TY - JOUR A1 - Sonnenberg, Christoph A1 - Bannert, Maria T1 - Discovering the Effects of Metacognitive Prompts on the Sequential Structure of SRL-Processes Using Process Mining Techniques JF - Journal of Learning Analystics N2 - According to research examining self‐regulated learning (SRL), we regard individual regulation as a specific sequence of regulatory activities. Ideally, students perform various learning activities, such as analyzing, monitoring, and evaluating cognitive and motivational aspects during learning. Metacognitive prompts can foster SRL by inducing regulatory activities, which, in turn, improve the learning outcome. However, the specific effects of metacognitive support on the dynamic characteristics of SRL are not understood. Therefore, the aim of our study was to analyze the effects of metacognitive prompts on learning processes and outcomes during a computer‐based learning task. Participants of the experimental group (EG, n=35) were supported by metacognitive prompts, whereas participants of the control group (CG, n=35) received no support. Data regarding learning processes were obtained by concurrent think‐aloud protocols. The EG exhibited significantly more metacognitive learning events than did the CG. Furthermore, these regulatory activities correspond positively with learning outcomes. Process mining techniques were used to analyze sequential patterns. Our findings indicate differences in the process models of the EG and CG and demonstrate the added value of taking the order of learning activities into account by discovering regulatory patterns. KW - HeuristicsMiner algorithm KW - self‐regulated learning KW - metacognitive prompting KW - process analysis KW - process mining KW - think‐aloud data Y1 - 2015 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-152362 UR - http://learning-analytics.info/journals/index.php/JLA/article/view/4090 SN - 1929‐7750 N1 - Dieser Artikel ist auch Bestandteil der Dissertation: Sonnenberg, Christoph: Analyzing Technology-Enhanced Learning Processes: What Can Process Mining Techniques Contribute to the Evaluation of Instructional Support?. - Würzburg, Univ., Diss., 2017. - [online]. URN: urn:nbn:de:bvb:20-opus-152354 VL - 2 IS - 1 ER - TY - THES A1 - Oberdörfer, Sebastian T1 - Better Learning with Gaming: Knowledge Encoding and Knowledge Learning Using Gamification T1 - Besser Lernen durch Spielen: Wissensencodierung und Lernen von Wissen mit Gamification N2 - Computer games are highly immersive, engaging, and motivating learning environments. By providing a tutorial at the start of a new game, players learn the basics of the game's underlying principles as well as practice how to successfully play the game. During the actual gameplay, players repetitively apply this knowledge, thus improving it due to repetition. Computer games also challenge players with a constant stream of new challenges which increase in difficulty over time. As a result, computer games even require players to transfer their knowledge to master these new challenges. A computer game consists of several game mechanics. Game mechanics are the rules of a computer game and encode the game's underlying principles. They create the virtual environments, generate a game's challenges and allow players to interact with the game. Game mechanics also can encode real world knowledge. This knowledge may be acquired by players via gameplay. However, the actual process of knowledge encoding and knowledge learning using game mechanics has not been thoroughly defined, yet. This thesis therefore proposes a theoretical model to define the knowledge learning using game mechanics: the Gamified Knowledge Encoding. The model is applied to design a serious game for affine transformations, i.e., GEtiT, and to predict the learning outcome of playing a computer game that encodes orbital mechanics in its game mechanics, i.e., Kerbal Space Program. To assess the effects of different visualization technologies on the overall learning outcome, GEtiT visualizes the gameplay in desktop-3D and immersive virtual reality. The model's applicability for effective game design as well as GEtiT's overall design are evaluated in a usability study. The learning outcome of playing GEtiT and Kerbal Space Program is assessed in four additional user studies. The studies' results validate the use of the Gamified Knowledge Encoding for the purpose of developing effective serious games and to predict the learning outcome of existing serious games. GEtiT and Kerbal Space Program yield a similar training effect but a higher motivation to tackle