A large-scale implementation of predictive learning analytics in higher education: the teachers’ role and perspective

By collecting longitudinal learner and learning data from a range of resources, predictive learning analytics (PLA) are used to identify learners who may not complete a course, typically described as being at risk. Mixed effects are observed as to how teachers perceive, use, and interpret PLA data, necessitating further research in this direction. The aim of this study is to evaluate whether providing teachers in a distance learning higher education institution with PLA data predicts students’ performance and empowers teachers to identify and assist students at risk. Using principles of Technology Acceptance and Academic Resistance models, a university-wide, multi-methods study with 59 teachers, nine courses, and 1325 students revealed that teachers can positively affect students’ performance when engaged with PLA. Follow-up semi-structured interviews illuminated teachers’ actual uses of the predictive data and revealed its impact on teaching practices and intervention strategies to support students at risk.

     

Alternative Assessment Portfolios for Students with Intellectual Disabilities: A Case Study

Abstract

Twenty‐eight classroom teachers identified students in their rooms who were low achievers, at‐risk learners; low achievers, not at risk; average achievers; and special education students. We videotaped these students during reading lessons conducted by their teachers. Using a stimulated recall procedure, we interviewed teachers and asked them to report their thought processes during instruction, especially those that pertained to the target children. We found that teachers reported significantly more negative thoughts about at‐risk learners' than about average achievers' attending behavior and ability‐performance. Furthermore, at‐risk learners received a greater number of comments focused on the need to monitor their performance. Special education students received significantly more positive and negative comments about attending than did average achievers. In addition, they received more miscellaneous positive comments than did low, not at‐risk, and average achievers. Finally, teachers reported making more classroom modifications for this group than for average students. Implications for prereferral classroom interventions are discussed.     

Who,when, why and to what end? Students at risk of negative student–teacher relationships and their outcomes

The student–teacher relationship is critically important: influencing children's academic, social, behavioural and emotional development. While much research has examined the predictors and consequences of the student–teacher relationship across the school years, no review to date has focused specifically on the characteristics and outcomes of students who are already at a heightened risk of experiencing a negative student–teacher relationship. This review explores the characteristics that place students at such risk, the periods throughout schooling when students are most at risk, the influence of previous attachment relationships, including those with other teachers and parents, and the impact that a positive or negative student–teacher relationship can have. It concludes by examining the predictive and protective functions of student–teacher relationships: both for students in mainstream cohorts and for students who are at risk.     

Web-Based Professional Development Model to Enhance Teaching of Strategies for Online Academic Research in Middle School

High-quality professional development is needed to prepare teachers to help students learn how to conduct online academic research and meet Common Core State Standards for English Language Arts. This study created and evaluated a Web-based professional development program with five instructional modules designed to prepare middle-school teachers to teach their students nine strategies for conducting academic research online. The online professional development program was specifically created to help teachers implement the previously developed online SOAR Student Toolkit curriculum with all students in inclusive classrooms. Results of a 2015–2016 pilot study conducted with 13 teachers and 477 students in sixth to eighth grades indicated that most teachers perceived the professional development program to be of high quality and relevant in helping them teach online research skills to their students. Students significantly improved online research skills after learning from trained teachers (27 percentage points improvement, from 18% at pretest to 45% at posttest).     

Teachers' and At‐Risk Students' Stimulated Recall of Instruction

Abstract

Using the stimulated recall of instruction methodology, we interviewed teachers and students at risk for referral to special education about their perceptions, judgments, and decision making during the course of instruction. The results of the teacher interviews suggest that teachers respond to complex collections of student cues in their decision making about students. Teachers described themselves as more frequently monitoring the at‐risk students, although their attempts to modify instruction consisted primarily of attempts to motivate these students. The at‐risk students indicated awareness that they are experiencing difficulty in class, had somewhat less understanding of how teachers attempt to help them, and responded with anger and frustration to their learning problems.     

Perceptions and knowledge of preservice and inservice teachers about early literacy instruction

A major conclusion from the last decade of research on children with poor reading performance is that early, systematic instruction in phonological awareness and letter-sound correspondences improves early reading and spelling skills and results in a reduction of the number of students who are reading below grade level. To teach reading to at-risk students and students with learning disabilities, teachers need to have positive perceptions regarding the role of systematic, explicit instruction, as well as knowledge of English language structure. The purpose of this study was to examine the perceptions and knowledge of general educators at two professional levels toward early literacy instruction for students at risk for reading failure. Unfortunately, our findings are similar to those obtained by Moats in 1994: Many general education teachers, at both preservice and inservice levels, are not prepared adequately for this challenging task.     

Teacher inquiry into formative assessment practices in remedial reading classrooms

Six remedial reading teachers in a large, rural school district participated in a form of professional development called Teaching as Intentional Learning, based on an inquiry process. Their topic of inquiry was formative assessment. Professional development comprised both direct instruction and inquiry learning in teachers’ own classrooms. This study describes the strategies they experimented with, their professional growth in formative assessment, and effects on students. All six teachers showed important professional growth, as indicated by their own reflections and also by their supervisor’s observations. In First Grade, at‐risk students assigned to these project teachers had increased reading readiness scores on one measure (DIBELS PSF) compared with at‐risk students assigned to non‐project teachers.     

