{"title":"Rethinking Pedagogical Use of Eye Trackers for Visual Problems with Eye Gaze Interpretation Tasks","authors":"David John, Ritayan Mitra","doi":"10.14786/flr.v11i2.1165","DOIUrl":"https://doi.org/10.14786/flr.v11i2.1165","url":null,"abstract":"Eye tracking technology enables the visualisation of a problem solver's eye movement while working on a problem. The eye movement of experts has been used to draw attention to expert problem solving processes in a bid to teach procedural skills to learners. Such affordances appear as eye movement modelling examples (EMME) in the literature. This work intends to further this line of work by suggesting how eye gaze data can not only guide attention but also scaffold learning through constructive engagement with the problem solving process of another human. Inferring the models’ problem solving process, be it that of an expert or novice, from their eye gaze display would require a learner to make interpretations that are rooted in the knowledge elements relevant to such problem solving. Such tasks, if designed properly, are expected to probe or foster a deeper understanding of a topic as their solutions would require not only following the expert gaze to learn a particular skill, but also interpreting the solution process as evident from the gaze pattern of an expert or even of a novice. This position paper presents a case for such tasks, which we call eye gaze interpretation (EGI) tasks. We start with the theoretical background of these tasks, followed by a conceptual example and representation to elucidate the concept of EGI tasks. Thereafter, we discuss design considerations and pedagogical affordances, using a domain-specific (chemistry) spectral graph problem. Finally, we explore the possibilities and constraints of EGI tasks in various fields that require visual representations for problem solving.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":"26 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139272701","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
L.B.M.M. Boels, Alex Lyford, Arthur Bakker, P. Drijvers
{"title":"Assessing Students’ Learning when Interpreting Histograms: A Gaze-Based Machine Learning Analysis","authors":"L.B.M.M. Boels, Alex Lyford, Arthur Bakker, P. Drijvers","doi":"10.14786/flr.v11i2.1139","DOIUrl":"https://doi.org/10.14786/flr.v11i2.1139","url":null,"abstract":"Students consistently misinterpret histograms. Statistics education literature suggests that solving dotplot items can support correct histogram interpretations. We therefore explore how students’ micro-level histogram interpretations alter during assessment, with the research question: In what way do Grades 10–12 pre-university track students’ histogram interpretations change after solving dotplot items? Students were asked to estimate or compare arithmetic means. Students’ gaze data, answers, and stimulated recall interview data were collected. We used students’ gaze data on four histogram items as inputs for a machine learning algorithm (MLA; random forests). Our MLA can quite accurately classify if students’ gaze data belong to an item solved before or after the dotplot items. Moreover, we found that the direction (e.g., almost vertical) and length of students’ saccades were different on the before and after items. A change in this perceptual form could therefore indicate a change in strategies. Two more indications of actual learning were found. This study is novel in three ways: a novel use of spatial gaze data, use of a MLA for finding differences in gazes that are relevant for changes in students’ topic specific strategy and the first that investigates students’ micro-learning during an assessment. We consider a most likely explanation for the results that the action of solving dotplot items creates readiness for learning and that reflecting on the solution strategy during recall then brings new insights. This study is important for theories on readiness for learning and practice effects, and it has implications for large-scale assessments and homework.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47862932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Peer cooperation during teaching in paired field placements: Forms and challenges","authors":"Minh-Ly Do, T. Hascher","doi":"10.14786/flr.v11i1.1305","DOIUrl":"https://doi.org/10.14786/flr.v11i1.1305","url":null,"abstract":"\u0000Paired field placement is an important element of teacher education where student teachers can acquire professional cooperative skills through team teaching. However, little is known about challenges that student teachers face during team teaching. Also, knowledge about challenges during the team teaching process (e.g. planning, instruction, reflection) is scarce. This study focuses on pre-primary and primary student teachers’ challenges with peer cooperation during team teaching, the problems they face and how they cope with negative experiences. Data was collected from 30 student teachers through in-depth, semi-structured interviews. Results reveal various forms of conflict during different phases of peer cooperation in team teaching such as lack of flexibility due to pressure to follow agreements, or unclear roles and responsibilities. Instruction turns out to be the most challenging phase of team teaching, with lack of compatibility with the peer as the most frequent reason for problems. Reflection is rarely used as a cooperative setting. The findings also revealed the frequent use of reactive strategies to cope with challenges, particularly the strategy of avoiding problems. \u0000","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42780689","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
