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Effects of different types of guidance on students’ motivation and learning in a remote laboratory in computer science 不同类型的指导对计算机科学远程实验室学生学习动机的影响
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-27 DOI: 10.1080/08993408.2022.2029046
Anja Hawlitschek, André Dietrich, S. Zug
ABSTRACT Background and Context During online learning, it is essential to provide instructional guidance to support learning. However, guidance can be given in different forms and quantities. Thus, one important challenge is to provide the right amount and type of instructional guidance. Objective The aim of the study is to investigate types of guidance which are effective for students with heterogenous programming knowledge and skills solving programming tasks in a remote laboratory. Method We carried out two studies with a single factor pre-post-design with guidance (basic/enhanced) as a between-subjects factor. Findings In study 1, we implemented enhanced guidance in the form of prompts in the introduction to the tasks. Whereas we found no differences in learning outcome or extraneous cognitive load, students in the enhanced guidance group reported less intrinsic motivation, and logfiles revealed a lower programming performance. In study 2, we implemented enhanced guidance in the form of adaptive just-in-time explanations for error streaks. Enhanced guidance led to a lower extraneous cognitive load, and this way increased learning outcome. Implications The type and timing of instructional guidance for students in computer science matters. More guidance is not better in each case. Instructional guidance should be tailored to students’ needs.
背景与背景在在线学习过程中,提供教学指导以支持学习是必不可少的。然而,指导可以有不同的形式和数量。因此,一个重要的挑战是提供适当数量和类型的教学指导。目的探讨具有异质编程知识和技能的学生在远程实验室解决编程任务的有效指导类型。方法采用单因素前后设计,以指导(基本/强化)为被试间因素。在研究1中,我们在任务介绍中以提示的形式加强了指导。虽然我们没有发现学习结果或外部认知负荷的差异,但强化指导组的学生报告了较少的内在动机,并且日志文件显示了较低的编程性能。在研究2中,我们以自适应及时解释错误的形式实现了增强的指导。增强的指导可以降低外部认知负荷,从而提高学习效果。计算机科学学生教学指导的类型和时间很重要。在每种情况下,更多的指导并不是更好。教学指导应根据学生的需要量身定制。
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引用次数: 0
Exploring students’ and lecturers’ views on collaboration and cooperation in computer science courses - a qualitative analysis 探讨学生和讲师对计算机科学课程中合作与合作的看法-一项定性分析
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-16 DOI: 10.1080/08993408.2021.2022361
S. Schulz, Sarah Berndt, Anja Hawlitschek
ABSTRACT Background and Context Collaborative and cooperative learning is important to prepare students for their future work and to increase their learning performance in university courses. Several studies have shown promising results regarding team activities, such as pair programming. However, there is little information on how teamwork is currently included in university courses for computer science students and the specific obstacles to its successful inclusion. Objective To get an overview of the implementation of teamwork in computer science courses, we interviewed students and lecturers. We examined which cooperative and collaborative learning methods are implemented, which goals are pursued, and how the teamwork is guided and assessed. Method Semi-structured interviews with 25 lecturers and students were conducted in three universities in Germany. We analyzed the students’ data separately from the teachers’ data, in a content analysis, and discuss both views in the end. Findings Courses lack instructional design and guidance by the lecturer, and students wish to get more instructions and explanations in using collaborative tools. Implications To successfully include teamwork in computer science courses the following aspects are crucial: thorough instructional design of collaborative and cooperative learning activities based on learning objectives, learner characteristics, contextual factors, and alignment of assessment.
背景与背景协作与合作学习对于学生为未来的工作做准备和提高他们在大学课程中的学习成绩非常重要。一些研究显示了关于团队活动的有希望的结果,比如结对编程。然而,关于目前如何将团队合作纳入计算机科学专业的大学课程以及成功纳入团队合作的具体障碍的信息很少。目的通过对学生和讲师的访谈,了解团队合作在计算机科学课程中的实施情况。我们考察了实施了哪些合作和协作学习方法,追求了哪些目标,以及如何指导和评估团队合作。方法对德国三所大学的25名教师和学生进行半结构化访谈。在内容分析中,我们分别对学生数据和教师数据进行了分析,最后对两种观点进行了讨论。课程缺乏讲师的教学设计和指导,学生希望在使用协作工具方面得到更多的指导和解释。要成功地将团队合作纳入计算机科学课程,以下几个方面是至关重要的:基于学习目标、学习者特征、上下文因素和评估一致性的协作和合作学习活动的彻底教学设计。
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引用次数: 5
Editorial 社论
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-02 DOI: 10.1080/08993408.2022.2048459
Brian Dorn, Jan Vahrenhold
and showcase how small variations of a microworld result in a different pedagogical focus. The authors conclude by discussing how to tailor general measures for code analysis to the case of microworlds. In doing so, they encourage and support researchers who want to apply principles and methods from educational data mining to the case of block-based programming involving microworlds and puzzles.
