框架已被广泛应用于中小学教育,部分应用于高等教育,以评估学生在成功期望和数学认知价值方面的自我信念。基于这一框架,我们测量了学生在中学-大学过渡到 STEM 领域的过程中,学习数学的内在价值、成就价值、效用价值和成本以及学习数学的成功预期是如何发展的。数据是通过重复测量的定量问卷研究收集的,有两个测量点(测量点 1:n = 710;测量点 2:n = 487;列表:n = 409)。我们进行了潜特征分析,以确定在两个测量点中每个测量点的数学自我信念的普遍模式,称为特征。我们研究了这些特征与先前教育、学校成绩和大学成绩之间的关系。通过进行潜在转变分析,我们确定了从初始特征转变到后置特征的概率。我们的分析表明,在每个测量点上都有四种不同的流行特征,从对数学学习非常有利(即期望值高、价值高、成本低)到非常不利。随着时间的推移,具有有利表现的特征保持稳定,而具有不利表现的特征则进一步恶化。我们观察到,所有特征的成本都急剧上升。先前的成绩与特征成员密切相关。在中学到大学的过渡期间,时间和精力的花费急剧增加,这与学生最初的动机模式无关。数学在未来职业生涯中的作用被证明是学生学习动机的重要来源。因此,应在大学教学中突出数学在未来职业中的作用。考虑到最初不良动机的有害发展,大学教师应为学生创造充分的机会,让他们获得成就感。
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引用次数: 0
Employing technology-enhanced feedback and scaffolding to support the development of deep science understanding using computer simulations 采用技术强化反馈和支架,支持利用计算机模拟培养对科学的深刻理解
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-11 DOI: 10.1186/s40594-024-00490-7
Leonora Kaldaras, Karen D. Wang, Jocelyn E. Nardo, Argenta Price, Katherine Perkins, Carl Wieman, Shima Salehi
Constructivist learning theories consider deep understanding of the content to be the result of engagement in relevant learning activities with appropriate scaffolding that provides the learner with timely and substantive feedback. However, any group of students has a variety of levels of knowledge and cognitive development, which makes providing appropriate individual-level scaffolding and feedback challenging in the classroom. Computer simulations can help meet this challenge by providing technology-enhanced embedded scaffolding and feedback via specific simulation design. The use of computer simulations does not, however, guarantee development of deep science understanding. Careful research-driven design of the simulation and the accompanying teaching structure both play critical roles in achieving the desired learning outcomes. In this paper, we discuss the capabilities of computer simulations and the issues that can impact the learning outcomes when combining technology-enhanced scaffolding and feedback with external teaching structures. We conclude with suggestions of promising research avenues on simulation design and their use in the classroom to help students achieve deep science understanding.
建构主义学习理论认为,对学习内容的深刻理解是参与相关学习活动的结果,而适当的支架能为学习者提供及时和实质性的反馈。然而,任何一组学生的知识水平和认知发展水平都各不相同,这使得在课堂上提供适当的个人层次的支架和反馈具有挑战性。计算机模拟可以通过特定的模拟设计提供技术强化的嵌入式支架和反馈,从而帮助应对这一挑战。然而,使用计算机模拟并不能保证培养学生对科学的深刻理解。以研究为导向的模拟设计和相应的教学结构对于实现预期的学习成果都起着至关重要的作用。在本文中,我们将讨论计算机模拟的功能,以及将技术强化的支架和反馈与外部教学结构相结合时可能影响学习效果的问题。最后,我们就模拟设计及其在课堂中的应用提出了一些有前景的研究途径建议,以帮助学生深入理解科学知识。
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引用次数: 0
A microgenetic analysis of teachers’ learning through teaching 教师通过教学学习的微观遗传分析
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-07-08 DOI: 10.1186/s40594-024-00488-1
Yasemin Copur-Gencturk, Sebnem Atabas
What and how teachers learn through teaching without external guidance has long been of interest to researchers. Yet limited research has been conducted to investigate how learning through teaching occurs. The microgenetic approach (Siegler and Crowley, American Psychologist 46:606–620, 1991) has been useful in identifying the process of student learning. Using this approach, we investigated the development of teacher knowledge through teaching as well as which factors hinder or promote such development. Our findings suggest that teachers developed various components of teacher knowledge through teaching without external professional guidance. Further, we found that the extent to which teachers gained content-free or content-specific knowledge through teaching depended on their robust understanding of the concept being taught (i.e., content knowledge), the cognitive demand of the tasks used in teaching, and the lesson structure chosen (i.e., student centered vs. teacher centered). In this study, we explored teacher learning through teaching and identified the sources leading to such learning. Our findings underscore the importance of teachers’ robust understanding of the content being taught, the tasks used in teaching, and a lesson structure that promotes teachers’ learning through teaching on their own.
