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A checklist to guide the planning, designing, implementation, and evaluation of learning analytics […]
Kaliisa, Rogers; Jivet, Ioana; Prinsloo, Paul
Zeitschriftenbeitrag
| In: International Journal of Educational Technology in Higher Education | 2023
43702 Endnote
Autor*innen:
Kaliisa, Rogers; Jivet, Ioana; Prinsloo, Paul
Titel:
A checklist to guide the planning, designing, implementation, and evaluation of learning analytics dashboards
In:
International Journal of Educational Technology in Higher Education, 20 (2023) , S. 28
DOI:
10.1186/s41239-023-00394-6
URL:
https://educationaltechnologyjournal.springeropen.com/articles/10.1186/s41239-023-00394-6
Dokumenttyp:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Benutzeroberfläche; Datenanalyse; Design; E-Learning; Empfehlung; Empirische Forschung; Evaluation; Implementierung; Lehrer; Lernprozess; Planung; Systematic Review; Tool; Visualisierung
Abstract (english):
Higher education institutions are moving to design and implement teacher-facing learning analytics (LA) dashboards with the hope that instructors can extract deep insights about student learning and make informed decisions to improve their teaching. While much attention has been paid to developing teacher-facing dashboards, less is known about how they are designed, implemented and evaluated. This paper presents a systematic literature review of existing studies reporting on teacher-facing LA dashboards. Out of the 1968 articles retrieved from several databases, 50 articles were included in the final analysis. Guided by several frameworks, articles were coded based on the following dimensions: purpose, theoretical grounding, stakeholder involvement, ethics and privacy, design, implementation, and evaluation criteria. The findings show that most dashboards are designed to increase teachers' awareness but with limited actionable insights to allow intervention. Moreover, while teachers are involved in the design process, this is mainly at the exploratory/problem definition stage, with little input beyond this stage. Most dashboards were prescriptive, less customisable, and implicit about the theoretical constructs behind their designs. In addition, dashboards are deployed at prototype and pilot stages, and the evaluation is dominated by self-reports and users' reactions with limited focus on changes to teaching and learning. Besides, only one study considered privacy as a design requirement. Based on the findings of the study and synthesis of existing literature, we propose a four-dimensional checklist for planning, designing, implementing and evaluating LA dashboards. (DIPF/Orig.)
DIPF-Abteilung:
Informationszentrum Bildung
Bildungspsychologie
Hasselhorn, Marcus; Titz, Cora
Sammelbandbeitrag
| Aus: Arnold, Rolf; Nuissl, Ekkehard; Schrader, Josef (Hrsg.): Wörterbuch Erwachsenen- und Weiterbildung | Bad Heilbrunn: UTB/Klinkhardt | 2023
43687 Endnote
Autor*innen:
Hasselhorn, Marcus; Titz, Cora
Titel:
Bildungspsychologie
Aus:
Arnold, Rolf; Nuissl, Ekkehard; Schrader, Josef (Hrsg.): Wörterbuch Erwachsenen- und Weiterbildung, Bad Heilbrunn: UTB/Klinkhardt, 2023 , S. 67-68
DOI:
10.35468/wbeb2022-041
URL:
https://wb-erwachsenenbildung.net/download/bildungspsychologie/
Dokumenttyp:
4. Beiträge in Sammelbänden; Sammelband (keine besondere Kategorie)
Sprache:
Deutsch
Schlagwörter:
Bildung; Bildungsprozess; Bildungspsychologie; Erziehung; Forschung; Lernen; Wissenschaftsdisziplin
DIPF-Abteilung:
Bildung und Entwicklung
Why do my thoughts feel so bad? Getting at the reciprocal effects of rumination and negative affect […]
Blanke, Elisabeth S.; Neubauer, Andreas B.; Houben, Marlies; Erbas, Yasemine; Brose, Annette
Zeitschriftenbeitrag
| In: Emotion | 2022
40873 Endnote
Autor*innen:
Blanke, Elisabeth S.; Neubauer, Andreas B.; Houben, Marlies; Erbas, Yasemine; Brose, Annette
Titel:
Why do my thoughts feel so bad? Getting at the reciprocal effects of rumination and negative affect using dynamic structural equation modeling
In:
Emotion, 22 (2022) 8, S. 1773-1786
DOI:
10.1037/emo0000946
URL:
https://doi.apa.org/record/2021-21139-001
Dokumenttyp:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Belgien; Datenanalyse; Datenerfassung; Dauer; Denken; Depression; Deutschland; Einstellung <Psy>; Emotion; Emotionaler Zustand; Fragebogenerhebung; Kognitive Prozesse; Messung; Messverfahren; Psychische Vorgänge; Stimmung; Stress; Strukturgleichungsmodell; Student; Tagesablauf; Wirkung
Abstract:
