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Use of Generative Adversarial Networks (GANs) in Educational Technology Research 生成对抗网络(gan)在教育技术研究中的应用
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-01-15 DOI: 10.7821/naer.2023.1.1231
Anabel Bethencourt-Aguilar, Dagoberto Castellanos-Nieves, Juan José Sosa-Alonso, Manuel Area-Moreira
In the context of Artificial Intelligence, Generative Adversarial Nets (GANs) allow the creation and reproduction of artificial data from real datasets. The aims of this work are to seek to verify the equivalence of synthetic data with real data and to verify the possibilities of GAN in educational research. The research methodology begins with the creation of a survey that collects data related to the self-perceptions of university teachers regarding their digital competence and technological-pedagogical knowledge of the content (TPACK model). Once the original dataset is generated, twenty-nine different synthetic samples are created (with an increasing N) using the COPULA-GAN procedure. Finally, a two-stage cluster analysis is applied to verify the interchangeability of the synthetic samples with the original, in addition to extracting descriptive data of the distribution characteristics, thereby checking the similarity of the qualitative results. In the results, qualitatively very similar cluster structures have been obtained in the 150 tests carried out, with a clear tendency to identify three types of teaching profiles, based on their level of technical-pedagogical knowledge of the content. It is concluded that the use of synthetic samples is an interesting way of improving data quality, both for security and anonymization and for increasing sample sizes.
在人工智能的背景下,生成对抗网络(GANs)允许从真实数据集中创建和复制人工数据。这项工作的目的是试图验证合成数据与真实数据的等价性,并验证GAN在教育研究中的可能性。研究方法从创建一项调查开始,该调查收集了与大学教师关于其数字能力和内容的技术教学知识的自我感知相关的数据(TPACK模型)。生成原始数据集后,使用COPULA-GAN过程创建29个不同的合成样本(随着N的增加)。最后,除了提取分布特征的描述性数据外,还应用两阶段聚类分析来验证合成样品与原始样品的互换性,从而检查定性结果的相似性。在结果中,在进行的150次测试中获得了质量上非常相似的集群结构,根据其内容的技术-教学知识水平,明显倾向于确定三种类型的教学概况。结论是,使用合成样本是提高数据质量的一种有趣的方式,无论是安全性和匿名性,还是增加样本量。
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引用次数: 2
Key Factors in the Success of Virtualization of Teaching in Spanish Universities During the COVID-19 Pandemic 新冠肺炎疫情期间西班牙高校虚拟化教学成功的关键因素
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.1002
A. Infante-Moro, J. Infante-Moro, Julia Gallardo-Pérez
The virtualization of university teaching in Spain caused by the pandemic was a success, but the urgent nature of the transition from face-to-face teaching to online teaching meant that some peculiarities that should have been taken into account were omitted. Thus, in order to find out and analyze the factors causing the success of this virtualization and take measures to address the weak points of this process as teachers may want to maintain the use of online teaching as support for their face-to-face teaching, these factors were located through a literature review and were classified according to their level of importance in this success through a causal study carried out with the methodology of fuzzy cognitive maps. The results achieved indicated the determining factors in students, involving their attitude, aptitude and predisposition, which are factors where the work of the teacher is of main relevance (as it exerts the greatest influence on these factors). For this reason, technological attitude and aptitude, teaching style, and the creation and structuring of content should be reinforced in teachers.