E. Prast, Kim Stroet, Arnout Koornneef, T. Wilderjans
{"title":"What do students think about differentiation and within-class achievement grouping?","authors":"E. Prast, Kim Stroet, Arnout Koornneef, T. Wilderjans","doi":"10.14786/flr.v11i1.1079","DOIUrl":"https://doi.org/10.14786/flr.v11i1.1079","url":null,"abstract":"Differentiation and achievement grouping are frequently implemented practices to adapt education to students’ varying educational needs based on achievement level. Potential didactical and socioemotional advantages and disadvantages of these practices have been discussed in the literature. However, little is known about the perspective of students themselves. This study examined how students (N = 428) perceived differentiation and within-class homogeneous achievement grouping in primary mathematics education, with attention for potential differences between students of diverse achievement levels. Students of Grades 1, 3 and 5 completed a questionnaire about various differentiated mathematics activities and (if applicable) within-class achievement grouping. In line with the didactical perspective on differentiation, extended instruction and less difficult tasks were appreciated most by low-achieving students whereas more difficult tasks were appreciated most by high-achieving students. Students of all achievement groups had largely positive attitudes about achievement grouping and about their own achievement group. However, some differences between achievement groups were found, with less favourable results for students placed in low achievement groups. Students’ responses to open-ended questions provided additional insights into the reasons behind students’ evaluations of differentiation and achievement grouping. Differences between grade levels were also explored.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47549862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Susanne Schmidt, O. Zlatkin‐Troitschanskaia, R. Shavelson
{"title":"Modeling and Measuring Domain-Specific Quantitative Reasoning in Higher Education Business and Economics","authors":"Susanne Schmidt, O. Zlatkin‐Troitschanskaia, R. Shavelson","doi":"10.14786/flr.v11i1.885","DOIUrl":"https://doi.org/10.14786/flr.v11i1.885","url":null,"abstract":"Quantitative reasoning is considered a crucial prerequisite for acquiring domain-specific expertise in higher education. To ascertain whether students are developing quantitative reasoning, validly assessing its development over the course of their studies is required. However, when measuring quantitative reasoning in an academic study program, it is often confounded with other skills. Following a situated approach, we focus on quantitative reasoning in the domain of business and economics and define domain-specific quantitative reasoning primarily as a skill and capacity that allows for reasoned thinking regarding numbers, arithmetic operations, graph analyses, and patterns in real-world business and economics tasks, leading to problem solving. As many studies demonstrate, well-established instruments for assessing business and economics knowledge like the Test of Understanding College Economics (TUCE) and the Examen General para el Egreso de la Licenciatura (EGEL) contain items that require domain-specific quantitative reasoning skills. In this study, we follow a new approach and assume that assessing business and economics knowledge offers the opportunity to extract domain-specific quantitative reasoning as the skill for handling quantitative data in domain-specific tasks. We present an approach where quantitative reasoning – embedded in existing measurements from TUCE and EGEL tasks – will be empirically extracted. Hereby, we reveal that items tapping domain-specific quantitative reasoning constitute an empirically separable factor within a Confirmatory Factor Analysis and that this factor (domain-specific quantitative reasoning) can be validly and reliably measured using existing knowledge assessments. This novel methodological approach, which is based on obtaining information on students’ quantitative reasoning skills using existing domain-specific tests, offers a practical alternative to broad test batteries for assessing students’ learning outcomes in higher education.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42041966","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Aloysius Anyichie, Deborah L Butler, Nancy E. Perry, S. Nashon