Rumination means to perseveratively think about one's negative feelings and problems. It is a response to affective distress that is often referred to as maladaptive emotion regulation. According to the response styles theory and control theory, rumination may further prolong and exacerbate affective distress. This means that rumination can be viewed as both an antecedent and an outcome of negative affect (NA), and vice versa. However, at the level of short-term dynamics, state rumination and NA have previously mainly been examined as two separate outcomes. To model the reciprocal within-person effects and hence, to match theoretical assumptions, we combined the two interrelated time series in one model using dynamic structural equation modeling (DSEM). Both effects (NA on subsequent rumination and rumination on subsequent NA) were modeled simultaneously while acknowledging the autoregressive nature of both states (inert properties). We used data from two experience sampling studies (NStudy 1 = 200 Belgian university students; NStudy 2 = 70 German university students). Participants were paged on smartphones several times a day (Study 1: 10; Study 2: 6) for several days (Study 1: 7; Study 2: 9-12). In both studies, we found evidence for reciprocal effects of NA and rumination, and both processes showed autoregressive relationships. Aside from central findings, higher levels of rumination were also associated with higher rumination inertia, pointing toward more habitual rumination also being associated with prolonged rumination. Together, using DSEM, we found reciprocal associations between rumination and NA, while providing new insights into the dynamics between the two processes. (DIPF/Orig.)
DIPF-Abteilung:
Bildung und Entwicklung
Keep me in the loop. Real-time feedback with multimodal data
Di Mitri, Daniele; Schneider, Jan; Drachsler, Hendrik
Zeitschriftenbeitrag
| In: International Journal of Artificial Intelligence in Education | 2022
43531 Endnote
Autor*innen:
Di Mitri, Daniele; Schneider, Jan; Drachsler, Hendrik
Titel:
Keep me in the loop. Real-time feedback with multimodal data
In:
International Journal of Artificial Intelligence in Education, 32 (2022) 4, S. 1093-1118
DOI:
10.1007/s40593-021-00281-z
URL:
https://link.springer.com/article/10.1007/s40593-021-00281-z
Dokumenttyp:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Datenanalyse; Datenverarbeitung; Effektivität; Empirische Untersuchung; Feedback; Fehler; Fertigkeit; Fragebogen; Lernprozess; Medizin; Psychomotorik; Simulation; System; Technologie; Teilnehmer; Tool; Training
Abstract (english):
This paper describes the CPR Tutor, a real-time multimodal feedback system for cardiopulmonary resuscitation (CPR) training. The CPR Tutor detects training mistakes using recurrent neural networks. The CPR Tutor automatically recognises and assesses the quality of the chest compressions according to five CPR performance indicators. It detects training mistakes in real-time by analysing a multimodal data stream consisting of kinematic and electromyographic data. Based on this assessment, the CPR Tutor provides audio feedback to correct the most critical mistakes and improve the CPR performance. The mistake detection models of the CPR Tutor were trained using a dataset from 10 experts. Hence, we tested the validity of the CPR Tutor and the impact of its feedback functionality in a user study involving additional 10 participants. The CPR Tutor pushes forward the current state of the art of real-time multimodal tutors by providing: (1) an architecture design, (2) a methodological approach for delivering real-time feedback using multimodal data and (3) a field study on real-time feedback for CPR training. This paper details the results of a field study by quantitatively measuring the impact of the CPR Tutor feedback on the performance indicators and qualitatively analysing the participants' questionnaire answers. (DIPF/Orig.)
DIPF-Abteilung:
Informationszentrum Bildung
From theoretical debates to lived experiences. Autoethnographic insights into open educational […]
Fahrer, Sigrid; Heck, Tamara; Röwert, Ronny; Truan, Naomi
Zeitschriftenbeitrag
| In: Research Ideas and Outcomes | 2022
43620 Endnote
Autor*innen:
Fahrer, Sigrid; Heck, Tamara; Röwert, Ronny; Truan, Naomi
Titel:
From theoretical debates to lived experiences. Autoethnographic insights into open educational practices in German higher education
In:
Research Ideas and Outcomes, 8 (2022) , S. e86663
DOI:
10.3897/rio.8.e86663
URL:
https://riojournal.com/article/86663/
Dokumenttyp:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Deutschland; Empirische Forschung; Erfahrung; Ethnografie; Hochschullehre; Konzeption; Lehr-Lern-Prozess; Literaturbericht; OPEN ACCESS; Open Education; Open Educational Resources; Reflexion <Phil>
Abstract:
The Open Science Fellow Program built a community where researchers learned how to work openly. Within this environment, questions emerged on what it means to teach openly, i.e. which practices represent open learning and teaching and which examples can be shared amongst colleagues and peers? Different concepts of open educational practices (OEP) aim at giving answers to open learning and teaching. At the same time, OEP still lack a common definition and many discussions on the topic only give minimal or implicit guidance to concrete approaches of being open -despite the creation and sharing of open educational resources. Investigating how we as practitioners implement concepts of OEP in the classroom was the starting point for the autoethnographic study we describe in this paper. We conducted a literature review to map explicit concepts of OEP, we reflected those concepts regarding the adaptation in our own teaching and our experiences with OER-based and other open teaching concepts. We discuss four research papers and our respective position as practitioners in higher education in Germany. We reflect on the current state of ideas of OEP and their practical adaptation and implementation in learning and teaching scenarios. (DIPF/Orig.)
