Exploring students’ expectations of learning analytics: A person-centered approach

Education and Information Technologies - In order to successfully implement learning analytics (LA), we need a better understanding of student expectations of such services. Yet, there is still a...     

University students’ meta-modelling knowledge

Background: As one part of scientific meta-knowledge, students’ meta-modelling knowledge should be promoted on different educational levels such as primary school, secondary school and university. This study focuses on the assessment of university students’ meta-modelling knowledge using a paper–pencil questionnaire.

Purpose: The general purpose of this study was to assess and to describe university students’ meta-modelling knowledge. More specifically, it was analysed to what extent the meta-modelling knowledge, as expressed in a questionnaire, depends on the scientific discipline to which university students relate their answer and the concrete model to which they refer while answering.

Sample: N = 184 students from one German university voluntarily participated in this study.

Design and methods: The questionnaire was developed based on a theoretical framework for model competence and includes constructed response items asking about the purpose of models, ways for testing models and reasons for changing models. Students written answers were first analysed qualitatively based on the theoretical framework to decide whether they expressed advanced understandings or not. Further analyses then were conducted quantitatively.

Results: Findings suggest that only few university students possess an advanced meta-modelling knowledge. However, significant more students who relate their answers to the STEM-disciplines expressed advanced understandings than those who referred to social sciences or linguistics/philology. Furthermore, university students who expressed an advanced meta-modelling knowledge referred to rather abstract kinds of models in order to explain their view.

Conclusions: The present study supports the assumption that meta-modelling knowledge may be situated and contextualised. Both the scientific discipline and the concrete model to which university students refer seem to be relevant item features influencing university students’ expressed meta-modelling knowledge. Implications for assessment and teaching are discussed in the article.     

University students’ conceptions of the good teacher: A Hong Kong perspective

One way that universities assess teaching effectiveness is by eliciting student feedback. However, what standards do students themselves use to judge whether a lecturer is a ‘good’ teacher? As part of a study carried out at a Hong Kong university, students were interviewed about their first-year learning experience and asked what they felt constituted ‘good’ and “bad’ teaching. Unlike when asked to complete teacher effectiveness surveys, no criteria or characteristics were given. Responses focused primarily on teaching skills that supported student learning and encouraged critical thinking, particularly the teacher’s ability to give clear explanations supported by relevant, practical examples.     

Instruments to assess students’ critical thinking—A qualitative approach

Critical thinking (CT) skills are essential to academic and professional success. Instruments to assess CT often rely on multiple-choice formats with inherent problems. This research presents two instruments for assessing CT, an essay and open-ended group-discussion format, which were implemented in an undergraduate business course at a large public university. The topics were intentionally chosen to be digitally-related (internet access and social media) since they raise complex issues, are applicable in many disciplines, and students are avid users, thereby making these instruments relevant, multidisciplinary, engaging, and multifaceted. These instruments may be adapted to enable educators to effectively assess undergraduate students’ ability to think critically. Qualitative analysis of the verbatim data with NVivo helps demonstrate the instruments’ efficacy in assessing CT, with (1) high-quality responses receiving high grades, and (2) overarching themes identified by content analysis, that coalesce into the three dimensions of social justice theory (distributive, procedural, and interactional), thus illustrating students’ consideration of complex fairness norms and societal needs. Excerpts of student responses are provided as illustrations of the indicators/evidence of critical thinking. Educators can use these instruments to first assess students’ CT skills, and then devise targeted interventions to improve the quality of students’ thought processes.     

University students’ grasp of inflection points

This paper describes university students’ grasp of inflection points. The participants were asked what inflection points are, to mark inflection points on graphs, to judge the validity of related statements, and to find inflection points by investigating (1) a function, (2) the derivative, and (3) the graph of the derivative. We found four erroneous images of inflection points: (1) f ′ (x)?=?0 as a necessary condition, (2) f ′ (x)?≠?0 as a necessary condition, (3) f ″ (x)?=?0 as a sufficient condition, and (4) the location of “a peak point, where the graph bends” as an inflection point. We use the lenses of Fischbein, Tall, and Vinner and Duval’s frameworks to analyze students’ errors that were rooted in mathematical and in real-life contexts.     

