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Caught in the lifelong learning maze. Helping People with Learning analytics and chatbots to find […]
Ahmad, Atezaz; Kiesler, Natalie; Schiffner, Daniel; Schneider, Jan; Wollny, Sebastian
Journal Article
| In: International Journal of Information and Education Technology | 2023
43534 Endnote
Author(s):
Ahmad, Atezaz; Kiesler, Natalie; Schiffner, Daniel; Schneider, Jan; Wollny, Sebastian
Title:
Caught in the lifelong learning maze. Helping People with Learning analytics and chatbots to find personal career paths
In:
International Journal of Information and Education Technology, 13 (2023) 3, S. 423-429
DOI:
10.18178/ijiet.2023.13.3.1822
URL:
http://www.ijiet.org/show-186-2416-1.html
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Analyse; Beratung; Chat; Deutschland; E-Learning; Erwachsenenbildung; Fragebogenerhebung; Indikator; Kurs; Learning Analytics; Lebenslanges Lernen; Lernplattform; Metadaten; Neue Technologien; Nutzer; Software; Sprachverarbeitung; Technologieunterstütztes Lernen; Textverarbeitung; Workshop
Abstract (english):
Current lifelong learning platforms offer users a query option to select a wide variety of courses. However, finding a suitable course among the seemingly endless catalogs of options presented by the platforms is not straightforward. We argue that digital counseling can enhance this process. In this paper, we present a set of three formative studies where we explored the main aspects that can provide the counseling needed. The methods comprise an analysis of user profile characteristics and learning analytics indicators (e.g., learning progress/self-regulation) by means of an expert workshop, evaluating the feasibility of current technologies (e.g., natural language processing) for automatically assessing users' competencies, and a survey on the use of Chatbots as the interaction interface between the users and the lifelong learning portals. The analysis resulted in the extraction of basic requirements for digital counseling. We conclude the paper by presenting a system design derived from these studies. (DIPF/Orig.)
DIPF-Departments:
Informationszentrum Bildung
Individually endorsed and socially shared normative beliefs on acculturation. Resources and risk […]
Baumert, Jürgen; Jansen, Malte; Becker, Michael; Neumann, Marko; Köller, Olaf; Maaz, Kai
Journal Article
| In: Journal of Educational Psychology. | 2023
43370 Endnote
Author(s):
Baumert, Jürgen; Jansen, Malte; Becker, Michael; Neumann, Marko; Köller, Olaf; Maaz, Kai
Title:
Individually endorsed and socially shared normative beliefs on acculturation. Resources and risk factors for academic and psychosocial adjustment in mid-adolescence
In:
Journal of Educational Psychology., 115 (2023) 4, S. 589-608
DOI:
10.1037/edu0000779
URL:
https://psycnet.apa.org/record/2023-35375-001
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Akkulturation; Assimilation; Berlin; Bildungsaspiration; Deutschland; Einflussfaktor; Einstellung <Psy>; Emotionale Entwicklung; Fragebogenerhebung; Integrierte Sekundarschule; Jugendlicher; Längsschnittuntersuchung; Leistungstest; Lernerfolg; Migrationshintergrund; Motivation; Multikulturalität; Multivariate Analyse; Psychosoziale Fähigkeit; Schuljahr 09; Schuljahr 10; Segregation; Selbstwertgefühl; Soziale Anpassung; Soziale Ungleichheit; Überzeugung; Wirkung; Zufriedenheit
Abstract:
This article examines the extent to which normative beliefs on acculturation constitute (a) individual resources and risk factors for adolescents facing developmental tasks and (b) institutional norms that define developmental milieus in secondary schools. To what extent do egalitarianism, multiculturalism, assimilationism, and segregationism help or hinder academic and psychosocial adjustment in mid-adolescence? We examined how both individually endorsed beliefs and socially shared beliefs at the 10th-grade cohort level relate to students' academic performance, educational and occupational aspirations, motivational and emotional attachment to school, self-esteem, and life satisfaction. Data came from a random sample of 15- to 17-year-olds in Berlin, Germany, assessed at the end of Grades 9 and 10 (N = 1,992). Multivariate analyses identified egalitarianism and multiculturalism as the most prevalent acculturation beliefs, forming a combined belief pattern that pairs recognition of equality with respect for diversity. At the individual level, this belief pattern was positively related to academic and psychosocial adjustment. Assimilationism beliefs were associated with higher motivational and emotional attachment to school in both minority and majority students. Segregationism beliefs were associated with higher self-esteem in all adolescents regardless of background, but with lower levels of academic performance in immigrant youth. At the grade cohort level, a single bipolar factor (egalitarianism/multiculturalism vs. assimilationism/segregationism) described the institutional diversity culture. An environment characterized by egalitarianism/multiculturalism beliefs was positively associated with motivational and emotional attachment to school but not related to academic adjustment or psychological well-being. (DIPF/Orig.)
