The purpose of this study was to investigate student satisfaction in hybrid education courses as compared to the traditional face-to-face courses. This was done by focusing on 2 main factors involved in student satisfaction: student-instructor connection and student-faculty connection. Other factors such as the students’ level of technical experience and influence of outside forces such as jobs and families were also studied. Students at one community college in Appalachia were involved in this study. Forty-four students participated in this student. They survey included a Likert-type scale and had additional questions on the student’s prior experience in online and hybrid education as well as two open-ended questions regarding the advantages and disadvantages of online learning. The survey contained 67 questions. Statistical analyses of the data revealed: (1) Students who felt more connected with their instructors were more likely to express satisfaction in their online or hybrid courses. (2) Students who felt more connected with other students were more likely to express satisfaction in their online or hybrid courses. (3) No significance in students’ opinions regarding having an in-person component in their hybrid courses. (4) Students who were more technologically experienced were more likely to express satisfaction with their online or hybrid courses. (5) A significant difference between the mean and students’ overall satisfaction with their hybrid courses showing that overall, students are not satisfied with their experiences. (6) A significant difference from the mean student instructor connectivity score showed that students do not feel connected with their instructors. (7) No significance between the mean and the student-student connectivity score. (8) A significant difference between the mean and the technology score showed that students were not experienced with the technology used in their hybrid courses. (9) A significant difference between the mean score and the students’ opinions of the course design showed that students do not feel that the course design helped them learn.

Under COVID-19 blev distansundervisning ett måste och till följd mer accepterat och vanligt. Detta har även bidragit till att fler alternativa utbildningsformer blivit vanligare, bland annat hybridutbildning. Det finns dock bristande information och forskning på hur hybridutbildningar ska genomföras för bäst upplevelse för alla inblandade. Till följd av den tekniska utvecklingen finns det även en rad olika tekniska verktyg som kan användas vid utformning av hybridutbildning. Det finns dock bristande underlag på hur dessa tekniska verktyg kan användas och vad dess påverkan blir på upplevelsen. Denna studie undersöker utbildningsformen hybridföreläsning där studenter kan delta på plats och på distans under samma föreläsning. Tidigare forskning på denna utbildningsform har endast fokuserat på studenter som deltar på distans. Syftet med studien är att ge svar på vilka- och med vilken utformning på tekniska verktyg som möjliggör en lyckad hybridföreläsning för samtliga parter. Syftet är också att undersöka båda deltagargrupperna och hur upplevelsen skiljer sig.  För att besvara frågorna har en fallstudie genomförts under tre föreläsningar på en datavetenskaplig kurs på Malmö Universitet. De tre föreläsningarna hade alla olika förutsättningarna och var utrustade på olika sätt. De olika föreläsningarna är benämnda som Fall 1, Fall 2 och Fall 3 som skiljer sig från varandra i teknisk utrustning och utformning. Studenterna delades slumpmässigt in i två lika stora grupper. En grupp som endast deltog på föreläsningar på plats och en grupp som endast deltog på föreläsningar på distans. Datainsamling genomfördes genom tre enkäter som studenterna fick efter varje föreläsning samt en slutenkät på sista föreläsningen. Under alla föreläsningar deltog även författarna av studien med för att observera. Det genomfördes även en fokusgrupp med studenter samt en intervju med föreläsaren.   Resultat från dessa datagenereringsmetoder visar att det är svårt att utforma en hybridföreläsning med de tekniska verktyg som undersökts där studenter på plats/distans och föreläsaren blir helt tillfredsställda. Det har dock konstaterats vilka tekniska verktyg och i vilken utformning som bör eftersträvas för att medföra en föreläsning där andelen som inte blir tillfredsställda minimeras. I direkt följd har det även konstaterats vilka tekniska verktyg och i vilken utformning som bör undvikas då detta medför att en stor andel av deltagare får en sämre upplevelse. / During the COVID-19 pandemic many institutions were forced to adapt distance learning, which subsequently became a widely accepted learning modality. This shift has contributed to an increase in other forms of education and has as a result become more common, including hybrid education. However, there is a lack of information and research in regard to how hybrid education should be implemented to ensure a good experience for everyone involved. Because of the technical advancements there are multiple technical tools to choose from that can be used when designing hybrid educations. Though, there is a lack of information in regard to how these technical tools can be used and what their effects are on the experience.  