the assignments in comparison to a traditional learning method. In conclusion, this thesis expands the understanding of using game mechanics for an effective learning of knowledge. The presented results are of high importance for researches, educators, and developers as they also provide guidelines for the development of effective serious games. N2 - Computerspiele stellen attraktive, spannende und motivierende Lernumgebungen dar. Spieler erlernen zu Spielbeginn die grundlegenden Spielregeln und wenden dieses Wissen während des Spielablaufs an. Dadurch wird das dem Spiel zu Grunde liegende Wissen durch Wiederholung geübt und verinnerlicht. Durch einen konstanten Fluss an neuen Herausforderungen, die in ihrer Schwierigkeit ansteigen, müssen Spieler das Wissen auf neue Szenarien übertragen. Innerhalb eines Computerspiels sind Spielmechaniken für eine Anwendung als auch Demonstration des Spielwissens verantwortlich. Die Spielmechaniken regeln den Spielablauf, in dem sie die Spieleraktionen definieren, die virtuelle Umgebung generieren und die Herausforderungen des Spiels festlegen. Das in den Spielmechaniken kodierte Wissen kann jedoch auch der realen Welt entstammen. In diesem Fall entwickeln Spieler Kompetenzen, die später auch in der Realität Anwendung finden können. Das Kodieren von Wissen in Spielmechaniken und der damit einhergehende Lernprozess wurde allerdings noch nicht genau theoretisch erfasst. Diese Dissertation versucht diese Forschungslücke zu schließen, indem ein theoretisches Model der Wissenskodierung in Spielmechaniken entworfen wird: das Gamified Knowledge Encoding. Dieses Model wird sowohl für das Design einer Lernanwendung für das Wissen der Affinen Transformationen, GEtiT, als auch zur Vorhersage von Lerneffekten eines Computerspiels, Kerbal Space Program, herangezogen. In einer Usability-Studie wird sowohl die Anwendbarkeit des Modells für ein effektives Spieldesign als auch das Gesamtdesign von GEtiT bewertet. Das Lernergebnis, das beim Spielen von GEtiT und Kerbal Space Program erzielt wird, wird in vier weiteren Nutzerstudien überprüft. Die Studien validieren den Einsatz des Gamified Knowledge Encoding Models zur Entwicklung von computerspielbasierten Lernumgebungen und die Vorhersage von Lerneffekten. GEtiT und Kerbal Space Program erzielen ein ähnliches Lernergebnis bei einer höheren Motivation im Vergleich zu einer traditionellen Lernmethode. Als Endergebnis erweitert das präsentierte Forschungsprojekt das generelle Verständnis über die Verwendung von Spielmechaniken für ein effektives Lernen. Die präsentierten Ergebnisse sind von großer Bedeutung für Forscher, Pädagogen und Entwickler, da sie auch Richtlinien für die Entwicklung effektiver Serious Games hervorbringen. KW - Serious game KW - Gamification KW - Lernen KW - Game mechanic KW - Spielmechanik KW - Knowledge encoding KW - Wissensencodierung KW - Virtuelle Realität Y1 - 2021 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-219707 ER - TY - JOUR A1 - Hein, Rebecca M. A1 - Latoschik, Marc Erich A1 - Wienrich, Carolin T1 - Inter- and transcultural learning in cocial virtual reality: a proposal for an inter- and transcultural virtual object database to be used in the implementation, reflection, and evaluation of virtual encounters JF - Multimodal Technologies and Interaction N2 - Visual stimuli are frequently used to improve memory, language learning or perception, and understanding of metacognitive processes. However, in virtual reality (VR), there are few systematically and empirically derived databases. This paper proposes the first collection of virtual objects based on empirical evaluation for inter-and transcultural encounters between English- and German-speaking learners. We used explicit and implicit measurement methods to identify cultural associations and the degree of stereotypical perception for each virtual stimuli (n = 293) through two online studies, including native German and English-speaking participants. The analysis resulted in a final well-describable database of 128 objects (called InteractionSuitcase). In future applications, the objects can be used as a great interaction or conversation asset and behavioral measurement tool in social VR applications, especially in the field of foreign language education. For example, encounters can use the objects to describe their culture, or teachers can intuitively assess stereotyped attitudes of the encounters. KW - virtual stimuli KW - implicit association test KW - virtual reality KW - social VR KW - InteractionSuitcase Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-278974 