并展示微观世界的微小变化如何导致不同的教学重点。作者最后讨论了如何根据微观世界的情况定制代码分析的通用度量。在这样做的过程中,他们鼓励和支持那些希望将教育数据挖掘的原理和方法应用于涉及微世界和谜题的基于块的编程的研究人员。
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引用次数: 0
Practical thinking while learning to program - novices' experiences and hands-on encounters 学习编程时的实践思维——新手的经验和亲身体验
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-01-01 DOI: 10.1080/08993408.2021.1953295
Kristina von Hausswolff
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引用次数: 0
A systematic review of “Hour of Code” research 对“编程一小时”研究的系统回顾
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-12-31 DOI: 10.1080/08993408.2021.2022362
Jessica Yauney, S. Bartholomew, P. Rich
ABSTRACT Background and Context Hour of Code is one of the largest educational campaigns implemented. It exposes millions of learners, to an hour of computer science fundamentals. With such a large impact, a large number of research articles have been published on the topic. This research ranges from reports of experiments testing the efficacy of Hour of Code and analysis of learner behavior, to reports of participation and suggestions for facilitating. Objective The goal of this work is to determine the effects of Hour of Code on Computer Science education. Method Articles in IEEE Xplore, ACM, EBSCO, ERIC, and Google Scholar that include “Hour of Code” were identified. Papers with “Hour of Code” as an emphasis of the research design or exploratory effort were analyzed. Findings Systematic review identified 64 papers which were sorted into six categories. Papers focused on overall participation numbers to novel Hour of Code Activities and research using Hour of Code data. Implications Analysis of these articles provides detail into the impact of Hour of Code on participants and influences resources for researchers. However, many questions remain to understand how Hour of Code can improve to meet its goals, expanding access to computer science to all students.
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引用次数: 9
Examining women’s differential pathways into computer science by BA and BS degree programs 通过学士和学士学位课程考察女性进入计算机科学的不同途径
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-12-13 DOI: 10.1080/08993408.2021.2011570
Katie N. Smith, Julia C. Lapan
ABSTRACT Background and Context Women are severely underrepresented in computer science (CS). Understanding varied entry points into CS may promote women’s participation in the field. Objective This study identifies experiences that influenced women’s matriculation into CS majors, and pathways into CS based on participants’ enrollment in bachelor of arts (BA) or bachelor of science (BS) degree programs. Method Semi-structured interviews were conducted with 13 women completing CS bachelor’s degrees at a public institution in the U.S. Findings Findings show different entry points into CS based on whether women matriculated into the site institution’s College of Engineering (pursued a BS degree) or College of Arts and Sciences (BA degree). For most, introductory CS courses were critical to choosing a CS major. BS students entered college with existing STEM interests and received early exposure to CS via curricular requirements. BA students entered CS courses and majors comparatively later, often based on social encouragement. Implications Degree program structures and curricula influence students’ exposure to CS and their major choices. Since most BA participants did not consider a CS major until their second year, flexible curricula can provide critical access for students with limited computing experience.
背景和背景女性在计算机科学领域的代表性严重不足。了解CS的不同切入点可以促进妇女参与该领域。目的本研究根据参与者在文学士(BA)或理学学士(BS)学位课程中的入学情况,确定影响女性进入CS专业的经历,以及进入CS的途径。方法对13名在美国公立大学完成CS学士学位的女性进行半结构化访谈。调查结果显示,女性进入CS的切入点不同,这取决于她们是被该校的工程学院(攻读学士学位)还是文理学院(BA学位)。对大多数人来说,CS入门课程对于选择CS专业至关重要。BS学生以现有的STEM兴趣进入大学,并通过课程要求提前接触CS。BA学生进入CS课程和专业的时间相对较晚,通常是基于社会鼓励。含义学位课程结构和课程影响学生接触CS和他们的专业选择。由于大多数BA参与者直到第二年才考虑CS专业,灵活的课程可以为计算机经验有限的学生提供关键的机会。
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引用次数: 1
Computer science teacher professional development and professional learning communities: a review of the research literature 计算机科学教师专业发展与专业学习共同体:研究文献综述
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-10-19 DOI: 10.1080/08993408.2021.1993666
Lijun Ni, Gillian Bausch, Rebecca Benjamin
ABSTRACT Background & Context Many efforts have been dedicated to building computer science (CS) teacher capacity through offering professional development (PD) programs. Previous reviews indicated the need to offer more continual support for teachers. Recent research has shifted its focus to scaling up PD and sustaining teaching capacity by establishing PLCs for CS teachers. Objective This study aims to conduct a systematic literature review of recent research on K-12 CS teacher PD, with an explicit exploration of PLCs. Method Based on 48 selected articles of 41 programs, this study explored features that contributed to the effectiveness of PD, including (1) PD goals, (2) theoretical frameworks and PD models, (3) curriculum and pedagogy, (4) programming tools, (5) program structure and approach, and (6) PD evaluation. We also examined whether and how these programs were dedicated to establishing PLCs. Findings Findings indicate a considerable increase in the number of studies on CS teacher PD . More programs saw the promising roles of PLCs and explored a variety of approaches for community building and promoting teacher learning. Implications PLCs have immense potential for teacher development, including breaking teacher isolation and fostering collaboration. More research can enlighten the efforts for CS teacher preparation and development.