The communicative competences of students and teachers in different levels of education in North Cyprus

This study was conducted in order to determine the beliefs of students and teachers in different levels of education about their communicative competences. The study group of this research is consisted of 600 secondary school, high school and undergraduate students and 41 of their teachers. In this study, it is observed that not a significant correlation at a considerable degree exists in the communicative competences of students with their teachers, who are from different nationalities, gender and levels. Furthermore, regarding students, educated at different levels, no relation has been observed in their communicative competences with their teachers. Moreover, while students consider their communicative competences with their teachers to be moderately adequate, teachers consider their communicative competences with their students to be adequate in general.     

高校“学生评教”的有效性探析

学生评教的有效性是目前高校教学评价研究中的一个热点问题。本文从学生有无进步或发展是衡量教学有没有效益的唯一和最终指标入手,强调有效教学是高校学生评教的关键,学生评教改革应着力于如何通过学生评教促进教师发展而最终促进学生自己的发展。     

ADHD symptoms and the teacher–student relationship: a systematic literature review

This systematic review integrates the existing literature regarding relationships that students with attention-deficit/hyperactivity disorder (ADHD) have with their teachers, in mainstream inclusive primary, secondary and high school settings. Theoretical approaches and methodical choices were considered in understanding the literature and considering possible research areas. The methods used in the reviewed literature show that investigations in this research field have predominantly used quantitative surveys. Several theoretical approaches have been used, with attachment theory the most-prominent. The findings indicate students with ADHD generally feel less close to their teacher than do their non-ADHD peers, which agrees with the teachers’ perceptions. Thus, teachers experience less emotional closeness, less co-operation and more conflicts in their relations with their students with ADHD than with other students. Teachers’ rejection of ADHD students poses a risk factor for not only school failure, but also peer exclusion and rejection, leading to low self-esteem and loneliness.     

Willing to play the game: How at‐risk students persist in school

A qualitative case study of 17 high‐school students identified as at risk for dropping out, this research develops a grounded theory describing the process of students' persistence and the support they received from teachers and school administrators. Three interactive factors appear critical to persistence: (a) goal orientation—students' belief they will benefit from graduating, (b) willingness to play the game—students' willingness to follow school rules, and (c) meaningful connections—relationships with teachers who believed students could graduate and provided support and caring. All three factors were present for students who stayed through the school year whereas one or more was absent from the experiences of the students who left school before graduation. The research provides further support for the role of schools in supporting students' persistence and has implications for how schools support students who are struggling to stay in school. © 2006 Wiley Periodicals, Inc. Psychol Schs 43: 599–611, 2006.     

Studying English with Thai and native‐speaking teachers

This research examined how students in foundation English classes perceive their Thai and native‐speaking teachers. The researchers surveyed students at five universities and compared a group of 600 students studying with native‐speaking teachers with another group of 600 students studying with Thai teachers in order to investigate three areas: (1) students’ previous background in English‐language learning, (2) students’ general opinions and preferences for studying English with Thai or native‐speaking teachers, and (3) student perceptions of studying with their current English teachers. Overall, most students had similar backgrounds and thought positively about their classroom teachers. However, there were differences in students’ teacher preferences for studying English; students more commonly preferred the type of teacher that was presently teaching them. This suggests that the type of teacher in the classroom does have some effect on students’ preferences and should be considered a factor when analysing research related to native‐speaking and nonnative‐speaking English teachers.     

Sex,School, and Society

Accurate teacher judgment of students' reading ability is critical for identification of students in need of intervention. Little research is available that examines the accuracy of teachers' judgments in identifying students at risk for early reading difficulty as students begin school. Findings of this study indicate that teachers are fairly accurate in their judgments, but the fact that reading ability provides the foundation for academic success suggests the need for a high degree of accuracy in their judgments of students' reading ability.     

Evidence of efficacy of the Integrated Literacy Study Group professional learning program to enhance reading instruction for students with emotional and behavioral disorders

This article reports on a pilot study of the Integrated Literacy Study Group, a digitally delivered professional learning intervention to prepare elementary school teachers to provide evidence-based reading instruction and behavioral strategies to students with or are at risk for emotional and behavioral disorders. Using broadcast methods, we recruited 72 teachers across five states in the western United States to participate in the randomized controlled trial. Intervention teachers, relative to controls, made significant gains in self-efficacy and use of the reading and behavioral strategies learned in the professional learning program. Students with or at risk of emotional and behavioral disorders served by participating teachers made significant improvements in academic competence and engagement. Teacher professional learning can improve teacher knowledge of evidence-based reading and behavioral strategies for students with (or at risk for) emotional and behavioral disorders, teacher self-efficacy, and teacher practice, with positive impacts on student early literacy and academic competence.     