First-year university students’ academic success: the importance of academic adjustment

Considering the pivotal role of academic adjustment for student success, it is important to gain insight into how several motivational and behavioural factors affect academic adjustment and the extent to which academic adjustment influences student success. This empirical study investigated how intrinsic motivation, academic self-efficacy, self-regulated study behaviour and satisfaction with the chosen degree programme influenced academic adjustment in university and how these variables and adjustment affected three important indicators of student success: grade point average (GPA), attained number of credits (ECTS) and intention to persist. The sample consisted of 243 first-year university students in the Netherlands. Structural equation modelling showed that academic adjustment was influenced by intrinsic motivation, self-regulated study behaviour and degree programme satisfaction, which together explained 72% of the variance in adjustment. Motivational and behavioural variables did not influence GPA and credits directly but through academic adjustment. Furthermore, only satisfaction with the degree programme predicted intention to persist. These results point to the importance of academic adjustment in predicting university GPA and credits and the pivotal role of satisfaction with the degree programme in predicting intention to persist. Universities could integrate the development of self-regulated study skills—the biggest contributor to academic adjustment—in the first-year programme. Moreover, looking at the importance of students’ satisfaction with the programme, communication and collaboration between secondary schools and universities should be enhanced in order to help students to choose a university degree programme that matches their abilities, interests and values.     

Managing reading and related literacy difficulties: University students’ perspectives

This study explored the experiences of university students who identified as always having had reading difficulties. Thirty-three participants, all from one Australian university, were surveyed and 10 were also interviewed. Findings revealed that many shared academic challenges related to studying, along with a belief that their difficulties were not well understood by staff or peers. While participants disclosed many similar personal struggles related to completing their studies, positive attributes such as determination and time management strategies were frequently mentioned as instrumental in allowing them to reach university. Experiences were more variable regarding awareness of, access to, and satisfaction with university-based support and academic adjustments. To facilitate optimal inclusive educational practices, this study supports the need for greater awareness among staff about challenges faced by these university students along with a more individualised and targeted approach to providing them with academic supports and accommodations.     

Understanding students’ experiences of professionalism learning: a ‘threshold’ approach

Professionalism is a core element of curricula in many disciplines but can be difficult to teach and learn. This study used audio-diary methodology to identify professionalism threshold concepts in a small group learning setting in undergraduate medicine and to understand factors that might facilitate students to ‘get’ such concepts. Fifteen students and seven tutors kept audio-diaries over two terms. Data were analysed qualitatively for content. The key themes were then cross referenced to threshold concept criteria (e.g. where language indicated that learning was troublesome, integrative or transformative). Seven potential threshold concepts were identified which centred on students’ developing professional identities including working with uncertainty, considering the bigger picture, not needing to know everything and professional culture. Reflection on workplace experiences within a small group helped students ‘get’ these concepts. The study concludes that threshold concepts and audio-diaries are useful tools for understanding lived experiences of professionalism learning.     

The ‘secrets’ of Chinese students’ academic success: academic resilience among students from highly competitive academic environments

Abstract

Given Chinese students often perform well academically despite the challenges of their competitive academic environments, it is important to explore what enables the academic resilience of these students. Moreover, because the extant resilience literature is biased towards Western accounts of resilience, it is crucial that non-Western perspectives be added to this literature. In this study, three factors from family and school settings were examined: namely, parental supervision, school involvement and recognition, and school expectation of behaviour. We did so among 693 11th grade Chinese students from two of the largest provinces participating in the competitive college entrance examination in China. Participants completed a questionnaire comprising a series of individual, family, and school variables that were complemented by academic achievement data drawn from school records. Results showed that Chinese parents’ supervision and school involvement and recognition are significantly and negatively associated with low school commitment and individual conflict attitude, which are important protective factors in reducing adolescents’ risk of problem behaviours and promoting academic resilience. This study highlights the importance of taking a multidimensional approach to building academic resilience among those from highly competitive settings in China.     