DIPF-Departments:
Struktur und Steuerung des Bildungswesens
School alienation among adolescents in Switzerland and Luxembourg. The role of parent and peer […]
Morinaj, Julia; De Moll, Frederick; Hascher, Tina; Hadjar, Andreas; Grecu, Alyssa; Scharf, Jan
Journal Article
| In: Youth & Society | 2023
41470 Endnote
Author(s):
Morinaj, Julia; De Moll, Frederick; Hascher, Tina; Hadjar, Andreas; Grecu, Alyssa; Scharf, Jan
Title:
School alienation among adolescents in Switzerland and Luxembourg. The role of parent and peer supportive attitudes toward school and teacher autonomy support
In:
Youth & Society, 55 (2023) 2, S. 187-212
DOI:
10.1177/0044118X211043902
URL:
https://journals.sagepub.com/doi/full/10.1177/0044118X211043902
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Akteur; Bern <Kanton>; Einstellung <Psy>; Eltern; Empirische Untersuchung; Entfremdung; Fragebogenerhebung; Jugendlicher; Längsschnittuntersuchung; Lehrer; Luxemburg; Peergroup; Schule; Schüler; Schuljahr 07; Schuljahr 08; Schuljahr 09; Schweiz; Sekundarbereich; Sozialisation; Strukturgleichungsmodell; Unterstützung; Vergleichsuntersuchung
Abstract (english):
Prior research has shown that socialization agents such as parents, peers, and teachers can play a significant role in adolescents' educational outcomes, both through direct support or indirectly via supportive attitudes that foster students' bonding to school and academic motivation. However, less is known about the effects of parent and peer supportive attitudes and teacher autonomy support on unfavorable educational outcomes such as school alienation. This study investigated the role of socialization agents in the development of school alienation among 544 secondary school students in Switzerland and 535 secondary school students in Luxembourg in grades 7 to 9. Results of structural equation modeling showed that the role of socialization agents varies across the school alienation domains and educational contexts, with peers having the most substantial impact on all three domains of alienation in both countries. (DIPF/Orig.)
DIPF-Departments:
Struktur und Steuerung des Bildungswesens
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
Journal Article
| In: Emotion | 2022
40873 Endnote
Author(s):
Blanke, Elisabeth S.; Neubauer, Andreas B.; Houben, Marlies; Erbas, Yasemine; Brose, Annette
Title:
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
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
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-Departments:
Bildung und Entwicklung
Promoting student teachers' well-being. A multi-study approach investigating the longitudinal […]
Hartl, Anna; Holzberger, Doris; Hugo, Julia; Wolf, Kristin; Kunter, Mareike
Journal Article
| In: Zeitschrift für Psychologie | 2022
42913 Endnote
Author(s):
Hartl, Anna; Holzberger, Doris; Hugo, Julia; Wolf, Kristin; Kunter, Mareike
Title:
Promoting student teachers' well-being. A multi-study approach investigating the longitudinal relationship between emotional exhaustion, emotional support, and the intentions of dropping out of university
In:
Zeitschrift für Psychologie, 230 (2022) 3, S. 241-252
DOI:
10.1027/2151-2604/a000495
URL:
https://econtent.hogrefe.com/doi/10.1027/2151-2604/a000495
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Burnout-Syndrom; Deutschland; Einflussfaktor; Emotionaler Zustand; Faktorenanalyse; Fragebogenerhebung; Längsschnittuntersuchung; Latente Wachstumskurvenmodelle; Lehramtsstudent; Lehramtsstudium; Lehrerausbildung; Leistungsversagen; Likert-Fragebogen; Motivation; Peergroup; Qualitative Forschung; Quantitative Forschung; Soziale Beziehung; Studienabbruch; Studienbedingungen; Universität; Unterstützung; Veränderung; Wohlbefinden
Abstract:
Student teachers' well-being is particularly important in times of teacher shortage. To prevent student dropout and promote students' well-being, demands and resources within university teacher education need to be identified. Demands like workload or time pressure can lead to emotional exhaustion in the long-term, while resources like emotional support may foster well-being. By conducting a quantitative, longitudinal study on 903 student teachers from German universities, we investigate the relationship between the emotional support of peers (as a resource) and emotional exhaustion (an indicator of well-being). In addition, we conducted a qualitative study to analyze demands as possible reasons for dropout during teacher education. Latent change score models indicate that emotional exhaustion first increases and then slightly decreases over the course of three semesters. Emotional support by peers remains stable over time. The bivariate latent change model suggests that social support is not a predictor of later emotional exhaustion. The qualitative study analyzed three main dropout intentions: performance problems, lack of study motivation, and study conditions. Especially study conditions at university can be adjusted and act as a resource to increase students' well-being. (DIPF/Orig.)