SN - 2414-4088 VL - 6 IS - 7 ER - TY - JOUR A1 - Sonnenberg, Christoph A1 - Bannert, Maria T1 - Evaluating the Impact of Instructional Support Using Data Mining and Process Mining: A Micro-Level Analysis of the Effectiveness of Metacognitive Prompts JF - Journal of Educational Data Mining N2 - In computer-supported learning environments, the deployment of self-regulatory skills represents an essential prerequisite for successful learning. Metacognitive prompts are a promising type of instructional support to activate students’ strategic learning activities. However, despite positive effects in previous studies, there are still a large number of students who do not benefit from provided support. Therefore, it may be necessary to consider explicitly the conditions under which a prompt is beneficial for a student, i.e., so-called adaptive scaffolding. The current study aims to (i) classify the effectiveness of prompts on regulatory behavior, (ii) investigate the correspondence of the classification with learning outcome, and (iii) discover the conditions under which prompts induce regulatory activities (i.e., the proper temporal positioning of prompts). The think-aloud data of an experiment in which metacognitive prompts supported the experimental group (n = 35) was used to distinguish between effective and non-effective prompts. Students’ activities preceding the prompt presentation were analyzed using data mining and process mining techniques. The results indicate that approximately half of the presented prompts induced metacognitive learning activities as expected. Moreover, the number of induced monitoring activities correlates positively with transfer performance. Finally, the occurrence of orientation and monitoring activities, which are not well-embedded in the course of learning, increases the effectiveness of a presented prompt. In general, our findings demonstrate the benefits of investigating metacognitive support using process data, which can provide implications for the design of effective instructional support. KW - process mining KW - think-aloud data KW - metacognitive prompting KW - micro-level analysis KW - instructional support KW - self-regulated learning Y1 - 2016 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-152375 UR - http://www.educationaldatamining.org/JEDM/index.php/JEDM/article/view/JEDM2016-8-2-3 N1 - Dieser Artikel ist auch Bestandteil der Dissertation: Sonnenberg, Christoph: Analyzing Technology-Enhanced Learning Processes: What Can Process Mining Techniques Contribute to the Evaluation of Instructional Support?. - Würzburg, Univ., Diss., 2017. - [online]. URN: urn:nbn:de:bvb:20-opus-152354 VL - 8 IS - 2 ER - TY - JOUR A1 - Hein, Rebecca M. A1 - Wienrich, Carolin A1 - Latoschik, Marc E. T1 - A systematic review of foreign language learning with immersive technologies (2001-2020) JF - AIMS Electronics and Electrical Engineering N2 - This study provides a systematic literature review of research (2001–2020) in the field of teaching and learning a foreign language and intercultural learning using immersive technologies. Based on 2507 sources, 54 articles were selected according to a predefined selection criteria. The review is aimed at providing information about which immersive interventions are being used for foreign language learning and teaching and where potential research gaps exist. The papers were analyzed and coded according to the following categories: (1) investigation form and education level, (2) degree of immersion, and technology used, (3) predictors, and (4) criterions. The review identified key research findings relating the use of immersive technologies for learning and teaching a foreign language and intercultural learning at cognitive, affective, and conative levels. The findings revealed research gaps in the area of teachers as a target group, and virtual reality (VR) as a fully immersive intervention form. Furthermore, the studies reviewed rarely examined behavior, and implicit measurements related to inter- and trans-cultural learning and teaching. Inter- and transcultural learning and teaching especially is an underrepresented investigation subject. Finally, concrete suggestions for future research are given. The systematic review contributes to the challenge of interdisciplinary cooperation between pedagogy, foreign language didactics, and Human-Computer Interaction to achieve innovative teaching-learning formats and a successful digital transformation. KW - foreign language learning and teaching KW - intercultural learning and teaching KW - immersive