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Highlights
• Transparency of design, reference frames and support for action were found to support students' sense-making of LA dashboards.
• The higher the overall SRL score, the more relevant the three factors were perceived by learners.
• Learner goals affect how relevant students find reference frames.
• The SRL effect on the perceived relevance of transparency depends on learner goals.
Abstract
Unequal stakeholder engagement is a common pitfall of adoption approaches of learning analytics in higher education leading to lower buy-in and flawed tools that fail to meet the needs of their target groups. With each design decision, we make assumptions on how learners will make sense of the visualisations, but we know very little about how students make sense of dashboard and which aspects influence their sense-making. We investigated how learner goals and self-regulated learning (SRL) skills influence dashboard sense-making following a mixed-methods research methodology: a qualitative pre-study followed-up with an extensive quantitative study with 247 university students. We uncovered three latent variables for sense-making: transparency of design, reference frames and support for action. SRL skills are predictors for how relevant students find these constructs. Learner goals have a significant effect only on the perceived relevance of reference frames. Knowing which factors influence students' sense-making will lead to more inclusive and flexible designs that will cater to the needs of both novice and expert learners.
Highlights
• Students have limited concerns about privacy in learning analytics (LA).
• Students' privacy concerns in LA vary across countries.
• Culture shapes students' privacy concerns in LA.
• Power distance, uncertainty avoidance and masculinity affect privacy concerns in LA.
• Cultural values should be considered in LA privacy management.
Abstract
Applications of learning analytics (LA) can raise concerns from students about their privacy in higher education contexts. Developing effective privacy-enhancing practices requires a systematic understanding of students’ privacy concerns and how they vary across national and cultural dimensions. We conducted a survey study with established instruments to measure privacy concerns and cultural values for university students in five countries (Germany, South Korea, Spain, Sweden, and the United States; N = 762). The results show that students generally trusted institutions with their data and disclosed information as they perceived the risks to be manageable even though they felt somewhat limited in their ability to control their privacy. Across the five countries, German and Swedish students stood out as the most trusting and least concerned, especially compared to US students who reported greater perceived risk and less control. Students in South Korea and Spain responded similarly on all five privacy dimensions (perceived privacy risk, perceived privacy control, privacy concerns, trusting beliefs, and non-self-disclosure behavior), despite their significant cultural differences. Culture measured at the individual level affected the antecedents and outcomes of privacy concerns. Perceived privacy risk and privacy control increase with power distance. Trusting beliefs increase with a desire for uncertainty avoidance and lower masculinity. Non-self-disclosure behaviors rise with power distance and masculinity and decrease with more uncertainty avoidance. Thus, cultural values related to trust in institutions, social equality and risk-taking should be considered when developing privacy-enhancing practices and policies in higher education.
Sleep and Attention-Deficit/Hyperactivity Disorder (ADHD) have repeatedly been found to be associated with each other. However, the ecological validity of daily life studies to examine the effect of sleep on ADHD symptoms is rarely made use of. In an ambulatory assessment study with measurement burst design, consisting of three bursts (each 6 months apart) of 18 days each, 70 German schoolchildren aged 10–12 years reported on their sleep quality each morning and on their subjective ADHD symptom levels as well as their sleepiness three times a day. It was hypothesized that nightly sleep quality is negatively associated with ADHD symptoms on the inter- as well as the intraindividual level. Thus, we expected children who sleep better to report higher attention and self-regulation. Additionally, sleepiness during the day was hypothesized to be positively associated with ADHD symptoms on both levels, meaning that when children are sleepier, they experience more ADHD symptoms. No association of sleep quality and ADHD symptoms between or within participants was found in multilevel analyses; also, no connection was found between ADHD symptoms and daytime sleepiness on the interindividual level. Unexpectedly, a negative association was found on the intraindividual level for ADHD symptoms and daytime sleepiness, indicating that in moments when children are sleepier during the day, they experience less ADHD symptoms. Explorative analyses showed differential links of nightly sleep quality and daytime sleepiness, with the core symptoms of inattention and hyperactivity/impulsivity, respectively. Therefore, future analyses should take the factor structure of ADHD symptoms into account.
Highlights
• Pre-service teachershave stereotypes towards pupils with autism, Down syndrome and dyslexia.
• Pupils with Down syndrome, autism and dyslexia are associated with distinctive stereotypes.
• These stereotypes can be classified in three resp. four different dimensions.
Abstract
Stereotypes about pupils with special educational needs are prevalent both in society and among pre- and in-service teachers. However, little is known about the specific stereotypes pre-service teachers associate with autistic pupils, pupils with Down syndrome, and pupils with dyslexia. We explored these in two studies. Study 1 (N=13) involved qualitative interviews to identify potential stereotype content. Study 2 (N=213) used these findings to create a questionnaire to quantify these stereotypes. We found distinct stereotypes associated with all three groups of pupils. For successful inclusion, teachers must recognize the uniqueness of each pupil, including those with different diagnoses.