疫情导致西班牙大学教学的虚拟化取得了成功,但从面对面教学向在线教学过渡的紧迫性意味着一些本应考虑的特点被忽略了。因此,为了找出和分析导致这种虚拟化成功的因素,并采取措施解决这一过程中的薄弱环节,因为教师可能希望继续使用在线教学来支持他们的面对面教学,这些因素是通过文献综述定位的,并通过模糊认知图方法进行的因果研究,根据它们在这一成功中的重要性进行分类。所取得的结果表明了学生的决定因素,包括他们的态度、能力和倾向,这些因素是教师工作最相关的因素(因为它对这些因素的影响最大)。因此,教师应加强技术态度和能力、教学风格以及内容的创造和结构。
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引用次数: 20
Measuring Rural Teachers’ Digital Competence to Communicate with the Educational Community 农村教师与教育共同体数字化沟通能力的测评
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.1053
Francisco David Guillen Gamez, M. J. Mayorga-Fernández
Teachers’ communication with the educational community (students, families and teachers) may be different depending on the place where they reside. We ask ourselves whether teachers in rural areas are sufficiently prepared to carry out this communication through digital media. Thus, this study had as its aims to: (1) ascertain teachers’ digital competence self-assessment about the utilisation of ICT resources to communicate with other teachers, students and families, according to gender, type of school, age and years of teaching experience; (2) analyse comparatively if significant differences exist in terms of digital competence level between the internal categories of each variable; (3) identify which digital resources are significant predictors. A non-experimental design was used with 847 rural teachers from different rural areas in Spain. The results showed an integrating attitude of every teacher-expert in their digital skills, regarding communication both with students and their families and with the other colleagues at the educational centre. We found differences in teachers' scores when comparing by gender and type of centre. Furthermore, we checked those applications such as Blogs, TikTok, Twitter and Moodle served were relevant predictors.
教师与教育界(学生、家庭和教师)的交流可能因其居住的地方而异。我们自问,农村地区的教师是否做好了充分准备,能够通过数字媒体开展这种交流。因此,本研究的目的是:(1)根据性别、学校类型、年龄和教学经验,确定教师在利用ICT资源与其他教师、学生和家庭沟通方面的数字能力自我评估;(2)比较分析各变量内部类别之间的数字能力水平是否存在显著差异;(3)确定哪些数字资源是重要的预测因子。采用非实验设计对来自西班牙不同农村地区的847名农村教师进行了调查。结果显示,在与学生及其家人以及教育中心的其他同事的沟通方面,每位教师专家在数字技能方面都表现出整合的态度。当按性别和中心类型进行比较时,我们发现教师的分数存在差异。此外,我们还检查了博客、抖音、Twitter和Moodle等应用程序是否与预测相关。
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引用次数: 5
Open to Better? Teachers’ Perceptions of Curriculum Integration in the Erasmus Mundus PETaL Master’s Degree 向更好的方向开放?教师对Erasmus Mundus PETaL硕士学位课程整合的认知
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.826
Natividad Aguayo-Arrabal, M. Gómez-Parra
Erasmus Mundus Joint Master’s Degrees (EMJMD) offer a unique opportunity to jointly design and deliver an integrated curriculum of excellence in an international context. This study analyses the case of a Master's Degree specialised in Education: PETaL “Play, Education, Toys and Languagesˮ. This is the first EMJMD obtained by the University of Cordoba (Spain) within the framework of the Erasmus+ Program (2014-2020), in coordination with the Polytechnic Institute of Lisbon (Portugal) and Marmara University (Turkey). Through the design, validation and distribution of an online questionnaire, this research aims to examine teachers’ opinions on the place of integration in their teaching, as well as on the level of interdisciplinarity in the programme based on Harden’s model ($). This pioneering course represents a favourable context in which to evaluate the “jointnessˮ in the curriculum and other aspects of the teaching-learning process, little explored so far in this context. The results reveal that, foreseeably, the conditions for greater integration in the successive editions are in place. Thus, it is necessary to continue strengthening teaching coordination and the aspects leading to further curricular integration. The study also serves as a reflection on teaching practice and the possibilities for interdisciplinarity in postgraduate education.