DIPF-Abteilung:
Informationszentrum Bildung
From sensor data to educational insights
Ruipérez-Valiente, José A.; Martínez-Maldonado, Roberto; Di Mitri, Daniele; Schneider, Jan
Zeitschriftenbeitrag
| In: Sensors | 2022
43621 Endnote
Autor*innen:
Ruipérez-Valiente, José A.; Martínez-Maldonado, Roberto; Di Mitri, Daniele; Schneider, Jan
Titel:
From sensor data to educational insights
In:
Sensors, 22 (2022) 21, S. 8556
DOI:
10.3390/s22218556
URL:
https://www.mdpi.com/1424-8220/22/21/8556
Dokumenttyp:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Datenanalyse; Datenerfassung; Künstliche Intelligenz; Lernprozess; Logdatei; Mensch-Maschine-Kommunikation; Messverfahren; Tool; Übersicht; Virtuelles Lernen
Abstract:
Technology is gradually becoming an integral part of learning at all levels of educational. This includes the now pervasive presence of virtual learning environments (VLEs) and the inclusion of interactive devices used or worn by learners or that are present in the physical classroom environment. These new technology-rich educational ecosystems have greatly facilitated data capture about learners. Thus, several research areas, such as learning analytics (LA), educational data mining (EDM), and artificial intelligence in education (AIED), have grown exponentially during the last decade, with multiple venues supporting this research [1]. However, the inferences about learning that can be made by solely analyzing trace data from VLEs are limited, since logged data do not commonly provide a complete view of the learning experience [2]. Therefore, research communities are moving beyond the data obtained from VLEs and other online tools by incorporating data from external sources such as sensors, pervasive devices, and computer vision systems. Within the context of education, this subfield is often denominated as multimodal learning analytics (MMLA) [3]; nevertheless, the use of these data sources is also common in broader research areas, such as affective computing (e.g., [4]) and human-computer interaction (HCI) (e.g., [5]). The promise is to augment and improve the extent and quality of the analysis that can be performed with these new data sources [6]. Moreover, many new sensor-based tools, such as sensor-based games [7] or realistic laboratories [8,9], are being built to support the educational process. The challenge is embedding sensors and resulting data representations in authentic educational settings in pedagogically meaningful and ethical ways [10]. This Special Issue (SI) invited publications that include approaches to converting data captured using sensors (e.g., cameras, smartphones, microphones, or temperature sensors), wearables (e.g., smart wristbands, watches, or glasses), or other Internet of Things (IoT) devices (e.g., interactive whiteboards, eBooks, or tablets) into meaningful educational insights. Moreover, it invited papers on tools, architectures, or frameworks to manage the orchestration of these sensors and IoT devices to improve education. The submitted articles had to appropriately explain how the inclusiveness of sensor devices can augment the analyses performed to improve teaching, learning, or the educational context in which the sensing it occurs (e.g., in classrooms, VLEs, or other educational spaces). This SI has focused on empirical case studies that fulfill the aforementioned criteria and experimental architectures, methodologies, frameworks, or survey papers. (DIPF/Orig.)