背景与背景许多努力都致力于通过提供专业发展(PD)计划来培养计算机科学(CS)教师的能力。以前的审查表明,需要为教师提供更多的持续支持。最近的研究已将重点转移到通过为计算机科学教师建立plc来扩大PD和维持教学能力。目的本研究旨在对K-12 CS教师PD的最新研究进行系统的文献综述,并对plc进行明确的探索。方法基于41个项目的48篇精选文章,本研究探讨了促进PD有效性的特征,包括:(1)PD目标,(2)理论框架和PD模型,(3)课程和教学法,(4)编程工具,(5)项目结构和方法,以及(6)PD评估。我们还研究了这些程序是否以及如何专门用于建立plc。研究结果表明,对CS教师PD的研究数量有相当大的增加。更多的项目看到了plc的前景,并探索了各种社区建设和促进教师学习的方法。plc对教师发展具有巨大的潜力,包括打破教师孤立和促进合作。更多的研究可以为CS教师的培养和发展提供启示。
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引用次数: 14
Change in order not to change: ultraorthodox hasidic women’s experience in studying computer science 为了不改变而改变:极端正统的哈西德派女性学习计算机科学的经历
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-09-28 DOI: 10.1080/08993408.2021.1983305
Y. Kolikant, Sarah Genut
ABSTRACT Background and Context In line with interest in recruiting underrepresented groups to CS studies, our study dealt with Israeli Hasidic young women who successfully studied CS at an academic institute. Objective We investigated what factors governed Hasidic young women’s decision to enrol in a CS program and shaped their studying experience. Method Interviews with 10 final-year students on their decision to study CS and their experience of it, were followed by a questionnaire administrated to all the students in the programme. We compared the Hasidic students’ grades to other female students in identical programs. Repeated measures ANOVA enabled us to rank the factors according to their importance to the participants. Findings While economic status was a powerful motivating factor, the specific programme was chosen due students’ desire to be socially isolated. Students were constantly distracted by encounters with the outside world. Nevertheless, and despite their economic difficulties and wide knowledge gaps, their academic achievements were similar to those of other female groups. Implications This group was unique in terms of the factors underlying their decision to enrol in a CS program. Attempts to expand the diversity of CS students would benefit from understanding the unique context of the underrepresented group.
背景与背景与招募代表性不足的群体参与计算机科学研究的兴趣一致,我们的研究涉及在学术机构成功学习计算机科学的以色列哈西德派年轻女性。目的研究影响哈西德派年轻女性参加计算机科学课程的因素,以及影响她们学习经历的因素。方法对10名大四学生进行访谈,了解他们学习计算机科学的决定和他们的经历,然后对所有学生进行问卷调查。我们将哈西德派学生的成绩与相同课程的其他女学生的成绩进行了比较。重复测量方差分析使我们能够根据其对参与者的重要性对因素进行排序。虽然经济地位是一个强大的激励因素,但选择特定的课程是由于学生希望被社会孤立。学生们经常因为与外界的接触而分心。然而,尽管她们经济困难,知识差距很大,但她们的学术成就与其他女性群体相似。这个群体在决定参加计算机科学课程的因素方面是独一无二的。尝试扩大计算机科学学生的多样性将受益于了解代表性不足的群体的独特背景。
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引用次数: 1
Preparing undergraduate students to support K-12 computer science teaching through school-university partnerships: reflections from the field 通过学校-大学合作伙伴关系为本科生支持K-12计算机科学教学做好准备:来自该领域的思考
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-08-29 DOI: 10.1080/08993408.2021.1970435
C. Mouza, S. Sheridan, Nancy C. Lavigne, L. Pollock
ABSTRACT Background and Context A key challenge in advancing computer science education in K-12 schools is teacher preparation and support. School-university partnerships and service-learning programs where undergraduates assist teachers represent one promising approach to supporting K-12 computer science teaching. Objectives In this work, we examine the computer science content and pedagogical practices that undergraduates knowledgeable in computing reported implementing in order to support K-12 teachers in their classrooms as part of a university service-learning course. Method Data were collected from 60 undergraduates enrolled in the course over nine semesters. Data included weekly reflective entries, course observations, observations in K-12 classrooms, and collection of artifacts. Data were analyzed using qualitative techniques and descriptive statistics to identify dimensions of high-quality computer science content and pedagogy reported by undergraduates. Findings Findings indicated that undergraduates were able to connect knowledge of computing to pedagogy and technology to assist teachers in the implementation of computer science instruction. Specifically, undergraduates worked with partner teachers to employ high quality content and practices that made computer science accessible to students. Implications Findings from this work are important as different models are considered for how to provide professional development and/or support K-12 teachers in building knowledge needed for sustainable computer science teaching.