Current deep learning methods are regarded as favorable if they empirically perform well on dedicated test sets. This mentality is seamlessly reflected in the resurfacing area of continual learning, where consecutively arriving data is investigated. The core challenge is framed as protecting previously acquired representations from being catastrophically forgotten. However, comparison of individual methods is nevertheless performed in isolation from the real world by monitoring accumulated benchmark test set performance. The closed world assumption remains predominant, i.e. models are evaluated on data that is guaranteed to originate from the same distribution as used for training. This poses a massive challenge as neural networks are well known to provide overconfident false predictions on unknown and corrupted instances. In this work we critically survey the literature and argue that notable lessons from open set recognition, identifying unknown examples outside of the observed set, and the adjacent field of active learning, querying data to maximize the expected performance gain, are frequently overlooked in the deep learning era. Hence, we propose a consolidated view to bridge continual learning, active learning and open set recognition in deep neural networks. Finally, the established synergies are supported empirically, showing joint improvement in alleviating catastrophic forgetting, querying data, selecting task orders, while exhibiting robust open world application.
Highlights
• Parents with and without migration background differ in educational knowledge.
• Parents with migration background have less educational knowledge on average.
• Variations in educational knowledge by immigrant groups.
• Social and cultural resources are central to explaining knowledge differences.
• Acculturation strategies prove to be of little relevance.
Abstract
Although extant research persistently highlights the importance of information for educational decision-making, better understanding the existence of, and the underlying reasons for, informational differences between immigrant and non-immigrant parents is important. This study examines the differences in the level of information between immigrant and non-immigrant parents of third graders just before they make probably their most important educational decision in the German education system. We draw on approaches highlighting the importance of resources and parents’ acculturation to explain the informational differences between immigrant and non-immigrant parents. Employing linear regression and probability models on data from the National Educational Panel Study in Germany (N = 3961), we demonstrate that all immigrant groups, particularly those from Turkey, the former Yugoslavia, the Middle East, and northern Africa, are significantly less informed than parents without own immigration experience. This result is evident both in our overall test and in various domains of the test, which analyze different aspects of information relevant to parents’ educational decision-making. Furthermore, different endowments with social and cultural capital largely explain the informational differences between parents with and without an immigrant background. In contrast, different acculturation strategies are almost negligible in explaining the differences in the level of information. Our findings provide important insights for research on migration-related inequalities in educational decision-making and for developing interventions to improve migrant parents’ ability to make well-informed and thus intended educational decisions.
Die Lebensphase Alter befindet sich in einem fundamentalen demografischen, sozialen und kulturellen Wandel. Sie ist dabei ambivalent: Einerseits ist sie nicht mehr vorrangig eine Phase des Rückzugs, sondern kann aktiv gestaltet werden. Andererseits ist die Lebensphase durch krisenhafte Erlebnisse, wie etwa den Austritt aus dem Erwerbsleben, Verlust des Partners/der Partnerin oder gesundheitliche Veränderungen gekennzeichnet. Lernen wird umso wichtiger, als es Selbstbestimmung und Aktivität unterstützen und gleichzeitig kritische Lebensereignisse bewältigen helfen kann. In diesem Beitrag wird auf Lernen als erfahrungsreflexiver Prozess geschaut und dargestellt, wie dieser in unterschiedlichen informellen Bildungssettings für ältere Menschen stattfinden kann.
Seit den 1970er Jahren haben sich die Universitäten für Senior*innen geöffnet; anfänglich nur durch die Öffnung bereits vorhandener Studiengänge, mehr und mehr aber auch durch gezielte Bildungsangebote für die Zielgruppe Älterer. Die „Universität des 3. Lebensalters“ (U3L) an der Universität Frankfurt bietet seit 40 Jahren Angebote für Ältere und hat daher Einblicke in die Bildungsbedürfnisse dieser Zielgruppe im Wandel der Zeit gesammelt: Überwog früher das Nachholen akademischer Bildung als Motiv für die Teilnahme, so geht es den sogenannten „Babyboomern“ (Jahrgänge 1955-1964) vielfach um Selbstreflexion von Lebensgestaltung und Lebensvollzug. Am Beispiel der beiden mehrjährigen Lehr-/Lern-Projekte „Biografie und Gesellschaft“ und „Männlichkeiten im Altern“ zeigt der Autor im vorliegenden Beitrag, wie eine teilnehmer*innenorientierte Seminargestaltung für diese Zielgruppe didaktisch erfolgen kann: die Inhalte in allen Phasen der didaktischen Planung entlang der biografisch begründeten Interessen der Teilnehmer*innen ausrichten, die Seminare partizipativ anlegen, eigene und fremde Erfahrungen einbeziehen, Emotionen achtsam aufgreifen und reflektieren. Als Lehrender beschreibt er sich als neugieriger und interessierter Ermöglicher und Begleiter von Lernprozessen, der sich auch selbst als alternder Mit Mensch einbringt.
The new forms and practices of communication on the Internet open up an interdisciplinary field of research within which social media interaction is a central research area. In the first months after the outbreak of the Corona pandemic (2020), fake news has been spread massively via social media. Social media data allow the extraction of large amounts of data and can be used in a variety of ways, e.g., to detect side effects of drugs or to identify groups of people who are critical of certain treatments. Drawing on comments on the discussion platform Reddit, the article reveals the role of everyday experience in fixing knowledge about the placebo effect.
The article deals with the educational language German at German schools abroad and DSD schools in Romania. Schools in regions with autochthonous German minorities are given special consideration, as these contribute to the preservation of the minority‘s cultural identity. Existing empirical studies on language use and language retention at DSD schools are discussed and it is proposed that analyzes should not only be devoted to the norm-orientation in the language use of pupils, but to interactive processes in subject teaching.