长期以来,研究人员一直对教师在没有外部指导的情况下通过教学学习什么以及如何学习感兴趣。然而,对如何通过教学进行学习的研究却十分有限。微观遗传学方法(Siegler 和 Crowley,《美国心理学家》46:606-620,1991 年)有助于确定学生的学习过程。利用这种方法,我们调查了教师通过教学发展知识的情况,以及哪些因素阻碍或促进了这种发展。我们的研究结果表明,教师在没有外部专业指导的情况下,通过教学发展了教师知识的各个组成部分。此外,我们还发现,教师通过教学获得无内容知识或特定内容知识的程度取决于他们对所教概念的深刻理解(即内容知识)、教学任务的认知要求以及所选择的课程结构(即以学生为中心还是以教师为中心)。在本研究中,我们探讨了教师通过教学进行学习的情况,并确定了导致这种学习的源头。我们的研究结果表明,教师对所教内容的深刻理解、教学任务以及促进教师通过自主教学进行学习的课程结构都非常重要。
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引用次数: 0
The impact of virtual reality on practical skills for students in science and engineering education: a meta-analysis 虚拟现实对理工科学生实践技能的影响:一项荟萃分析
IF 6.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-06-18 DOI: 10.1186/s40594-024-00487-2
Chuanwen Yang, Jinying Zhang, Yongbin Hu, Xianmin Yang, Meitan Chen, Mengyue Shan, Li Li
Virtual reality (VR) has emerged as a promising tool for enhancing practical skills of students in science and engineering education. However, the effectiveness of VR in this context remains unclear due to inconsistent findings across studies. This meta-analysis aimed to synthesize the existing literature and investigate the overall impact of VR on practical skills among science and engineering students. A comprehensive literature search was conducted, yielding 37 empirical studies published between 2000 and 2022 that met the inclusion criteria. The analysis included 72 effect sizes, and the random-effects model was employed to account for heterogeneity among studies. The results revealed a significant moderate positive effect of VR on practical skills (g = 0.477). Moderator analyses indicated that the disciplinary category significantly influenced the effect size, with medical students demonstrating the largest improvement in practical skills. Additionally, using the practice approach combining with traditional methods yielded the highest effect size among the instructional approaches. The study also considered potential reasons behind the observed results and acknowledged certain constraints. Additionally, it proposed avenues for further inquiry to advance the understanding of the subject matter.
