scholarly journals Making sense of video analytics: Lessons learned from clickstream interactions, attitudes, and learning outcome in a video-assisted course

2015 ◽  
Vol 16 (1) ◽  
Author(s):  
Michail N. Giannakos ◽  
Konstantinos Chorianopoulos ◽  
Nikos Chrisochoides
Keyword(s):  
Flipped Classroom ◽  
Online Courses ◽  
Lessons Learned ◽  
Learning Performance ◽  
Online Video ◽  
Instructional Media ◽  
Video Analytics ◽  
Video Assisted ◽  
Making Sense ◽  
Video Lectures

<p>Online video lectures have been considered an instructional media for various pedagogic approaches, such as the flipped classroom and open online courses. In comparison to other instructional media, online video affords the opportunity for recording student clickstream patterns within a video lecture. Video analytics within lecture videos may provide insights into student learning performance and inform the improvement of video-assisted teaching tactics. Nevertheless, video analytics are not accessible to learning stakeholders, such as researchers and educators, mainly because online video platforms do not broadly share the interactions of the users with their systems. For this purpose, we have designed an open-access video analytics system for use in a video-assisted course. In this paper, we present a longitudinal study, which provides valuable insights through the lens of the collected video analytics. In particular, we found that there is a relationship between video navigation (repeated views) and the level of cognition/thinking required for a specific video segment. Our results indicated that learning performance progress was slightly improved and stabilized after the third week of the video-assisted course. We also found that attitudes regarding easiness, usability, usefulness, and acceptance of this type of course remained at the same levels throughout the course. Finally, we triangulate analytics from diverse sources, discuss them, and provide the lessons learned for further development and refinement of video-assisted courses and practices.</p>

scholarly journals Improved learning performance based on a flipped classroom concept – a case study

2016 ◽  
Author(s):  
Thomas Rachfall ◽  
Soeren Dressler
Keyword(s):  
Online Education ◽  
Flipped Classroom ◽  
Online Courses ◽  
Direct Interaction ◽  
University Education ◽  
Learning Performance ◽  
Digital Tools ◽  
Class Room ◽  
Improved Learning ◽  
The University

Aim of the research was to improve effectiveness of university education. With the use of new digital tools the learning processes in many different disciplines have been enhanced. However, the traditional class room training can hardly be replaced entirely as the students’ motivation drops with less direct interaction with the instructor. Hence small private online courses are more successful than massive online education. The authors have developed a sophisticated flipped classroom learning approach incorporating various digital tools ranging from different kinds of videos to a class response system combined with class room lectures. The case of the course introduction to management accounting at the University of Applied Sciences Berlin is been presented to demonstrate the usefulness of the flipped classroom concept. An empirical analysis confirms that the students’ acceptance is highest if various methods of teaching are been applied. In particular relying on digital tools only is seen as ineffective and of less value. Eventually, based on the analysis and classroom observations improvement opportunities have been derived in order to further increase the learning performance.

Using an interdisciplinary MOOC to teach climate science and science communication to a global classroom

2021 ◽  
Author(s):  
Bärbel Winkler ◽  
John Cook
Keyword(s):  
Cognitive Psychology ◽  
Science Communication ◽  
Online Courses ◽  
Climate Science ◽  
Online Course ◽  
Scientific Content ◽  
Course Content ◽  
Making Sense ◽  
Video Lectures ◽  
The University

&lt;p&gt;MOOCs (Massive Open Online Courses) are a powerful educational tool, making scientific content available to a large and diverse audience. The MOOC &amp;#8220;Making Sense of Climate Science Denial&amp;#8221; applies science communication principles derived from cognitive psychology and misconception-based learning in the design of video lectures covering many aspects of climate change. As well as teaching fundamental climate science, the course also presents psychological and critical thinking research into climate science denial, teaching students the most effective techniques for responding to misinformation. A number of the enrolled &amp;#8220;students&quot; have been secondary and tertiary educators, who have adopted the course content in their own classes as well as adapted their teaching techniques based on the science communication principles presented in the lectures. The MOOC&amp;#8212;developed by John Cook while at the University of Queensland's Global Change Insitute&amp;#8212;integrates cognitive psychology, educational research and climate science in an interdisciplinary online course that has had over 40,000 enrolments from over 180 countries since the MOOC was launched in 2015.&lt;/p&gt;