Erasmus Mundus联合硕士学位(EMJMD)提供了一个独特的机会,在国际背景下共同设计和提供卓越的综合课程。本研究分析了教育学硕士学位的案例:PETaL“Play, Education, Toys and Languages”。这是西班牙科尔多瓦大学与里斯本理工学院(葡萄牙)和马尔马拉大学(土耳其)合作,在伊拉斯谟+计划(2014-2020)框架内获得的第一个EMJMD。通过设计、验证和分发一份在线问卷,本研究旨在根据哈登模型($)检验教师对整合在其教学中的地位的看法,以及对该项目跨学科水平的看法。这门开创性的课程为评估课程和教学过程其他方面的“联合性”提供了有利的环境,迄今为止在这方面的探索很少。结果表明,可以预见的是,在后续版本中进行更大整合的条件已经具备。因此,有必要继续加强教学协调和导致课程进一步整合的方面。本研究也对教学实践和研究生教育跨学科的可能性进行了反思。
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引用次数: 1
Comparing Effect Sizes and their Confidence Intervals: A Primer on Equivalence Testing in Educational Research 比较效应大小及其置信区间:教育研究中的等价性测试初探
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.930
Hector F. Ponce-Renova
This paper’s objective was to teach the Equivalence Testing applied to Educational Research to emphasize recommendations and to increase quality of research. Equivalence Testing is a technique used to compare effect sizes or means of two different studies to ascertain if they would be statistically equivalent. For making accessible Equivalence Testing, this technique was explained with two examples by conducting manual calculations, using an online calculator, the software R, the software SPSS, and a t table. Furthermore, the software R with an Equivalence Testing code was used, and its results were graphed and discussed with details. Among other recommendations given, Equivalence Testing can be a useful tool for comparing means and effects within certain bounds that could hopefully imply a practical significance to provide meaning to findings. The results of Equivalence Testing can indicate that two treatments´ effects are statistically equivalent or not. Thus, the Equivalence Testing can be a channel to replicate studies and observe if there is a possible pattern regarding the appearance of a phenomenon.
本文的目的是教等效测试应用于教育研究,强调建议和提高研究质量。等效检验是一种用来比较两项不同研究的效应大小或方法,以确定它们在统计上是否相等的技术。为了便于使用等效性测试,本文用两个例子解释了该技术,即使用在线计算器、R软件、SPSS软件和t表进行手动计算。此外,还使用了带有等效测试代码的R软件,并对其结果进行了详细的图解和讨论。在给出的其他建议中,等效检验可以是在一定范围内比较手段和效果的有用工具,这可能意味着为发现提供意义的实际意义。等效性检验的结果可以表明两种处理的效果在统计上是否相等。因此,等效性测试可以是一个渠道,以重复研究和观察是否有一个可能的模式有关的现象的出现。
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引用次数: 1
Closing Now to Reopen Better Tomorrow? Pedagogical Continuity in Latin American Universities During the Pandemic 现在关门,明天重开?大流行期间拉丁美洲大学教学的连续性
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.1003
F. Pedró, Débora Ramos Torres
Latin American universities have struggled to ensure pedagogical continuity since the beginning of the pandemic. The objective of this research is to find out how Latin American universities responded to the many challenges posed by their commitment to pedagogical continuity, namely in the technological, pedagogical, financial, and socio-emotional domains, and the support received from their governments. Data was collected through a survey sampling 100 universities in the region covering 16 different countries. The results suggest that many of the challenges faced by universities were more related to the lack of pedagogical skills, from both students and teachers, than to the pitfalls of technological capacity. The survey results are also indicative that the forms of teaching and learning that have begun as emergency formulas to guarantee pedagogical continuity will evolve and consolidate from the time of the reopening, as part of the hybrid model with which we will have to coexist for the time being, and which may become the new pedagogical norm in higher education in the context of a foreseeable restructuring of its provision.