背景和背景推进K-12学校计算机科学教育的一个关键挑战是教师的准备和支持。本科生协助教师的学校-大学合作伙伴关系和服务学习项目是支持K-12计算机科学教学的一种很有前途的方法。目的在这项工作中,我们研究了计算机科学内容和教学实践,了解计算机知识的本科生报告称,作为大学服务学习课程的一部分,他们在课堂上支持K-12教师。方法收集60名在校大学生9个学期的学习资料。数据包括每周反思性条目、课程观察、K-12教室的观察以及人工制品的收集。使用定性技术和描述性统计对数据进行分析,以确定本科生报告的高质量计算机科学内容和教育学的维度。研究结果表明,本科生能够将计算机知识与教育学和技术联系起来,帮助教师实施计算机科学教学。具体而言,本科生与合作教师合作,采用高质量的内容和实践,使学生能够接触到计算机科学。这项工作的结果很重要,因为考虑了如何提供专业发展和/或支持K-12教师培养可持续计算机科学教学所需的知识的不同模式。
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引用次数: 0
Enhancing postgraduate students’ technical skills: perceptions of modified team-based learning in a six-week multi-subject Bootcamp-style CS course 提高研究生的技术技能:在为期六周的多学科训练营式计算机科学课程中对改进的团队学习的看法
IF 2.7 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2021-07-30 DOI: 10.1080/08993408.2021.1959174
M. B. Ada, M. Foster
ABSTRACT Background and Context Objective This study explores postgraduate students’ perceptions of the modified team-based learning instructional approach used to teach it and the extent to which the Bootcamp course improves their practical skills. Method In the beginning, participants (n = 185) were asked to rate their practical experience on the taught topics. At the end of ProgSD in S1 and Semester 2 (S2) during the Covid19 lockdown, respondents (n = 150 and n = 43, respectively) were surveyed on their perceptions of ProgSD. Wilcoxon test, Mann-Whitney U Test and Kruskal-Wallis test were used to analyse data. Thematic Analysis was used to analyse students’ comments. Findings Results showed that students’ practical experience significantly increased at the end of ProgSD with a p-value < 0.05. Median ratings of the modified TBL activities and perception of teamwork were positive overall, and many (66.5%) felt more confident about taking the courses in S2. Qualitative results supported these findings. Implications Findings have implications for practitioners facing the challenges identified here. Given the current pandemic, the authors suggest approaches to redesign face-to-face activities (tAPP) for online teaching and learning.
摘要背景和背景目的本研究探讨了研究生对改良的团队学习教学方法的看法,以及训练营课程在多大程度上提高了他们的实践技能。方法一开始,参与者(n=185)被要求对他们在所教主题上的实践经验进行评分。在2019冠状病毒病封锁期间,在S1和第2学期(S2)的ProgSD结束时,受访者(分别为n=150和n=43)接受了对ProgSD的看法调查。采用Wilcoxon检验、Mann-Whitney U检验和Kruskal-Wallis检验对数据进行分析。专题分析用于分析学生的评论。研究结果显示,学生的实践经验在ProgSD结束时显著增加,p值<0.05。修改后的TBL活动和团队合作意识的中位评分总体上是积极的,许多人(66.5%)对参加S2课程更有信心。定性结果支持了这些发现。研究结果对面临本文所述挑战的从业者具有启示意义。鉴于当前的疫情,作者提出了重新设计在线教学面对面活动(tAPP)的方法。
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引用次数: 2
期刊
Computer Science Education
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