DIPF-Abteilung:
Informationszentrum Bildung
Prediction of disorientation by accelerometric and gait features in young and older adults […]
Teipel, Stefan J.; Amaefule, Chimezie O.; Lüdtke, Stefan; Görß, Doreen; Faraza, Sofia; Bruhn, Sven; […]
Zeitschriftenbeitrag
| In: Frontiers in Psychology | 2022
42734 Endnote
Autor*innen:
Teipel, Stefan J.; Amaefule, Chimezie O.; Lüdtke, Stefan; Görß, Doreen; Faraza, Sofia; Bruhn, Sven; Kirste, Thomas
Titel:
Prediction of disorientation by accelerometric and gait features in young and older adults navigating in a virtually enriched environment
In:
Frontiers in Psychology, 13 (2022) , S. 882446
DOI:
10.3389/fpsyg.2022.882446
URL:
https://www.frontiersin.org/articles/10.3389/fpsyg.2022.882446/full
Dokumenttyp:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Sprache:
Englisch
Abstract:
Objective: To determine whether gait and accelerometric features can predict disorientation events in young and older adults. Methods: Cognitively healthy younger (18-40 years, n = 25) and older (60-85 years, n = 28) participants navigated on a treadmill through a virtual representation of the city of Rostock featured within the Gait Real-Time Analysis Interactive Lab (GRAIL) system. We conducted Bayesian Poisson regression to determine the association of navigation performance with domain-specific cognitive functions. We determined associations of gait and accelerometric features with disorientation events in real-time data using Bayesian generalized mixed effect models. The accuracy of gait and accelerometric features to predict disorientation events was determined using cross-validated support vector machines (SVM) and Hidden Markov models (HMM). Results: Bayesian analysis revealed strong evidence for the effect of gait and accelerometric features on disorientation. The evidence supported a relationship between executive functions but not visuospatial abilities and perspective taking with navigation performance. Despite these effects, the cross-validated percentage of correctly assigned instances of disorientation was only 72% in the SVM and 63% in the HMM analysis using gait and accelerometric features as predictors. Conclusion: Disorientation is reflected in spatiotemporal gait features and the accelerometric signal as a potentially more easily accessible surrogate for gait features. At the same time, such measurements probably need to be enriched with other parameters to be sufficiently accurate for individual prediction of disorientation events. (DIPF/Orig.)
DIPF-Abteilung:
Bildung und Entwicklung
Schule als Organisation
Emmerich, Marcus; Feldhoff, Tobias
Sammelbandbeitrag
| Aus: Hascher, Tina; Idel, Till-Sebastian; Helsper, Werner (Hrsg.): Handbuch Schulforschung | Wiesbaden: Springer VS | 2022
43101 Endnote
Autor*innen:
Emmerich, Marcus; Feldhoff, Tobias
Titel:
Schule als Organisation
Aus:
Hascher, Tina; Idel, Till-Sebastian; Helsper, Werner (Hrsg.): Handbuch Schulforschung, Wiesbaden: Springer VS, 2022 , S. 499-519
DOI:
10.1007/978-3-658-24729-4_23
URL:
https://link.springer.com/chapter/10.1007/978-3-658-24729-4_23
Dokumenttyp:
4. Beiträge in Sammelbänden; Sammelband (keine besondere Kategorie)
Sprache:
Deutsch
Schlagwörter:
Beobachtung; Deutschland; Empirische Forschung; Lehr-Lern-Prozess; Methode; Normative Pädagogik; Organisation; Organisationsentwicklung; Organisationstheorie; Qualität; Rekonstruktion; Schulautonomie; Schule; Schulentwicklung; Schulforschung; Schulkultur; Schulorganisation; Soziale Ungleichheit; Steuerung
Abstract:
Schule ist ohne die Organisation von Erziehungs- und Lehr-Lern-Prozessen in modernen Gesellschaften nicht denkbar. 'Organisation' ist jedoch kein genuin pädagogischer Begriff und auch die Bezugstheorien stammen nicht aus dem pädagogischen Kontext. Dies ermöglicht eine spezifische Analyse von Schule jenseits einer normativen Pädagogik. Der Beitrag zeigt, hiervon ausgehend, zentrale erziehungswissenschaftliche Bezugnahmen auf Organisationstheorie, grundlegende Problemfelder und Themen der Schule als Organisation sowie deren empirische Erforschung auf und resümiert diese kritisch. (DIPF/Orig.)