Leadership and students’ academic success: mediating effects of self-efficacy and self-determination

When exploring the effects of leadership on students, most studies have focused on either how leadership affects the students’ academic outcomes or how it contributes to their personal development. This study merged both approaches and aimed to measure the mediating effects of self-efficacy and self-determination among leadership, students’ intentions to persist and GPA. A Structural Equation Analysis was applied to a data-set of 1009 students from 39 countries to examine these relationships. The results showed a full mediating effect of academic self-efficacy between leadership and students’ intentions to persist and between leadership and GPA, and revealed a full mediating effect of self-determination through autonomy and relatedness constructs between leadership and intention to persist. This result implies that even though leadership does not directly affect students’ academic outcomes, it enhances their confidence and motivation, which provides them with the inner drive to aim high, persevere and achieve their goals. The theoretical and practical implications of these results are also discussed.     

University students’ perceptions of summative assessment: The role of context

We report on a mixed-method study that compared students’ perceptions of summative assessment across two distinct disciplines – education and mathematics, at two research-intensive institutions in the UK. The disciplines chosen represent opposing positions in Biglan’s classification of academic disciplines, as well as having very different assessment practices. Results suggest that these education students prefer to be assessed by methods they perceive to discriminate on the basis of academic abilities. Moreover, they perceive the traditional closed-book examination as inadequate to assess the capabilities which are key to being successful in their subject, which fits some but not all of the general findings in the literature. However, comparing these results with those of an identical study with mathematics students, we find that the perceptions of summative assessment are very different. We account for that difference by suggesting that students’ epistemic beliefs play a role in shaping these perceptions and conclude that, in designing summative assessment in higher education, generalised and centralised forces for change need to be tempered by contextual and disciplinary factors.     

A boundary-crossing approach to support students’ integration of statistical and work-related knowledge

Vocational students and beginning professionals typically find it hard to integrate the mathematics and statistics that they have learned at school with work-related knowledge. To explore how such an integration process could be supported, we conducted an intervention in secondary vocational laboratory education. Our boundary-crossing approach was informed by the literature on boundary crossing and accompanying learning mechanisms (e.g., reflection in the form of perspective making and taking, and transformation in the form of hybridization). We hypothesized that reflection, as making and taking perspectives on school-taught and work-related knowledge, could lead to transformation, i.e., help students integrate these types of knowledge into a hybridized whole. Data collection included video and audio recordings of five 1-h meetings with three students, the data from their research projects, and interviews with the teacher and two workplace supervisors. The analysis of the students’ reasoning during the meetings revealed that their level of integrating school-taught statistics and work-related knowledge increased significantly and with a medium effect size. This suggests that a boundary-crossing approach can support students in integrating school-taught and work-related knowledge.     

A mistake based approach probing students’ understanding of PV-type work in thermodynamics

There are several concepts in molecular thermodynamics which easily befuddle students. PV-type work done, presents one such example. Classifying the systematic mistakes made by students in response to a concept-based question on work done in thermodynamics, and sharing them across a public forum results in a paradigm of learning called the ‘mistake based approach’. This approach is a subset of a popular genre in science education known as ‘student conception studies’. It extends beyond thermodynamics itself, is particularly amenable to undergraduate education and applies to multiple disciplines of science and beyond.     

A dynamic multilevel modeling approach to university students’ anxiety and hope regulation

Preparing for an exam entails various exam-related emotions. To ensure psychologically healthy behavior and an effective learning process, emotion regulation is highly important. In the present study, we used a dynamic multilevel modeling approach to analyse the interplay of exam-related anxiety and hope, as well as four regulation strategies over time. This study provides valuable insights into students’ emotion regulation in academic settings. Specifically, we measured students’ emotions and regulation strategies (cognitive approach, cognitive avoidance, behavioral approach, behavioral avoidance) across two weeks of measurement. In total, 217 university students answered several questionnaires via an electronic device during two different measurement periods lasting 7 days each. These measurement periods were 5 weeks (day 35–29) and one week (day 7 to 1) prior to an important exam. During their everyday life, they answered these questionnaires six times a day. We applied dynamic multilevel modeling to analyse the data. Results revealed cross-lagged relationships of exam-related emotions on regulation strategies, with the strongest cross-lagged relationship being found for hope and the cognitive approach regulation strategy. Moreover, the temporal distance to the exam affected the strength and direction of these cross-lagged relationships. This study suggests the importance of considering the mechanisms of emotion regulation on the situation level, and that strategies should be tailored to the individual situation rather than employing universal strategies. Further, the extent to which we can interpret the lagged relationships as suggestive of causal mechanisms are discussed.     