This study examines a form of hybrid education where students can participate both in class, and online at the same time. Previous research on this format primarily focuses on students participating online. The aim of this study is therefore to provide insights into which tools and how their usage might impact the use of a successful hybrid lecture for all participants. The aim is also to investigate how the experiences of both groups may differ. To address these questions, a case study was conducted based on three separate lectures in a computer science course at Malmö University. The three lectures all had different conditions and were equipped in different ways. Each lecture, labeled Case 1, Case 2 & Case 3, varied in terms of technical equipment and design. The students that participated in the case study were randomly assigned to either the distance or in-person group to ensure equally large groups, maintaining the same format for all lectures.  The gathering of data was conducted through questionnaires that the students were asked to answer after each finished lecture as well as a final questionnaire during the last lecture. The authors also observed all lectures. A focus group was also conducted with a group of students as well as an interview with the lecturer.  The findings revealed from these methods show that it can be challenging to design a hybrid lecture with the technical tools that have been studied where both groups of students and the lecturer feel satisfied. However, the results indicate what technical tools and to what extent they should be used to ensure a lecture where low satisfaction is opposed. As a direct consequence, it has also been determined which technical tools and in what form should be avoided, as this leads to a large proportion of participants having a negative experience.

This study explored how course instructional format (i.e., online, face-to-face, or hybrid) is related to the frequency and duration of out-of-class communication (OCC) between college instructors and students, to student motives for communicating with teachers, and to perceived teacher approachability for conversation outside of class. Though differences in frequency of and student motives for engaging in OCC were not significant, students enrolled in face-to-face courses reported significantly more ongoing/durative OCC with their instructors compared to students enrolled other course types (i.e., online or hybrid). Students in fully online courses reported instructors to seem less receptive to but also less discouraging of OCC than students in face-to-face or hybrid courses. Overall, this study offers a sense of how students who seek informal interaction with instructors beyond the classroom are faring amid the increased reliance on web-based learning environments in higher education.

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No. of bitstreams: 1 tamae_ry_dr_prud.pdf: 8721951 bytes, checksum: 02e3bd0d2ad16ca569a7507cc1c1583d (MD5) Previous issue date: 2018-03-16 / Esta pesquisa de doutorado está vinculada ao Programa de Pós-Graduação em Educação da Faculdade de Ciências e Tecnologia da Universidade Estadual Paulista "Júlio de Mesquita Filho" (FCT/Unesp), campus de Presidente Prudente-SP, na linha de pesquisa "Processos Formativos, Ensino e Aprendizagem", nas áreas de Educação a distância (EaD) e Formação de Professores. O grande avanço das Tecnologias Digitais da Informação e da Comunicação (TDIC) tem provocado inúmeras mudanças em todas as áreas da ciência. Na Educação ocorre a ampla adoção e utilização dos Ambientes Virtuais de Aprendizagem (AVA), os quais podem contribuir para a utilização de TDIC, metodologias ativas de aprendizagem e que favorecem a abordagem Construcionista, Contextualizada e Significativa (CCS). A abordagem CCS é aquela em que o cursista utiliza a tecnologia como instrumento para produzir algo que parte da sua vivência e realidade, e ao se deparar com os conceitos curriculares, o professor atua como mediador para ajudá-lo a formalizar esses conceitos. Nesse contexto, a Internet e os dispositivos móveis passaram a ser utilizados em escala crescente, e tem contribuído para a proliferação de grande quantidade de dados em formato digital que, por sua vez, ainda são pouco utilizados para gerar a descoberta de conhecimento em contextos educacionais. É onde destaca-se a área de mineração de dados educacionais (MDE), que consiste no desenvolvimento de métodos e técnicas orientados a explorar tais dados digitais para melhor compreender o comportamento dos cursistas e em quais condições eles aprendem. Assim, "como utilizar técnicas de MDE para identificar indícios da abordagem CCS nos cursos da modalidade híbrida?" é a questão que norteia esta pesquisa de doutorado, pois mesmo professores qualificados para atividades docentes, muitas vezes, não possuem proficiência suficiente quanto ao uso de recursos computacionais, tais como linguagens de programação e ferramentas de banco de dados, e muito menos, quanto ao uso de técnicas de mineração de dados aplicadas à contextos educacionais. A pesquisa fez uso tanto da abordagem