DIPF-Departments:
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
Book Chapter
| 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
Author(s):
Jošić, Smiljana; Japelj Pavešić, Barbara; Gutvajn, Nikoleta; Rožman, Mojca
Title:
Scaffolding the learning in rural and urban schools. Similarities and differences
In:
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
Publication Type:
4. Beiträge in Sammelbänden; Sammelband (keine besondere Kategorie)
Language:
Englisch
Keywords:
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-Departments:
Lehr und Lernqualität in Bildungseinrichtungen
For unto every one that hath shall be given. Teachers' competence profiles regarding the promotion […]
Dignath, Charlotte
Journal Article
| In: Metacognition and Learning | 2021
42408 Endnote
Author(s):
Dignath, Charlotte
Title:
For unto every one that hath shall be given. Teachers' competence profiles regarding the promotion of self‑regulated learning moderate the effectiveness of short‑term teacher training
In:
Metacognition and Learning, 16 (2021) 3, S. 555-594
DOI:
10.1007/s11409-021-09271-x
URL:
https://link.springer.com/article/10.1007/s11409-021-09271-x
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Beitrag in Sonderheft
Language:
Englisch
Keywords:
Lehrer; Kompetenz; Lernen; Selbstregulation; Unterricht; Schüler; Förderung; Kognitive Prozesse; Metakognition; Motivation; Wissen; Überzeugung; Selbstwirksamkeit; Lehrerfortbildung; Training; Effektivität; Unterricht; Schüler; Förderung; Fragebogenerhebung; Datenanalyse; Chi-Quadrat Test; Regressionsanalyse; Faktorenanalyse; Empirische Untersuchung; Deutschland
Abstract (english):
Teachers play a major role in the effectiveness of student learning. Teacher's competence contributes to their classroom practice. We applied a generic model of teacher competence to the specific context of teachers' promotion of self-regulated learning (SRL) in the classroom, and investigated teachers' competence profiles regarding SRL (study 1) and how teachers' competence can moderate the effectiveness of teacher training (study 2). In the first step, in study 1 191 teachers were assessed according to different characteristics that have been found to be important aspects of teacher competence (knowledge, beliefs, and self-efficacy). To investigate how these characteristics co-occur in teachers we determined latent profiles of teacher competence regarding SRL. To this end, and the data were subjected to a latent profile analysis that yielded two levels of competence profile: low and high competence to promote SRL. These competence profiles were positively associated with teachers' self-reported SRL practice in the classroom. Next, to test whether these competence profiles affect teachers' competence development, we conducted a training study. In this study 2, we examined the effects of an 8-h long teacher training about SRL on the development of teachers' competence (knowledge, beliefs, self-efficacy) and on their SRL practice in the classroom with a repeated measures control group design. Forty-five teachers participated in the training, and these teachers and their 543 students evaluated the effectiveness of the training. Training effects were found on the teacher level, but not on the student level. Teachers who participated in the training outperformed the control teachers in their development of self-efficacy to foster SRL, and their perceived SRL practice. Moreover, teachers' competence profiles moderated the training effect, showing that teachers with an initially high competence benefitted more from the training. Applying a generic model of teacher competence to the context of promoting SRL seems beneficial to inspire future research on indicators of teachers' SRL practice. (DIPF/Orig.)