虚拟现实(VR)已成为在科学和工程教育中提高学生实践技能的一种有前途的工具。然而,由于各项研究的结果不一致,虚拟现实技术在这方面的效果仍不明确。本荟萃分析旨在综合现有文献,研究 VR 对理工科学生实践技能的总体影响。我们进行了全面的文献检索,得出了 37 项在 2000 年至 2022 年间发表的符合纳入标准的实证研究。分析包括 72 个效应大小,并采用随机效应模型来考虑研究之间的异质性。结果显示,虚拟现实技术对实践技能有明显的中度积极影响(g = 0.477)。调节分析表明,学科类别对效应大小有显著影响,其中医科学生的实践技能提高幅度最大。此外,在各种教学方法中,将实践方法与传统方法相结合产生的效果最大。研究还考虑了观察到的结果背后的潜在原因,并承认存在某些限制因素。此外,研究还提出了进一步探究的途径,以加深对这一主题的理解。
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引用次数: 0
“That’s just the way it is”: bullying and harassment in STEM academia "就是这样":STEM 学术界的欺凌和骚扰行为
IF 6.7 1区 教育学 Q1 Social Sciences Pub Date : 2024-05-31 DOI: 10.1186/s40594-024-00486-3
Estelle Corbett, Julie Barnett, Lucy Yeomans, Leda Blackwood
The under-representation of women and other minority group members in STEM (Science, Technology, Engineering, and Mathematics) academia is a problem internationally and is attributed in part to hostile workplace cultures. We draw on the social identity perspective to examine the dynamic inter and intragroup processes entailed in these experiences. In this paper, we report a reflexive thematic analysis of 219 responses to a free-text question on bullying and harassment embedded in a national survey of 40 STEM departments from across the United Kingdom. Most were women (53%) at an early, pre-lectureship career stage. Our analysis shows who is the perpetrator and who is the victim is not arbitrary, and neither is the form that it takes; majority group members draw on discourses that warrant the exclusion of minority group members (e.g., women are not smart; incompatibility with religious identity). In this ‘othering’, minority group members learn that one is not regarded as a bona fide STEM academic ingroup member and accordingly are constrained in being able to claim and act on that identity. Thus, it is not just the acts themselves that are problematic, but the ways in which being denied a shared STEM academic identity is consequential for a range of putative benefits and leads to a range of strategies that all confer costs. The solution must rest with senior STEM academics and with institutions. First, we need to challenge discourses and practices that narrowly define the boundaries and content of STEM academic identity. Second, all members of a community need to perceive an alignment between the purported values of an organisation for diversity, inclusion, and respect and how that organisation responds when those principles are violated. Formal processes of remedy need to recognise the dynamics entailed in status differences and remove the onus of complaint from isolated, low status individuals. In addition, there is a need to recognise the ways in which perpetrators are embedded in networks of support both within and without the university; and the importance, therefore, of widening the scope of evidence gathering and intervention.
女性和其他少数群体成员在 STEM(科学、技术、工程和数学)学术界的代表性不足是一个国际性问题,部分原因是工作场所文化充满敌意。我们从社会认同的角度来研究这些经历所涉及的群体间和群体内的动态过程。在本文中,我们报告了对 219 个回答的反思性主题分析,这些回答是对英国 40 个科学、技术、工程和数学系的全国调查中有关欺凌和骚扰的自由文本问题的回答。大多数回答者为女性(53%),她们正处于讲师职业生涯的早期阶段。我们的分析表明,谁是施暴者,谁是受害者并不是任意的,其形式也不是任意的;多数群体成员利用各种话语来排斥少数群体成员(例如,女性不聪明;与宗教身份不相容)。在这种 "他者化 "的过程中,少数群体成员了解到自己并不被视为真正的 STEM 学术内群体成员,因此在声称自己的身份并据此行事时受到了限制。因此,有问题的不仅仅是行为本身,而是被剥夺共同的 STEM 学术身份会带来一系列所谓的好处,并导致一系列策略,而所有这些策略都要付出代价。解决办法必须由资深的 STEM 学者和机构来解决。首先,我们需要挑战那些狭隘地界定 STEM 学术身份的界限和内容的言论和做法。其次,一个社区的所有成员都需要认识到,一个组织所宣称的多样性、包容性和尊重的价值观与该组织在这些原则被违反时如何应对之间的一致性。正式的补救程序需要认识到地位差异所带来的动态变化,并消除孤立的、地位低下的个人的投诉责任。此外,还需要认识到施暴者在大学内外的支持网络中的嵌入方式;因此,扩大证据收集和干预的范围非常重要。
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引用次数: 0