quantitativa quanto qualitativa, com base no delineamento metodológico Ex Post Facto ou Pesquisa não-experimental, pois o estudo foi realizado após a conclusão dos fatos. Para responder as questões norteadoras, o curso de Educação Especial na Perspectiva Inclusiva do programa Redefor/Unesp foi analisado a partir das categorias CCS (contexto do cursista, espiral de aprendizagem e ciclo de ações, aprendizagem em rede, papel do professor e formalização de conceitos) definidas com base nas indicações de Schlünzen (2000; 2015), Santos (2015) e Valente (2005). Foi utilizado o modelo de mineração de dados proposto por Fayad, Piatetsky-Shapiro e Smyth (1996) e as fases que consomem maior esforço repetitivo possibilitaram o mapeamento de padrões a serem seguidos, e para minimizar os esforços e maximizar os resultados, foi proposto e implementado um protótipo de software denominado EDMXP (Educational Data Mining eXPeriment) em linguagem de programação Java para o suporte às atividades de seleção, pré-processamento, mineração e análise de dados. As tarefas de mineração de dados utilizadas foram as de agrupamento e classificação representadas pelos algoritmos Simple KMeans, VSM e J48. Os resultados foram compilados em uma linguagem que possibilita aos profissionais de Educação melhor compreenderem os resultados (tabelas e gráficos), além de um quadro de indicadores de desempenho (dashboard). Ao final, foi possível constatar que a MDE pode ser um fator transformador em Educação a partir do momento que possibilita que se tome decisões com base em dados e em fatos, e não apenas de forma intuitiva ou por meio de experiências vivênciadas. Representa, portanto, uma nova forma de fazer e pensar a Educação. / This doctoral research is bound to the Graduate Program in Education of the Faculty of Science and Technology of the São Paulo State University "Júlio de Mesquita Filho" (FCT / Unesp), Campus of Presidente Prudente-SP, in the research line "Formative Processes, Teaching and Learning", in the areas of Distance Education (D-Learning) and Teacher Training. The great advance of the Digital Technologies of Information and Communication (DTIC) has caused fullness changes in all areas of science. In Education there is a widespread adoption and use of Virtual Learning Environment (VLE), which can contribute to the use of DTIC, active learning methodologies and favoring the Constructionist, Contextualized and Significative (CCS) approach. The CCS approach is that in which student uses technology as an instrument to produce something that arise in your own experience and reality, and when he came across with curricular concepts, teacher acts as mediator to help him to formalize these concepts. In these context, the Internet and mobile devices started to be used on a growing scale and have contributed to the proliferation of large amounts of data in digital format, which in turn are little used to generate the knowledge discovery in educational contexts. It's where stands out the area of Educational Data Mining (EDM), which consists in the development of methods and techniques designed to exploit such digital data to better understand students behavior's and in what conditions they learn. Thus, "how to use EDM techniques to identify evidence of CCS approach in hybrid mode courses?" it's the issue that guides this doctoral research, because even qualified teachers for teaching activities often lack sufficient proficiency in the use of computational resources, such as programming languages and database tools, much less regarding the use of data mining techniques applied to educational contexts. The research made use of both quantitative and qualitative approach, based on the methodological design Ex Post Facto or non-experimental research, once this study was conducted after the completion of the facts. To answer the leading questions, the Special Education course in the Inclusive Perspective of the Redefor / Unesp program was analyzed from the CCS categories (student's context, learning spiral and cycle of actions, learning network, teacher role and concepts formalization) defined according to the indications of Schlünzen (2000; 2015), Santos (2015) and Valente (2005). It was used the data mining model proposed by Fayad, Piatetsky-Shapiro and Smyth (1996) and the phases that consume most repetitive effort allowed the mapping of patterns to be followed, and to minimize efforts and to maximize results, was proposed and implemented a software prototype named EDMXP (Educational Data Mining eXPeriment) in Java programming language to support selection, preprocessing, mining and data analysis activities. The data mining tasks used were clustering and classification tasks represented by the Simple KMeans, VSM and J48 algorithms. The results were compiled in a language that enables Education professionals to better understand results (tables and graphs), as well as a dashboard of performance indicators. Finally, it was possible to verify that EDM can be a transforming factor in Education from the moment that allows decisions based on data and facts, and not only in an intuitive way or by lived experiences. It represents, therefore, a new way of doing and thinking Education.