DIPF-Abteilung:
Lehr und Lernqualität in Bildungseinrichtungen
Scaffolding the learning in rural and urban schools. Similarities and differences
Jošić, Smiljana; Japelj Pavešić, Barbara; Gutvajn, Nikoleta; Rožman, Mojca
Sammelbandbeitrag
| Aus: Japelj Pavešić, Barbara; Koršňáková, Paulína; Meinck, Sabine (Hrsg.): Dinaric perspectives on TIMSS 2019: Teaching and learning mathematics and science in South-Eastern Europe | Cham: Springer | 2022
42281 Endnote
Autor*innen:
Jošić, Smiljana; Japelj Pavešić, Barbara; Gutvajn, Nikoleta; Rožman, Mojca
Titel:
Scaffolding the learning in rural and urban schools. Similarities and differences
Aus:
Japelj Pavešić, Barbara; Koršňáková, Paulína; Meinck, Sabine (Hrsg.): Dinaric perspectives on TIMSS 2019: Teaching and learning mathematics and science in South-Eastern Europe, Cham: Springer, 2022 (IEA Research for Education, 13), S. 213-239
DOI:
10.1007/978-3-030-85802-5_10
URL:
https://link.springer.com/chapter/10.1007/978-3-030-85802-5_10
Dokumenttyp:
4. Beiträge in Sammelbänden; Sammelband (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Montenegro; Nordmazedonien; Serbien; Schulleiter; Schuljahr 04; Mathematische Kompetenz; Naturwissenschaften; TIMSS <Third International Mathematics and Science Study>; Fragebogenerhebung; Sekundäranalyse; Regressionsanalyse; Internationaler Vergleich; Albanien; Bosnien-Herzegowina; Kroatien; Kosovo; Schulstandort; Ländlicher Raum; Stadt; Lernen; Lernprozess; Bildungssystem; Bildungspolitik; Schülerleistung; Einflussfaktor; Schule; Größe; Ausstattung; Technische Ausrüstung; Laborraum; Bibliothek; Schulkultur; Lehrmethode; Schüler; Soziale Herkunft; Eltern; Unterstützung
Abstract (english):
Education systems can be conceptualized as the scaffolding that supports the construction and development of student competences. Among other things, the size, location, and learning resources of schools can affect how efficient that system is at delivering the required support. Data from international large-scale assessments have indicated that the resources of rural schools may differ from those of urban schools; students in schools in urban and more economically developed environments often demonstrate higher achievement. Data from IEA's Trends in International Mathematics and Science Study (TIMSS) 2019 from across the Dinaric region provides information on variations in the size of schools and allocation, student achievement, and the different kinds of scaffolding/support for learning in urban and rural schools. Secondary analyses of the TIMSS 2019 data for the Dinaric region, taking into account home and school factors, show that the types of support available for student learning differed between urban and rural schools. The findings suggest that policymakers should focus on improving the learning resources available to rural schools across the region, particularly in response to their lack of technological resources for developing students' digital competencies. Concomitant investment is required for the development of teachers' competencies for the effective use of such educational resources. Educators need to compensate for lack of family support for some students; in such situations, schools need to enhance the scaffolding for learning available to children. (DIPF/Orig.)
DIPF-Abteilung:
Lehr und Lernqualität in Bildungseinrichtungen
Learning information literacy across the globe, Frankfurt am Main, May 10th 2019
Botte, Alexander; Libbrecht, Paul; Rittberger, Marc (Hrsg.)
Sammelband
| Frankfurt am Main: DIPF | Leibniz‐Institut für Bildungsforschung und Bildungsinformation | 2021
42365 Endnote
Herausgeber*innen:
Botte, Alexander; Libbrecht, Paul; Rittberger, Marc
Titel:
Learning information literacy across the globe, Frankfurt am Main, May 10th 2019
Erscheinungsvermerk:
Frankfurt am Main: DIPF | Leibniz‐Institut für Bildungsforschung und Bildungsinformation, 2021
DOI:
10.25656/01:17670
URN:
urn:nbn:de:0111-pedocs-176704
URL:
https://www.pedocs.de/frontdoor.php?source_opus=17670
Dokumenttyp:
2. Herausgeberschaft; Sammelband (keine besondere Kategorie)
Sprache:
Englisch
Schlagwörter:
Didaktik; Digitale Medien; Digitalisierung; E-Learning; Informationsgesellschaft; Informationskompetenz; Informationsverhalten; Informationswissenschaft; Kompetenz; Kompetenzerwerb; Konferenzbericht; Künstliche Intelligenz; Lernen; Lernprozess; Medienkompetenz; Mehrsprachigkeit; Online-Kurs; OPEN ACCESS; Open Educational Resources
Abstract (english):
The international Conference on Learning Information Literacy across the Globe was held on the 10th of May 2019 at Frankfurt Main, Germany. The Conference was part of the Erasmus+ Project Information Literacy Online (ILO), a European project to improve students' competencies. […] The Conference task was to be a forum for the exchange of research and experience associated with Information Literacy (IL) Learning. […] With different frequency, the following topics are touched by the keynotes and papers: Information literacy as a learning process, including assessment; Digital learning resources for information literacy (e.g. MOOCs, Learning-scenarios, OERs); Comparative studies of courses and curricula with an information literacy lens; Cultural diversity of information literacy; Information literacy in connection with other literacy concepts.
DIPF-Abteilung:
Informationszentrum Bildung
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