cMOOCs and Global Learning: An Authentic Alternative

2013 ◽  
Vol 17 (2) ◽  
Author(s):  
Carol Yeager ◽  
Betty Hurley-Dasgupta ◽  
Catherine A. Bliss
Keyword(s):  
Online Courses ◽  
Lessons Learned ◽  
Massive Open Online Courses ◽  
Research Review ◽  
Press Coverage ◽  
Open Educational Resource ◽  
Educational Resource ◽  
Global Learning ◽  
Massive Open Online ◽  
Definition Of

Massive Open Online Courses (MOOCs) continue to attract press coverage as they change almost daily in their format, number of registrations and potential for credentialing. An enticing aspect of the MOOC is its global reach. In this paper, we will focus on a type of MOOC called a cMOOC, because it is based on the theory of connectivism and fits the definition of an Open Educational Resource (OER) identified for this special edition of JALN. We begin with a definition of the cMOOC and a discussion of the connectivism on which it is based. Definitions and a research review are followed with a description of two MOOCs offered by two of the authors. Research on one of these MOOCs completed by a third author is presented as well. Student comments that demonstrate the intercultural connections are shared. We end with reflections, lessons learned and recommendations.

scholarly journals Reinstating a national simulation programme in anaesthesiology during the coronavirus pandemic

2021 ◽  
pp. bmjstel-2021-000894
Author(s):  
Sinead Campbell ◽  
Sarah Corbett ◽  
Crina L Burlacu
Keyword(s):  
Simulation Training ◽  
Online Video ◽  
Safety Measures ◽  
Face To Face ◽  
Video Assisted ◽  
Simulation Based ◽  
High Standards ◽  
Strongly Agree ◽  
Training Opportunities ◽  
Simulation Programme

BackgroundWith the introduction of strict public health measures due to the coronavirus pandemic, we have had to change how we deliver simulation training. In order to reinstate the College of Anaesthesiologists Simulation Training (CAST) programme safely, we have had to make significant logistical changes. We discuss the process of reopening a national simulation anaesthesiology programme during a pandemic.MethodsWe approached how to reinstate the programme with three distinct but intertwined projects, as in the following: (1) a survey of effects of the pandemic on training opportunities for anaesthesiology trainees, (2) proposals for methods of reinstating simulation were developed under the headings avoidance, compromise, accommodation and collaboration. A small online video-assisted simulation pilot was carried out to test the compromise method, (3) having opted for combined accommodation (onsite with smaller participant numbers and safety measures) and collaboration (with other regional centres), a postreinstatement evaluation during a 4-month period was carried out.Results(1) Eighty-five per cent of 64 trainees surveyed felt that they had missed out not only just on simulation-based education (43%) but also on other training opportunities, (2) when five trainees were asked to state on a 1 to 5 Likert scale (strongly disagree, disagree, undecided, agree and strongly agree) whether online video-assisted simulation was similar to face-to-face simulation in four categories (realism, immersion, sense of crisis and stress), only 9 (45%) of the 20 answers agreed they were similar, (3) When onsite simulation was reinstated, the majority of trainees felt that training was similar to prepandemic and were happy to continue with this format.ConclusionIn order to reinstate simulation, we have identified that accommodation and collaboration best suited the CAST while compromise failed to rank high among trainees’ preferences. Onsite courses will continue to be delivered safely while meeting the high standards our trainees have come to expect.