La thèse porte aussi bien sur les portails de ressources en accès libre sur le Web et l’introduction des technologies en éducation. Elle s’appuie sur une approche anthropologique du didactique qui s’intéresse à la diffusion des connaissances dans la société et qui offre un cadre de référence à l’analyse du fonctionnement de systèmes didactiques instrumentés par les technologies. Notre étude porte sur le dispositif Thermoptim-UNIT et son portail de ressources pédagogiques numériques diffusées en libre accès sur le Web. Pour étudier les effets de l’introduction de ce dispositif dans l’enseignement de la discipline, nous considérons d’abord la place de l’enseignement de la thermodynamique appliquée aux systèmes énergétiques dans la situation particulière de l’école MINES ParisTech, pour comprendre comment et sous quelles conditions et contraintes s’opèrent la diffusion et la transposition de cette science au niveau de la société. Nous examinons ensuite le rôle joué par l’introduction progressive des technologies éducatives dans l’enseignement de la discipline. Notre méthodologie s’appuie dans un premier temps sur l’analyse des traces de l’activité sur le portail, puis sur des enquêtes par questionnaires et entretiens auprès des utilisateurs. En s’intéressant plus particulièrement aux effets du dispositif sur le travail des enseignants, notre étude s’organise autour de deux axes de recherche majeurs : les effets du recours aux technologies et aux technologies éducatives sur la transposition didactique de la thermodynamique appliquée aux systèmes énergétiques, ainsi que les effets perceptibles et déclarés de l’utilisation du dispositif sur l’enseignement de la discipline. / This work lies within the framework both of a research on open access Web portals and of the introduction of educational technologies. It is based on the anthropological theory of the didactic that studies knowledge diffusion in society and offers a reference framework to analyse the functioning of didactic systems instrumented by technologies. Our research studies the Thermoptim-UNIT portal and its open access educational resources portal. In order to study the effects of introducing this educational setting on the teaching of the discipline, we first consider the situation of teaching thermodynamics applied to energetic systems in the specific context of MINES ParisTech graduate school, to understand how and under which conditions and constraints the diffusion and transposition of this science are operating in society. We then examine the role played by the progressive introduction of educational technologies on teaching the discipline. Our methodology first relies on the analysis of activity traces on the portal, then on questionnaire surveys and user interviews. Looking more specifically at the effects of the educational setting on teachers’ work, our study is organised into two major research axes: 1/ the effects of technologies and the use of learning technologies on the didactical transposition of thermodynamics applied to energetic systems; 2/ the perceptible and declared effects of the use of this setting for teaching the discipline.

Após uma revisão de trabalhos que se dedicam a investigar as relações entre a docência e a tecnologia em suas múltiplas formas apresentamos uma série de redimensionamentos das ações docentes no contato com tecnologias digitais. Partindo dos quatro verbos fundamentais propostos por Nílson Machado como forma de caracterizar e expressar a natureza das ações docentes mapear, mediar, tecer e narrar discutimos o redimensionamento da docência no contato com aparatos tecnológicos em contextos permeados por tecnologias ou constituídos digitalmente a partir delas, sobretudo em modalidades de educação híbridas e online considerando, portanto, a Educação a Distância (EAD) de variadas formas. Em nossa tese buscamos, além de examinar e apresentar um conjunto de ações e estudos, oferecer subsídios e ideias que possam contribuir para a prática docente, na esperança de ampliar a compreensão das ações do professor no ciberespaço e das relações mediadas por dispositivos digitais examinando diferentes abordagens e formas possíveis de interação com os alunos no interior de uma comunidades de aprendizagem num paradigma ecossistêmico de educação online. / After a review of works devoted to understand the relationships between teaching and technology in its many forms we present a series of teachers\' actions redefined in contact with digital technologies. Based on four key verbs proposed by Nílson Machado as a way to characterize and express the nature of teaching practices mapping, mediating, weaving and storytelling we discourse about the new dimensions of teaching in contact with technology devices in contexts permeated or digitally made by technology, especially in hybrid and online education modalities therefore considering Distance Education (DE) in different perspectives. Besides an examination and after presents a set of researches and proposals, this work seeks to provide insights and ideas that can contribute to the teaching practices, hoping to broaden the understanding of the teacher\'s actions in cyberspace and about the relationships mediated by digital devices examining different forms and approaches of interacting with students inside a learning community in an ecosystem paradigm of online education.