自大流行开始以来,拉丁美洲的大学一直在努力确保教学的连续性。本研究的目的是找出拉丁美洲大学如何应对他们对教学连续性的承诺所带来的许多挑战,即在技术、教学、财务和社会情感领域,以及从政府获得的支持。数据是通过对该地区16个不同国家的100所大学进行抽样调查收集的。研究结果表明,大学面临的许多挑战更多地与学生和教师缺乏教学技能有关,而不是与技术能力的缺陷有关。调查结果还表明,作为保证教学连续性的紧急方案而开始的教学和学习形式将从重新开放时开始演变和巩固,作为混合模式的一部分,我们将暂时与之共存,并且在可预见的高等教育规定重组的背景下,它可能成为高等教育的新教学规范。
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引用次数: 1
Comparing Gamification Models in Higher Education Using Face-to-Face and Virtual Escape Rooms 高等教育中使用面对面和虚拟逃生室的游戏化模型比较
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.1025
Santiago Pozo-Sánchez, G. Lampropoulos, J. López-Belmonte
Gamification is a training model that encourages the inclusion of active methodologies into learning environments. The objective of this study is to analyze the effects of a gamified experience through virtual and face-to-face escape rooms as well as to determine the generated levels of fun, absorption, creative thinking, mastery, activation, absence of negative effects and student grades. A descriptive and correlational experimental design has been used. In total, 105 Spanish university students participated. The data was collected using a scale validated in the Spanish context called Gameful Experience in Gamification (GAMEX). The results reveal significant variability according to the training environment. In face-to-face environments, students’ fun and activation were promoted, generating pleasant entertainment experiences. In virtual environments, influence, autonomy, creativity, and exploration by students increased. Similarly, these environments shared high levels of spatio-temporal absorption and an absence of negative effects. Regarding the ratings, no statistically significant results that confirm their effectiveness depending on the environment were determined, but good scores were obtained. It is concluded that the choice of the gamified environment will depend on the dimensions and the goals that the teacher intends to achieve during the learning process.
游戏化是一种训练模式,鼓励将积极的方法纳入学习环境。本研究的目的是通过虚拟和面对面的逃生室分析游戏化体验的影响,并确定产生的乐趣、吸收力、创造性思维、掌握力、激活力、没有负面影响和学生成绩的水平。使用了描述性和相关的实验设计。共有105名西班牙大学生参加。数据是使用一种在西班牙背景下验证的称为游戏化游戏体验(GAMEX)的量表收集的。结果显示,根据训练环境的不同,存在显著的可变性。在面对面的环境中,学生的乐趣和活力得到了提升,产生了愉快的娱乐体验。在虚拟环境中,学生的影响力、自主性、创造力和探索能力都有所增强。同样,这些环境具有高度的时空吸收能力,没有负面影响。关于评级,没有确定统计上显著的结果来证实其有效性,这取决于环境,但获得了良好的分数。结果表明,游戏化环境的选择将取决于教师在学习过程中想要实现的维度和目标。
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引用次数: 16
Mediation Models Predicting the Level of Digital Competence of 12-14 Year Old Schoolchildren in the Area of Digital Problem Solving 预测12-14岁小学生数字问题解决能力水平的中介模型
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.789
Marcos Cabezas-González, Sonia Casillas-Martín, Ana García-Valcárcel Muñoz-Repiso
Technology has become invaluable and digital competence has turned into a necessity for students. The research presented here aims to propose mediation models that explain the influence of attitudinal, technology use, and family factors on the level of digital problem-solving skills of compulsory education students (12-14 years old). A quantitative methodology with a cross-sectional design was used. We worked with a sample of 772 students from 18 Spanish educational centres according to a stratified random sampling method. For data collection, an objective assessment test was used for knowledge and skills, and a Likert scale for attitudes. Regression analyses were carried out by creating theoretical reference models based on the bootstrapping technique. The results showed that students who expressed a favourable attitude towards digital problem solving demonstrated a better level of competence, which was also positively influenced by the possession of technological devices and the frequency of their use for school and non-school activities at home.