DIPF-Departments:
Lehr und Lernqualität in Bildungseinrichtungen
Effekte von integrativer Führung auf die Datennutzung von Lehrkräften
Ercan, Habibe; Hartmann, Ulrike; Richter, Dirk; Kuschel, Jenny; Gräsel, Cornelia
Journal Article
| In: Die Deutsche Schule | 2021
40990 Endnote
Author(s):
Ercan, Habibe; Hartmann, Ulrike; Richter, Dirk; Kuschel, Jenny; Gräsel, Cornelia
Title:
Effekte von integrativer Führung auf die Datennutzung von Lehrkräften
In:
Die Deutsche Schule, 113 (2021) 1, S. 85-100
DOI:
10.31244/dds.2021.01.08
URN:
urn:nbn:de:0111-pedocs-220778
URL:
http://nbn-resolving.org/urn:nbn:de:0111-pedocs-220778
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Deutsch
Keywords:
Daten; Deutschland; Fragebogenerhebung; Führungsstil; Informationsnutzung; Informationsquelle; Kooperation; Lehrer; Schulleitung
Abstract:
Die vorliegende Studie untersucht die Zusammenhänge zwischen integrativem Schul- leitungshandeln, das transformationale und instruktionale Komponenten enthält, und der Nutzungshäufigkeit verschiedener Datenquellen durch Lehrkräfte. Die Ergebnisse eines Strukturgleichungsmodells zeigen, dass integrative Führung direkte und indirekte Zusammenhänge mit der Nutzung verschiedener Datenquellen aufweist. Die Effekte scheinen vorwiegend durch die Kooperationsaktivität der Lehrkräfte vermittelt zu sein. (DIPF/Orig.)
Abstract (english):
The present article reports the effects of school principals' integrative leadership behavior, including transformational and instructional components, on teachers' data use. Results of a structural equation model indicate significant positive direct and indirect effects on teachers' use of various data. Total effects seem to be mainly mediated by teachers' cooperation activities. (DIPF/Orig.)
DIPF-Departments:
Lehr und Lernqualität in Bildungseinrichtungen
Same same but different? Analysen zur Struktur kollegialer Kooperation unter Lehrkräften im Kontext […]
Hartmann, Ulrike; Richter, Dirk; Gräsel, Cornelia
Journal Article
| In: Unterrichtswissenschaft | 2021
40718 Endnote
Author(s):
Hartmann, Ulrike; Richter, Dirk; Gräsel, Cornelia
Title:
Same same but different? Analysen zur Struktur kollegialer Kooperation unter Lehrkräften im Kontext von Schul- und Unterrichtsentwicklung
In:
Unterrichtswissenschaft, 49 (2021) 3, S. 325-344
DOI:
10.1007/s42010-020-00090-8
URN:
urn:nbn:de:0111-pedocs-233070
URL:
https://nbn-resolving.org/urn:nbn:de:0111-pedocs-233070
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Deutsch
Keywords:
Lehrerin; Lehrer; Lehrerkollegium; Kooperation; Kooperationsform; Schulentwicklung; Unterricht; Messung; Fragebogenerhebung; Empirische Untersuchung; Deutschland
Abstract:
In dieser Studie wird ein Fragebogeninstrument zur Erfassung kollegialer Kooperation bei Lehrkräften vorgestellt. Auf der Basis konzeptueller Annahmen zur Kooperation in Kollegien werden zwei Kooperationsformen (Austausch/low cost und Kokonstruktion/high cost) sowie zwei Inhaltsbereiche (Schul- und Unterrichtsentwicklung) erfasst. An einer Stichprobe von 773 Lehrkräften aus 16 weiterführenden Schulen mehrerer deutscher Bundesländer wird die Struktur des Instrumentes mittels konfirmatorischer Faktorenanalysen untersucht. Dabei zeigt sich, dass das Modell, in dem Formen und Inhalte kollegialer Kooperation gleichzeitig berücksichtigt werden, die beste Passung zu den erhobenen Daten aufweist. Die kollegiale Zusammenarbeit zwischen Lehrkräften lässt sich angesichts der vorliegen- den Ergebnisse als mehrdimensionales Konstrukt beschreiben. Deskriptive Analysen legen in Übereinstimmung mit bisheriger Forschung nahe, dass Aktivitäten zur un- terrichtsbezogenen Kokonstruktion eher selten in Kollegien stattfinden, während ein unterrichtsbezogener Austausch häufiger stattfindet. Im Bereich der schulentwicklungsbezogenen Kooperation fallen die Unterschiede zwischen den Kooperationsformen geringer aus. Die Ergebnisse stützen die faktorielle Validität für eine Erfassung kollegialer Kooperation situiert in spezifischen Inhaltsbereichen der Schul- und Un- terrichtsentwicklung.