Esta pesquisa analisa fatores que sustentam o uso das metodologias ativas para o aumento do desempenho dos estudantes para a aprendizagem significativa, levando-se em consideração que o ato de aprender é intransferível, só o indivíduo pode fazê-lo e ninguém pode aprender por outro, mas pode-se incentivar o interesse dos estudantes, explorando novas oportunidades de aprendizagem, bem mais centradas na atividade dos estudantes, utilizando a hibridização, que é a mescla de técnicas e ferramentas que auxiliam e dinamizam o aprendizado com a combinação entre ambientes presenciais e virtuais de ensino - usando a ferramenta dos MOOCs pela concepção da sala de aula invertida. Para avaliar a interferência da metodologia ativa de aprendizagem no desempenho, participaram da análise estudantes universitários, de duas instituições particulares, na área de Ciências Sociais Aplicadas, que após um semestre responderam a dois questionários de escalas validadas estatisticamente: Academic Motivation Scale e Escala Estratégica de Aprendizagem para ambientes on-line. Utilizou-se técnicas de análise multivariada, composta pela análise de componentes principais e análise de agrupamento, para avaliar a presença de grupos de motivação. Para a caracterização dos grupos de motivação obtidos foram calculadas as frequências dos grupos formados e médias das componentes principais, bem como as marcações de significância estatística para o teste-t de diferença de médias e técnicas de modelo de regressão para avaliar as médias finais (notas) dos estudantes de acordo com as covariáveis (estudantes que participaram do curso na plataforma MOOC, turma, grupo de motivação e gênero). Os principais resultados demonstram que a escolha de um método ativo de aprendizagem, utilizando a plataforma MOOC interfere em todos os grupos, no aumento da nota final em comparação aos estudantes que não acessaram a plataforma, portanto, não participaram de todo o processo, sendo esse efeito ainda mais expressivo para o grupo de motivação 1 (motivados pela excelência acadêmica), a IES-1 obteve um desempenho superior a IES-2. O êxito da introdução das metodologias ativas está diretamente relacionado a importância do envolvimento de todos os atores desse processo, com destaque as instituições de ensino e professores, para a formação de um indivíduo capaz de transformar a sua vida, o seu meio e a nossa sociedade. / This research analyzes the factors that support the use of active methods to increase the performance of the students towards meaningful learning, taking into account that the act of learning is not transferable, only the individual can do it and no one can learn on the other, but can stimulate the interest of students, exploring new learning opportunities and more focused on the activity of the students, using the hybridization, which is the mixture of techniques and tools to assist and streamline the learning with the combination of classroom and virtual teaching environments - using MOOCs tools for the design of the inverted classroom. In order to evaluate the interference of active learning methodology over performance, students from two private universities in the area of Applied Social Sciences took part in this research and, after one semester answered two statistically validated scales questionnaires: Academic Motivation Scale and Strategic Learning Scale, suitable for online environments. Multivariate analysis techniques, composed by Principal Component Analysis and Cluster Analysis, have been used to assess the presence of motivation groups. In order to characterize obtained motivation groups, frequencies of formed groups and main components averages were calculated as well as markings of statistical significance for the t-test mean difference and regression techniques to assess students final average (grades) according to the covariates (students who took the course in MOOC platform, classroom, motivation group and gender). Main results show that the choice of an active learning method, using MOOC platform interferes in all groups, in the final score increase comparatively to students who had not accessed the platform, thus not participating in the process; this effect was even more significant on motivation of group 1 (motivated by academic excellence), PU-1 achieved a superior performance comparatively to PU-2. The active methods introduction success is directly related to the importance of the involvement of all actors in the process, especially educational institutions and teachers, for the formation of an individual able to transform his life, his environment and our society .