科技已经变得无价之宝,数字能力已经成为学生的必需品。本研究旨在提出解释态度、技术使用和家庭因素对义务教育学生(12-14岁)数字问题解决能力水平影响的中介模型。采用了横断面设计的定量方法。根据分层随机抽样方法,我们对来自18个西班牙教育中心的772名学生进行了调查。在数据收集方面,知识和技能采用客观评估测试,态度采用李克特量表。通过建立基于自举技术的理论参考模型进行回归分析。结果表明,对数字解决问题持积极态度的学生表现出更高的能力水平,这也受到技术设备的拥有以及在家中使用这些设备进行学校和非学校活动的频率的积极影响。
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引用次数: 3
Project-Based Learning (PBL) and Its Impact on the Development of Interpersonal Competences in Higher Education 基于项目的学习及其对高等教育人际交往能力发展的影响
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.993
P. Crespí, Jose Manuel García-Ramos, Marián Queiruga-Dios
In response to globalisation, and the cultural, socio-economic, and educational changes it implies, higher education must offer a comprehensive education that favours personal and professional growth. To do this, it must promote competence-based learning through active teaching methodologies. This study will analyse the use of Project-Based Learning (PBL) methodologies in the context of transversal subjects, as an efficient technique to develop interpersonal communication and teamworking skills. This research is quasi-experimental, with a pre-test/post-test design with an equivalent control group. The sample consists of 610 university students from the Community of Madrid, of whom 387 participated in the PBL (Experimental Group: EG) and 223 did not (Control Group: CG). A reliable and validated questionnaire on personal competences was used as a measurement instrument. The hypotheses on the effectiveness of PBL as a technique for the development of interpersonal communication and teamworking skills in the context of transversal subjects are confirmed. The results suggest that greater use of active methodologies to promote the development of transversal or generic competences is highly recommended and that the insertion of transversal subjects into university curricula may be highly beneficial.
为了应对全球化,以及全球化所带来的文化、社会经济和教育变革,高等教育必须提供有利于个人和职业发展的全面教育。要做到这一点,它必须通过积极的教学方法促进基于能力的学习。本研究将分析基于项目的学习(PBL)方法在横向学科背景下的使用,作为一种有效的技术来发展人际沟通和团队合作技能。这项研究是准实验的,采用前测/后测设计,并有一个等效的对照组。样本由来自马德里社区的610名大学生组成,其中387人参加了PBL(实验组:EG), 223人没有(对照组:CG)。采用一份可靠且有效的个人胜任力问卷作为测量工具。在横向被试情境下,PBL作为人际沟通和团队合作技能发展技术的有效性假设得到了证实。结果表明,强烈建议更多地使用积极的方法来促进横向或一般能力的发展,并且在大学课程中插入横向科目可能非常有益。
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引用次数: 12
Inclusive Leadership From the Family Perspective in Compulsory Education 义务教育中家庭视角下的包容性领导
IF 4.5 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2022-07-15 DOI: 10.7821/naer.2022.7.937
E. Crisol-Moya, M. Romero-López, Antonio Burgos García, Yessica Sánchez-Hernández
Distributed and pedagogical leadership plays a key role in the creation and upholding of inclusive school practices as a strategy for improvement and success in the management of quality education for students. Aims: describe, through an inclusive perspective, the actions and initiatives implemented to promote attention to diversity by school leadership teams, from the point of view of families. Methodology: Descriptive-exploratory design with a cross-sectional, quantitative focus. Sample: 25 schools (public schools, N = 18, and charter schools, N = 7) with 631 families. These families completed the questionnaire, “Leading inclusive education in compulsory-education schools-families”. Results: identifying actions and strategies aimed at the prevention of truancy through a school environment that generates respect, recognition and appreciation of the different needs of their students. Conclusions: Actions taken are advancing the development of a school culture where the family plays a key role. Some of the actions implemented focus on respecting the different needs of students and the educational community in order to develop an inclusive school climate. However, schools should both make families aware of the importance and benefits and promote the participation of students and the educational community in the school.
分布式和教学领导在创建和维护包容性学校实践方面发挥着关键作用,作为改进和成功管理学生素质教育的战略。目的:从家庭的角度,从包容性的角度描述学校领导团队为促进对多样性的关注而实施的行动和倡议。方法:以横断面、定量为重点的描述性探索性设计。样本:25所学校(公立学校,N = 18,特许学校,N = 7), 631个家庭。这些家庭填写了“在义务教育学校领导全纳教育-家庭”问卷。结果:通过营造尊重、认可和欣赏学生不同需求的学校环境,确定旨在预防逃学的行动和策略。结论:所采取的行动正在促进学校文化的发展,其中家庭起着关键作用。实施的一些行动侧重于尊重学生和教育界的不同需要,以建立包容的学校氛围。然而,学校既要让家庭意识到它的重要性和好处,又要促进学生和教育界在学校的参与。
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引用次数: 2
期刊
Journal of New Approaches in Educational Research
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