Abstract (english):
In this study, we present a survey measure to assess teacher collaboration. Based on existing research, we distinguish two forms (exchange/low cost and co-construction/high cost) as well as two themes of collaboration (school-related and instructional improvement). In a sample of 773 teachers from 16 high schools from several German federal states, we investigate the structure of the new measure by confirmatory factor analyses. These analyses reveal that a model which simulta- neously considers forms and themes of teacher collaboration fits best to the data. Teacher collaboration thus can be described best as a multidimensional construct. In line with previous research, descriptive analyses suggest that high cost activities regarding teachers' instructional practices happen less frequently than low cost instruction-related collaboration. Concerning school development collaboration, dif- ferences between the two forms seem to be smaller. These findings imply that teacher collaboration can be assessed as being situated in specific themes for collaborative practices with regard to instruction and school improvement.
DIPF-Departments:
Bildungsqualität und Evaluation
Quantum of choice. How learners' feedback monitoring decisions, goals and self-regulated learning […]
Jivet, Ioana; Wong, Jacqueline; Scheffel, Maren; Torre, Manuel Valle; Specht, Marcus; […]
Book Chapter
| Aus: Association for Computing Machinery (Hrsg.): LAK21 conference proceedings: The impact we make: The contributions of learning analytics to learning, the Eleventh International Conference on Learning Analytics & Knowledge, April 12-16, 2021, online, everywhere | New York; NY: Association for Computing Machinery | 2021
41406 Endnote
Author(s):
Jivet, Ioana; Wong, Jacqueline; Scheffel, Maren; Torre, Manuel Valle; Specht, Marcus; Drachsler, Hendrik
Title:
Quantum of choice. How learners' feedback monitoring decisions, goals and self-regulated learning skills are related
In:
Association for Computing Machinery (Hrsg.): LAK21 conference proceedings: The impact we make: The contributions of learning analytics to learning, the Eleventh International Conference on Learning Analytics & Knowledge, April 12-16, 2021, online, everywhere, New York; NY: Association for Computing Machinery, 2021 , S. 416-427
DOI:
10.1145/3448139.3448179
URL:
https://dl.acm.org/doi/10.1145/3448139.3448179
Publication Type:
4. Beiträge in Sammelbänden; Tagungsband/Konferenzbeitrag/Proceedings
Language:
Englisch
Keywords:
Chi-Quadrat-Test; Regressionsanalyse; Lernender; Entscheidungsfindung; Feedback; Lernziel; Selbstgesteuertes Lernen; Learning Analytics; Tool; Design; Lernplattform; MOOC <Massive Open Online Course>; E-Learning; Interaktion; Lernverhalten; Datenerfassung; Fragebogenerhebung
Abstract:
Learning analytics dashboards (LADs) are designed as feedback tools for learners, but until recently, learners rarely have had a say in how LADs are designed and what information they receive through LADs. To overcome this shortcoming, we have developed a customisable LAD for Coursera MOOCs on which learners can set goals and choose indicators to monitor. Following a mixed-methods approach, we analyse 401 learners' indicator selection behaviour in order to understand the decisions they make on the LAD and whether learner goals and self-regulated learning skills influence these decisions. We found that learners overwhelmingly chose indicators about completed activities. Goals are not associated with indicator selection behaviour, while help-seeking skills predict learners' choice of monitoring their engagement in discussions and time management skills predict learners' interest in procrastination indicators. The findings have implications for our understanding of learners' use of LADs and their design. (DIPF/Orig.)
DIPF-Departments:
Informationszentrum Bildung
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