Após uma revisão de trabalhos que se dedicam a investigar as relações entre a docência e a tecnologia em suas múltiplas formas apresentamos uma série de redimensionamentos das ações docentes no contato com tecnologias digitais. Partindo dos quatro verbos fundamentais propostos por Nílson Machado como forma de caracterizar e expressar a natureza das ações docentes mapear, mediar, tecer e narrar discutimos o redimensionamento da docência no contato com aparatos tecnológicos em contextos permeados por tecnologias ou constituídos digitalmente a partir delas, sobretudo em modalidades de educação híbridas e online considerando, portanto, a Educação a Distância (EAD) de variadas formas. Em nossa tese buscamos, além de examinar e apresentar um conjunto de ações e estudos, oferecer subsídios e ideias que possam contribuir para a prática docente, na esperança de ampliar a compreensão das ações do professor no ciberespaço e das relações mediadas por dispositivos digitais examinando diferentes abordagens e formas possíveis de interação com os alunos no interior de uma comunidades de aprendizagem num paradigma ecossistêmico de educação online. / After a review of works devoted to understand the relationships between teaching and technology in its many forms we present a series of teachers\' actions redefined in contact with digital technologies. Based on four key verbs proposed by Nílson Machado as a way to characterize and express the nature of teaching practices mapping, mediating, weaving and storytelling we discourse about the new dimensions of teaching in contact with technology devices in contexts permeated or digitally made by technology, especially in hybrid and online education modalities therefore considering Distance Education (DE) in different perspectives. Besides an examination and after presents a set of researches and proposals, this work seeks to provide insights and ideas that can contribute to the teaching practices, hoping to broaden the understanding of the teacher\'s actions in cyberspace and about the relationships mediated by digital devices examining different forms and approaches of interacting with students inside a learning community in an ecosystem paradigm of online education.

Esta pesquisa analisa fatores que sustentam o uso das metodologias ativas para o aumento do desempenho dos estudantes para a aprendizagem significativa, levando-se em consideração que o ato de aprender é intransferível, só o indivíduo pode fazê-lo e ninguém pode aprender por outro, mas pode-se incentivar o interesse dos estudantes, explorando novas oportunidades de aprendizagem, bem mais centradas na atividade dos estudantes, utilizando a hibridização, que é a mescla de técnicas e ferramentas que auxiliam e dinamizam o aprendizado com a combinação entre ambientes presenciais e virtuais de ensino - usando a ferramenta dos MOOCs pela concepção da sala de aula invertida. Para avaliar a interferência da metodologia ativa de aprendizagem no desempenho, participaram da análise estudantes universitários, de duas instituições particulares, na área de Ciências Sociais Aplicadas, que após um semestre responderam a dois questionários de escalas validadas estatisticamente: Academic Motivation Scale e Escala Estratégica de Aprendizagem para ambientes on-line. Utilizou-se técnicas de análise multivariada, composta pela análise de componentes principais e análise de agrupamento, para avaliar a presença de grupos de motivação. Para a caracterização dos grupos de motivação obtidos foram calculadas as frequências dos grupos formados e médias das componentes principais, bem como as marcações de significância estatística para o teste-t de diferença de médias e técnicas de modelo de regressão para avaliar as médias finais (notas) dos estudantes de acordo com as covariáveis (estudantes que participaram do curso na plataforma MOOC, turma, grupo de motivação e gênero). Os principais resultados demonstram que a escolha de um método ativo de aprendizagem, utilizando a plataforma MOOC interfere em todos os grupos, no aumento da nota final em comparação aos estudantes que não acessaram a plataforma, portanto, não participaram de todo o processo, sendo esse efeito ainda mais expressivo para o grupo de motivação 1 (motivados pela excelência acadêmica), a IES-1 obteve um desempenho superior a IES-2. O êxito da introdução das metodologias ativas está diretamente relacionado a importância do envolvimento de todos os atores desse processo, com destaque as instituições de ensino e professores, para a formação de um indivíduo capaz de transformar a sua vida, o seu meio e a nossa sociedade. / This research analyzes the factors that support the use of active methods to increase the performance of the students towards meaningful learning, taking into account that the act of learning