Using behavioral and academic indicators in the classroom to screen for at‐risk status

The present study validated a brief at‐risk screening instrument designed for easy use by teachers in the elementary school. School performance measures were collected for students in first to sixth grade one year following initial teacher ratings using the Screening For At‐Risk Status screening instrument. Findings indicated that the instrument is best seen as measuring a single at‐risk construct with items drawn from three domains: academic skills, social confidence, and social cooperation. Correlations between at‐risk scores and school performance measures taken one year later demonstrated predictive validity. The screening instrument correctly identified at‐risk students with 88% accuracy and not‐at‐risk students with 74% accuracy. There were 12% false negatives. Use of the instrument provides teachers with a quick, easy screening of students who may develop difficulties in the future. For schools, the screening can be used as the first step in a supportive response system to assist at‐risk students from developing serious school difficulties and possibly failure in the longer term. © 2005 Wiley Periodicals, Inc. Psychol Schs 42: 151–158, 2005.     

Science and Mathematics Teachers Working Toward Equity Through Teacher Research: Tracing Changes Across Their Research Process and Equity Views

We investigated secondary science and mathematics teachers engaged in a two-and-a-half-year professional development effort focused on equity. We examined how teachers conducting research on their own instructional practices—a central learning strategy of the professional development project—informed and/or constrained their views related to three strands of equity: teachers and teaching, students and learning, and students’ families and communities. Data collected included recordings of professional development seminars and school-site meetings, three sets of individual interviews with teacher researchers, and drafts and final products of the classroom research teachers conducted. From our qualitative analyses of data, we found that most teachers addressed at least two of the three equity strands in researching their own practice. We also found that most transformed their understandings of teachers and students as a result of their teacher research process. However, teachers’ views of families and communities changed in less substantive ways. We close with recommendations for other researchers and professional developers intent on supporting science and mathematics teachers in using teacher research to work toward equity.     

Teacher awareness of student alternate conceptions about rotational motion and gravity

Twenty high school physics teachers were interviewed to determine their awareness of student alternate conceptions in the areas of force and gravity. The teachers were also asked to indicate preferred teaching strategies dealing with alternate conceptions. Teacher predictions of student responses were compared to alternate conceptions held by 315 grade-nine students and published findings from other research studies. Edmonton students were found to possess nearly every alternate conception identified in previous research, in similar proportions. A few previously undocumented alternate conceptions were also identified. At times, students were observed to arrive at the currently acceptable conclusion by using alternate conceptions. The high school physics teachers, as a group, identified nearly all the alternate conceptions used by the students. However, individual teachers were generally aware of only a few alternate conceptions, with fully one third of them possessing alternate conceptions themselves in one or more of the tasks. The teachers were also unable to predict with any accuracy the different types of student responses or the proportion of students choosing each alternative. The teaching strategies outlined by the teachers would be considered only partially effective according to current research findings.     

Revealing the hidden world of research

Bringing the science of schooling into standard practice for students with learning disabilities (LD) is a threefold process that requires understanding the nature and features of high-quality instruction, encouraging their use, and developing and maintaining systems that can sustain them. Examples are drawn from the LD research base to illustrate each of these areas, with a focus on research in reading acquisition with young children at risk of LD and with older students with LD. These examples suggest a continued push for special education reading instruction through and past the elementary years. I conclude with recommendations for preparing teachers that take advantage of the knowledge gained from research-to-practice endeavors across the country.     

Who is the ideal teacher? Am I? Similarity and difference in perception of students of education regarding the qualities of a good teacher and of their own qualities as teachers

This research examines two images of teachers as seen by students of education: the ideal teacher and their own self‐image as teachers. The research compares the students’ perceptions of these two images using two sub‐groups of students of education: students at an academic teachers’ college who will be referred to as student teachers and beginning teachers, who, while teaching, are completing their academic degrees at teachers’ colleges or regional academic colleges. Data were collected from 89 students at the two colleges by means of a questionnaire that included open‐ended questions which were analyzed qualitatively. The findings of the research indicate that there are two major categories that comprise perceptions of the ideal teacher: first, personal qualities; and second, knowledge of the subject taught as well as didactic knowledge. Both groups of students similarly attributed great importance to the personal qualities of the ideal teacher, but there is a difference in their perception of the importance of knowledge: the beginning teachers attributed great importance to knowledge and perceived it as a quality similar in importance to personal characteristics, while the student teachers, who had not begun their teaching careers, attributed less importance to knowledge as a characteristic of the ideal teacher. A quality which was less prominent when profiling the ideal teacher is general education and wide perspectives. The teacher as a socializing agent, a person who promotes social goals, was not mentioned at all. Students maintained that, during their studies, they had improved their qualities as ‘empathetic and attentive’ teachers, ‘knowledgeable in teaching methods’, and in ‘leadership’. But they had hardly improved their knowledge of the subject they taught or their level of general knowledge. The discussion of knowledge and the desirable personal qualities of a teacher is relevant to the current debate regarding the relative merits of disciplinary education in contrast to pedagogical education in preparation for teaching as a profession. The clear preference for disciplinary education by policy makers in Israel and elsewhere in the field of teacher education is contradictory to the emphasis placed on the personal development of future teachers and their pedagogical education by the students of education who participated in this research.