Comparing the roles and correlates of emotions in class and during online video lectures in a flipped anatomy classroom

2021 ◽  
Vol 65 ◽  
pp. 101966
Author(s):  
John Ranellucci ◽  
Kristy A. Robinson ◽  
Joshua M. Rosenberg ◽  
You-kyung Lee ◽  
Cary J. Roseth ◽  
...  
Keyword(s):  
Online Video ◽  
Video Lectures

Quantifying the Influence of Achievement Emotions for Student Learning in MOOCs

2020 ◽  
pp. 073563312096731
Author(s):  
Bowen Liu ◽  
Wanli Xing ◽  
Yifang Zeng ◽  
Yonghe Wu
Keyword(s):  
Random Forest ◽  
Nearest Neighbor ◽  
Online Courses ◽  
Learning Performance ◽  
Support Vector ◽  
K Nearest Neighbor ◽  
Achievement Emotions ◽  
Integrative Framework ◽  
Emotional Interaction ◽  
Performance Results

Massive Open Online Courses (MOOCs) have become a popular tool for worldwide learners. However, a lack of emotional interaction and support is an important reason for learners to abandon their learning and eventually results in poor learning performance. This study applied an integrative framework of achievement emotions to uncover their holistic influence on students’ learning by analyzing more than 400,000 forum posts from 13 MOOCs. Six machine-learning models were first built to automatically identify achievement emotions, including K-Nearest Neighbor, Logistic Regression, Naïve Bayes, Decision Tree, Random Forest, and Support Vector Machines. Results showed that Random Forest performed the best with a kappa of 0.83 and an ROC_AUC of 0.97. Then, multilevel modeling with the “Stepwise Build-up” strategy was used to quantify the effect of achievement emotions on students’ academic performance. Results showed that different achievement emotions influenced students’ learning differently. These findings allow MOOC platforms and instructors to provide relevant emotional feedback to students automatically or manually, thereby improving their learning in MOOCs.

scholarly journals Student perceptions and lessons learned from flipping a masters level public health course | Perceptions des étudiants et leçons tirées d’une classe inversée pour un cours de maîtrise en santé environnementale et professionnelle

2015 ◽  
Vol 41 (2) ◽  
Author(s):  
Lindsay P. Galway ◽  
Barbara Berry ◽  
Timothy Takaro
Keyword(s):  
Public Health ◽  
Focus Group ◽  
Student Perceptions ◽  
Flipped Classroom ◽  
Lessons Learned ◽  
Instructional Model ◽  
Santé Environnementale ◽  
Health Course ◽  
Using Data ◽  
Groupe De Discussion

The flipped classroom instructional model has emerged as an alternative to conventional lecture-based teaching that has dominated higher education for decades. In 2013, a cohort of graduate-level public health students participated in a flipped environmental and occupational health course. We present the design, implementation, and evaluation of this course. Using data collected from a post-course survey, focus group sessions, and classroom observation, we examine student perceptions of the flipped classroom instructional model and synthesize lessons learned from flipping the classroom more broadly. Post-course survey data indicate that students had generally positive perceptions towards the flipped classroom instructional model. Four major themes emerged from the focus group data in relation to perceptions of the flipped classroom: knowledge application, content delivery, innovation, and connecting the online and in-class components. These results are promising and suggest that this approach warrants further consideration and research. Le modèle pédagogique de la classe inversée a émergé comme solution de rechange à l’enseignement traditionnel par cours magistraux qui a dominé l’éducation supérieure pendant des décennies. En 2013, une cohorte d’étudiants en santé publique aux cycles supérieurs a participé à un cours inversé sur la santé environnementale et professionnelle. Nous présentons la conception, la mise en œuvre et l’évaluation de ce cours. À l’aide de données recueillies par l’entremise d’un sondage après le cours, lors de séances de discussion en groupe et d’observation en classe, nous examinons les perceptions qu’ont les étudiants du modèle pédagogique de la classe inversée et résumons les leçons tirées qui sont pertinentes pour les cours inversés en général. Les données du sondage réalisé après le cours indiquent que les étudiants avaient des perceptions pour la plupart positives du modèle pédagogique de la classe inversée. Quatre thèmes principaux ont émergé des données du groupe de discussion relativement aux perceptions sur la classe inversée : mise en application des connaissances, diffusion du contenu, innovation et lien entre les composantes en ligne et en classe. Ces résultats sont prometteurs et suggèrent que cette approche devrait faire l’objet de plus de considération et de recherche.

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