{"title":"Examining Classroom Contexts in Support of Culturally Diverse Learners’ Engagement: An Integration of Self-Regulated Learning and Culturally Responsive Pedagogical Practices.","authors":"Aloysius Anyichie, Deborah L Butler, Nancy E. Perry, S. Nashon","doi":"10.14786/flr.v11i1.1115","DOIUrl":"https://doi.org/10.14786/flr.v11i1.1115","url":null,"abstract":"Research shows that culturally diverse students are often disengaged in multicultural classrooms. To address this challenge, literatures on self-regulated learning (SRL) and culturally responsive teaching (CRT) both document practices that foster engagement, although from different perspectives. This study examined how classroom teachers at schools that enrol students from diverse cultural communities on the West Coast of Canada built on a Culturally Responsive Self-Regulated Learning Framework to design complex tasks that integrated SRL pedagogical practices (SLPPs) and culturally-responsive pedagogical practices (CRPPs) to support student engagement. Two elementary school teachers and their 43 students (i.e., grades 4 and 5) participated in this study. We used a multiple, parallel case study design that embedded mixed methods approaches to examine how the teachers integrated SRLPPs and CRPPs into complex tasks; how culturally diverse students engaged in each teacher’s task; and how students’ experiences of engagement were related to their teachers' practices. We generated evidence through video-taped classroom observations, records of classroom practices, students’ work samples, a student self-report, and teacher interviews. Overall findings showed: (1) that teachers were able to build on the CR-SRL framework to guide their design of an CR-SRL complex task; (2) benefits to students’ engagement when those practices were present; and (3) dynamic learner-context interactions in that student engagement was situated in features of the complex task that were present on a given day. We close by highlighting implications of these findings, limitations, and future directions. \u0000 \u0000 ","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45677701","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Murtonen, Erkki Anto, E. Laakkonen, Henna Vilppu
{"title":"University teachers’ focus on students: Examining the relationships between visual attention, conceptions of teaching and pedagogical training","authors":"M. Murtonen, Erkki Anto, E. Laakkonen, Henna Vilppu","doi":"10.14786/flr.v10i2.1031","DOIUrl":"https://doi.org/10.14786/flr.v10i2.1031","url":null,"abstract":"Teachers’ focus on their students’ learning is considered central in high-quality university teaching. This frontline research introduces a novel way to study how focusing on students’ learning can be found on the level of teachers’ visual noticing combined with verbal interpretations, i.e. their professional vision, when they observe teaching situations. A central question is also, whether professional vision skills are connected to teachers’ pedagogical education. Two short videos depicting teaching during a lecture, including different types of trigger events, were presented to teachers (N = 49), who were asked to think aloud while watching, and numerically evaluate the success of the teaching, to reveal their interpretation of the teaching situation. The results showed that pedagogically trained teachers paid more visual attention on the students and less on the teacher. Visual noticing of critical incidents preceded the formulation of accurate verbal interpretations. Noticing that the students were not active was connected to learning facilitating conceptions, which were further connected with corresponding numerical evaluation of the successfulness of teaching. Teachers who visually notice the important incidents during teaching can also formulate a more accurate verbal interpretation of the situation. Contrary to studies at lower levels of education, our study did not found evidence on the connection between teaching experience and professional vision. At the university level, pedagogical education seems to be a stronger predictor of professional vision.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48234051","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
C. Hirt, Johannes Jud, Amina Rosenthal, Yves Karlen
{"title":"How Motivated are Teachers to Promote Self-Regulated Learning? A Latent Profile Analysis in the Context of Expectancy-Value Theory","authors":"C. Hirt, Johannes Jud, Amina Rosenthal, Yves Karlen","doi":"10.14786/flr.v10i2.1113","DOIUrl":"https://doi.org/10.14786/flr.v10i2.1113","url":null,"abstract":"Motivation is a core element of teachers’ professional competences and, therefore, of great importance to teaching and learning. Motivation might explain why teachers do or do not promote self-regulated learning (SRL). Drawing on expectancy-value theory (EVT), this study used a person-centred approach to investigate to what extent multiple motivational aspects (self-efficacy; intrinsic interest, extrinsic utility, and attainment value; opportunity and effort costs) shape teachers’ motivational profiles. It examined the extent to which those profiles differ regarding experience