‘Hardworking,determined and happy’: first-year students’ understanding and experience of success

While all agree student success in higher education is important, there is less agreement on what it means to be a successful student. Student success is often measured by institutional reports of grades, student retention and qualification completion. More recently, broader definitions have emerged; however, these do not incorporate student perceptions of success. The current study addresses this gap by exploring how first-year students talk about their success. Drawing from weekly interviews of students at an Australian regional university, the data are analysed through the lens of a conceptual framework of student engagement. The findings demonstrate that success is inextricably linked with student engagement as well as other dimensions of the student experience. As expected, students assess their success extrinsically with institutional measures such as grades and feedback. In addition, their behavioural engagement was seen as a more immediate measure of their success, while happiness and satisfaction were necessary for some students to feel successful. Perceptions of success have important consequences for students in terms of increased positive emotions, self-efficacy and course belonging. Success for these students has multiple dimensions. These findings give rise to suggestions for a staged approach to supporting first-year student success. However, the student experience is complex and multifaceted and further research is needed with different student cohorts who may define and experience success in other ways.     

University students’ conceptions of learning across multiple domains

Research on students’ conceptions of learning is a growing and complex area of interest in the field of psychology of education. Even though much of the investigation addressed to explore conceptions of learning at the university level, still less research has considered how naïve (i.e. ‘learning as reduction of deficit knowledge through individual effort’) and sophisticated (i.e. ‘learning as opportunity and self-efficacy’) conceptions of learning are related to personal and contextual factors. This research investigated how gender, academic area, and level of study influence university students’ conceptions of learning. Three hundred forty-six university students participated in the study. They were either from humanities (240) or technical-scientific (106) areas of study and they were attending either a Bachelor (140) or Master’s degree (206) course. Conceptions of learning were explored using a self-report instrument (Learning Conceptions Questionnaire; LCQ). A MANOVA revealed that females show conceptions of learning more related to social and motivational aspects of learning with a greater personal involvement, compared with males. No typical pattern of conceptions of learning was found for humanities students or for technical-scientific students. Increasing with the level of study, students showed both naïve and sophisticated conceptions of learning increased, since both ‘learning as reduction of deficit knowledge through individual effort’ and ‘learning as opportunities and self-efficacy’ were more likely. Implications of these results and future lines of research will be discussed.     

University as vocational education: working‐class students’ expectations for university

Labor market conditions, a pervasive public discourse about the benefits of higher education, and parental hopes push many young working‐class people into university. The institutional culture and demands of university, however, often remain elusive and fraught with uncertainty. In this paper, I draw on qualitative interviews with first‐generation, working‐class students at a Canadian university to analyze the ways in which these students discuss their reasons to attend and their expectations for university, and the implications of their attitudes for their future success at university. Analysis of the interview data shows how the relatively high and risky investment of working‐class youth in education leads to strong utilitarian and vocational orientations toward university. Although a narrow focus on the career potential of university is generally perceived as problematic, I argue that it may also help working‐class students in their transition to university. Nonetheless, a critical educational process is necessary that not only helps working‐class students achieve their educational and occupational goals, but also understand their unique status in a social institution that they entered as outsiders.     

Pathway to success: using students’ insights and perspectives to improve retention and success for university students from low socioeconomic (LSE) backgrounds

In an increasingly complex landscape of diversification and massification, universities are grappling with challenges of student attrition. This paper presents findings from a project investigating how students from low socio-economic backgrounds at a regional Australian university perceive challenges and supports associated with retention and success. Twenty-seven students received intensive one-to-one support from a Faculty-embedded ‘academic advisor’, and reflected on this support, their overall student experience, and strategies to enhance student success. Students identified a range of challenges that they experienced across an academic year (personal circumstances, lack of preparedness for university study, timely access to support, course/programme difficulties) and what worked well for them (academic advisor, University support services, growing confidence in self as competent student, peer support). A range of strategies for enhancing student success were identified by students, namely consistency across teaching design and delivery, transparency of delivery modes, mandatory orientation, access to a dedicated academic advisor, and increased peer connectedness. The applicability and viability of the proposed strategies within current higher education settings are explored.