technologies KW - education KW - human-computer interaction KW - systematic literature review Y1 - 2021 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-268811 VL - 5 IS - 2 ER - TY - JOUR A1 - Pieger, Elisabeth A1 - Mengelkamp, Christoph A1 - Bannert, Maria T1 - Disfluency as a Desirable Difficulty — The Effects of Letter Deletion on Monitoring and Performance JF - Frontiers in Education N2 - Desirable difficulties initiate learning processes that foster performance. Such a desirable difficulty is generation, e.g., filling in deleted letters in a deleted letter text. Likewise, letter deletion is a manipulation of processing fluency: A deleted letter text is more difficult to process than an intact text. Disfluency theory also supposes that disfluency initiates analytic processes and thus, improves performance. However, performance is often not affected but, rather, monitoring is affected. The aim of this study is to propose a specification of the effects of disfluency as a desirable difficulty: We suppose that mentally filling in deleted letters activates analytic monitoring but not necessarily analytic cognitive processing and improved performance. Moreover, once activated, analytic monitoring should remain for succeeding fluent text. To test our assumptions, half of the students (n = 32) first learned with a disfluent (deleted letter) text and then with a fluent (intact) text. Results show no differences in monitoring between the disfluent and the fluent text. This supports our assumption that disfluency activates analytic monitoring that remains for succeeding fluent text. When the other half of the students (n = 33) first learned with a fluent and then with a disfluent text, differences in monitoring between the disfluent and the fluent text were found. Performance was significantly affected by fluency but in favor of the fluent texts, and hence, disfluency did not activate analytic cognitive processing. Thus, difficulties can foster analytic monitoring that remains for succeeding fluent text, but they do not necessarily improve performance. Further research is required to investigate how analytic monitoring can lead to improved cognitive processing and performance. KW - metacomprehension KW - disfluency KW - metacognitive monitoring KW - metacognitive control KW - metacognitive judgments KW - desirable difficulties Y1 - 2018 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-197179 SN - 2504-284X VL - 3 IS - 101 ER - TY - JOUR A1 - Hennighausen, Christine A1 - Hudders, Liselot A1 - Lange, Benjamin P. A1 - Fink, Hanna T1 - What If the Rival Drives a Porsche? Luxury Car Spending as a Costly Signal in Male Intrasexual Competition JF - Evolutionary Psychology N2 - Previous research found that men conspicuously consume luxury products to attract a mate and to signal their mate value. However, these studies have yet neglected to investigate the function of male conspicuous consumption in same-sex competition. Given that intersexual selection and intrasexual selection are closely related processes, it stands to reason that a further function of male conspicuous consumption could be to impress and deter same-sex rivals. An 2 (intrasexual competition context vs. control) × 2 (conspicuous luxury vs. inconspicuous nonluxury) between-subjects experimental study conducted with an Amazon Mechanical Turk sample (N = 160) revealed that men reported both higher liking of and an intent to purchase a conspicuous luxury car compared to an inconspicuous nonluxury car due to increased feelings of social status. This effect was stronger in the intrasexual competition than in the control context. An additional perception study using a single-factor between-subjects design (conspicuous luxury vs. inconspicuous nonluxury car) among German men (N = 405) indicated that male participants rated a man who displayed a conspicuous luxury car more as a rival and mate poacher and less as a friend. They further perceived him to be superior on various mate value characteristics (i.e., attractiveness, intelligence, ambition, and status) and rated him as more oriented toward short-term mating. In sum, our findings add to previous research in the field of evolutionary consumer psychology by suggesting that male conspicuous consumption of luxuries may also serve a function in male–male competition. KW - costly KW - dual function KW - intrasexual competition KW - men KW - luxury brands KW - conspicuous consumption KW - signaling KW - evolutionary consumer psychology Y1 - 2016 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-163481 VL - 14 IS - 4 ER -