is not transferable, only the individual can do it and no one can learn on the other, but can stimulate the interest of students, exploring new learning opportunities and more focused on the activity of the students, using the hybridization, which is the mixture of techniques and tools to assist and streamline the learning with the combination of classroom and virtual teaching environments - using MOOCs tools for the design of the inverted classroom. In order to evaluate the interference of active learning methodology over performance, students from two private universities in the area of Applied Social Sciences took part in this research and, after one semester answered two statistically validated scales questionnaires: Academic Motivation Scale and Strategic Learning Scale, suitable for online environments. Multivariate analysis techniques, composed by Principal Component Analysis and Cluster Analysis, have been used to assess the presence of motivation groups. In order to characterize obtained motivation groups, frequencies of formed groups and main components averages were calculated as well as markings of statistical significance for the t-test mean difference and regression techniques to assess students final average (grades) according to the covariates (students who took the course in MOOC platform, classroom, motivation group and gender). Main results show that the choice of an active learning method, using MOOC platform interferes in all groups, in the final score increase comparatively to students who had not accessed the platform, thus not participating in the process; this effect was even more significant on motivation of group 1 (motivated by academic excellence), PU-1 achieved a superior performance comparatively to PU-2. The active methods introduction success is directly related to the importance of the involvement of all actors in the process, especially educational institutions and teachers, for the formation of an individual able to transform his life, his environment and our society .

Digital utbildning erbjuder många möjligheter, men det finns även utmaningar som behöver övervinnas för att fullt ut utnyttja dess potential. En av dessa utmaningar är kvaliteten och effektiviteten hos digitala verktyg och plattformar. För att säkerställa en framgångsrik digital utbildning måste digitala verktyg vara av hög kvalitet och tillförlitliga. Det är också viktigt att ha välfungerande digitala verktyg och plattformar för att skapa en engagerande och dynamisk inlärningsmiljö. Studien fokuserar på hybridundervisning, där studenter deltar både på campus och på distans samtidigt. Genom att undersöka både synkron och asynkron interaktion mellan studenter och lärare via digitala verktyg och plattformar strävar studien efter att få insikter om hur studenter upplever interaktionen. Forskningsfrågorna undersöker vilka faktorer som kan hindra interaktion inom hybridundervisning, om det finns skillnader i interaktionsupplevelser mellan distansstudenter och studenter på campus, samt vilka utmaningar som finns kopplade till interaktionsupplevelserna inom hybridundervisning. Genom att identifiera och förstå dessa interaktionsutmaningar och skillnader kan studien ge värdefulla insikter för att optimera digitala verktyg och plattformar inom hybridundervisning. Resultaten kan bidra till att skapa en mer engagerande och effektiv inlärningsmiljö för studenter som deltar både på distans och på campus. / Digital education offers many opportunities, but it also presents challenges to overcome to fully leverage its potential. One of these challenges is the quality and effectiveness of digital tools and platforms. To ensure successful digital education, digital learning resources must be of high quality and reliability. It is also important to have well-functioning digital tools and platforms to create an engaging and dynamic learning environment. The study focuses on hybrid education, where students participate both on campus and remotely. By examining both synchronous and asynchronous interaction between students and teachers through digital tools and platforms, the study aims to gain insights into how students experience this type of interaction. The research questions investigate factors that may hinder interaction in hybrid education, whether there are differences in interaction experiences between remote students and on-campus students, and what challenges are associated with interaction experiences within hybrideducation. By identifying and understanding these interaction challenges and differences, the study can provide valuable insights for optimizing digital tools and platforms in hybrid education. The results can contribute to creating a more engaging and effective learning environment for students participating both remotely and on campus.