in promoting SRL, the implicit theory of SRL, and the promotion of SRL. The study sample consisted of N = 280 in-service teachers (51.8% women; Mage = 44.34, SD = 10.82). Three profiles were identified: The high costs profile (profile 1, 30.8% of teachers), the moderate profile (profile 2, 24.4% of teachers), and the high success expectations and task values profile (profile 3, 44.8% of teachers). Further analyses revealed significant differences between these profiles concerning experience in promoting SRL, implicit theory of SRL, and the promotion of SRL, with Profile 1 showing the lowest values and Profile 3 the highest for each factor. The study found that high expectations are associated with high values, and costs are low when expectations and values are high and vice versa. This is in line with the assumptions of EVT and is applicable to all three profiles. These results indicate a clear need to support teachers in promoting SRL, especially those with high perceived costs, to ensure costs do not override the other considerations in EVT. Overall, this study is ‘frontline’ because it highlights the relevance of motivation as an aspect of teachers’ professional competences in promoting SRL. Furthermore, this study emphasizes the importance of combining EVT and SRL to provide a more nuanced picture of teachers’ motivation to promote SRL. It offers new insights that could influence the conceptualization of professional development programs for SRL.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46292722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Miikka Turkkila, J. Lavonen, K. Salmela‐Aro, Kalle Juuti
{"title":"New Materialist Network Approaches in Science Education: A Method to Construct Network Data from Video","authors":"Miikka Turkkila, J. Lavonen, K. Salmela‐Aro, Kalle Juuti","doi":"10.14786/flr.v10i2.949","DOIUrl":"https://doi.org/10.14786/flr.v10i2.949","url":null,"abstract":"Lately, new materialism has been proposed as a theoretical framework to better understand material-dialogic relationships in learning, and concurrently network analysis has emerged as a method in science education research. This paper explores how to include materiality in network analysis and reports the development of a method to construct network data from video. The approaches, 1) information flow, 2) material semantic and 3) material engagement, were identified based on the literature on network analysis and new materialism in science education. The method was applied and further improved with a video segment from an upper secondary school physics lesson. The example networks from the video segment show that network analysis is a potential research method within the materialist framework and that the method allows studies into the material and dialogic relationships that emerge when students are engaged in investigations in school.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42531510","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Toni Kempler Rogat, C. Hmelo‐Silver, B. Cheng, A. Traynor, Temitope F. Adeoye, Andrea S. Gomoll, Brenda K Downing
{"title":"A Multidimensional Framework of Collaborative Groups’ Disciplinary Engagement","authors":"Toni Kempler Rogat, C. Hmelo‐Silver, B. Cheng, A. Traynor, Temitope F. Adeoye, Andrea S. Gomoll, Brenda K Downing","doi":"10.14786/flr.v10i2.863","DOIUrl":"https://doi.org/10.14786/flr.v10i2.863","url":null,"abstract":"Abstract\u0000This research is aimed at developing novel theory to advance innovative methods for examining how collaborative groups progress toward productively engaging during classroom activity that integrates disciplinary practices. This work draws on a situative perspective, along with prior framings of individual engagement, to conceptualize engagement as a shared and multidimensional phenomenon. A multidimensional conceptualization affords the study of distinct engagement dimensions, as well as the interrelationships of engagement dimensions that together are productive. Development and exploration of an observational rubric evaluating collaborative group disciplinary engagement (GDE) is presented, leveraging the benefits of observational methods with a rubric specifying quality ratings, enabling the potential for analyses of larger samples more efficiently than prior approaches, but with similar ability to richly characterize the shared and multidimensional nature of group engagement. Mixed-methods analyses, including case illustrations and profile analysis, showcase the synergistic interrelations among engagement dimensions constituting GDE. The rubric effectively captured engagement features that could be identified via intensive video analysis, while affording the evaluation of broader claims about group engagement patterns. Application of the rubric across curricular contexts, and within and between lessons across a curricular unit, will enable comparative studies that can inform theory about collaborative engagement, as well as instructional design and practice.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48773330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}