Undergraduates’ reactions to errors mediates the association between growth mindset and study strategies 大学生对错误的反应介导了成长心态与学习策略之间的联系
IF 6.7 1区 教育学 Q1 Social Sciences Pub Date : 2024-05-30 DOI: 10.1186/s40594-024-00485-4
Anastasia Chouvalova, Anisha S. Navlekar, Devin J. Mills, Mikayla Adams, Sami Daye, Fatima De Anda, Lisa B. Limeri
Students employ a variety of study strategies to learn and master content in their courses. Strategies vary widely in their effectiveness for promoting deep, long-term learning, yet most students use ineffective strategies frequently. Efforts to educate students about effective study strategies have revealed that knowledge about effective strategies is by itself insufficient for encouraging widespread and lasting changes. An important next step is to uncover factors that influence the decisions students make about study strategy use. We explored the association between beliefs about intelligence (mindset, universality, and brilliance) and study strategies. The most effective study strategies are error-prone, and beliefs about intelligence carry implications for whether errors are a normal and even beneficial part of the learning process (e.g., growth mindset) or signs of insufficient intelligence (e.g., fixed mindset). Therefore, we hypothesized that beliefs about and reactions to errors would mediate a relationship between beliefs about intelligence and study strategies. We tested this hypothesis by surveying 345 undergraduates enrolled in an introductory biology class at a public, research-active university in northwestern United States. Confirmatory factor analysis indicated that the internal structure of all measures functioned as expected in our sample. We fit a structural equation model to evaluate our hypothesized model. We found that mindset, but not universality nor brilliance, predicts variance in both beliefs about errors and reactions to errors. In turn, adaptive reactions to errors (but not beliefs about errors) are associated with the use of highly effective study strategies and spacing study sessions. There was a significant indirect relationship between growth mindset and spacing of study sessions. Our results provide evidence for a mechanism explaining the association between students’ mindset beliefs and academic outcomes: believing that intelligence is improvable is associated with more adaptive reactions to making errors, which correlates with choosing more error-prone and therefore more effective study strategies. Future interventions aimed at improving students’ study strategies may be more effective if they simultaneously target reacting adaptively to errors and emphasize that intelligence is improvable.
学生采用各种学习策略来学习和掌握课程内容。这些策略在促进深入、长期学习方面的效果差别很大,但大多数学生经常使用无效的策略。对学生进行有效学习策略教育的工作表明,对有效策略的了解本身并不足以鼓励学生进行广泛而持久的改变。下一步的重要工作是揭示影响学生使用学习策略决策的因素。我们探讨了智力信念(思维方式、普遍性和聪明才智)与学习策略之间的关联。最有效的学习策略是容易出错的,而关于智力的信念会影响到错误是学习过程中正常甚至有益的一部分(如成长型思维模式),还是智力不足的表现(如固定型思维模式)。因此,我们假设,对错误的信念和反应将在智力信念和学习策略之间起到中介作用。我们对美国西北部一所研究活跃的公立大学生物入门班的 345 名本科生进行了调查,从而验证了这一假设。确认性因素分析表明,在我们的样本中,所有测量指标的内部结构均符合预期。我们拟合了一个结构方程模型来评估我们假设的模型。我们发现,心态(而非普遍性或聪明才智)可以预测错误信念和对错误的反应的差异。反过来,对错误的适应性反应(而不是对错误的信念)与高效学习策略的使用和学习时间的间隔有关。成长型思维模式与学习时间间隔之间存在明显的间接关系。我们的研究结果为解释学生的心态信念与学业成绩之间的联系提供了证据:相信智力是可以提高的与对犯错的适应性反应有关,而这种反应与选择更容易出错的学习策略有关,因此也与选择更有效的学习策略有关。未来旨在改善学生学习策略的干预措施,如果同时针对对错误的适应性反应和强调智力是可提高的,可能会更加有效。
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International Journal of Stem Education
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