Text provides a compelling example of unstructured data that can be used to motivate and explore classification problems. Challenges arise regarding the representation of features of text and student linkage between text representations as character strings and identification of features that embed connections with underlying phenomena. In order…

The proliferation of information technology tools in higher education has resulted in an explosion of data about students and their contexts. Yet, current policies governing these data are limited in their usefulness for informing students, instructors, and administrators of their rights and responsibilities related to data use because they are…

The assessment and understanding of students' ideas in discourse have often been a difficult problem for teachers to tackle. Recent innovations and technologies such as text mining can provide a partial solution by generating an estimated count of important keywords which are representative of ideas within discourse. However, investigating idea…

In this article, we use grounded practical theory to develop a practical theory for using "difficult data" in Language and Social Interaction university classes. "Difficult data" are transcribed, audio/video-recorded data that contain language and ideologies that could be offensive, bigoted, or otherwise disturbing. We provide…

Situated in an understanding of contemporary US education as heavily influenced by a neoliberal technocracy we conducted a Critical Discourse Analysis of the 2010 and 2016 National Education Technology (NETP) plans released by the US Department of Education. Our investigation was also guided by a cyber-archaeological excavation of digital…

The aim of this study was to explore the different ways in which a number of Chilean stakeholders conceptualise the "good early childhood educator" in Chile. In a context where new foreign narratives are increasingly dominating the field and the recent standardisation of the educators' professional role is being implemented, this…

Collaborative problem solving in computer-supported environments is of critical importance to the modern workforce. Coworkers or collaborators must be able to co-create and navigate a shared problem space using discourse and non-verbal cues. Analyzing this discourse can give insights into how consensus is reached and can estimate the depth of…

Researchers regularly deal with ethical considerations when writing up their research. However, such considerations are rarely addressed in existing research ethics literature. Here, the focus tends to be on ethical considerations that arise in relation to research proposals and "protocols," that is, during the "process" of…

This manuscript describes an approach to critical qualitative data analysis that combines (1) Carspecken's critical qualitative methodological framework with (2) the conceptual resources of critical discourse analysis (CDA), as framed by Fairclough and colleagues. Carspecken's methodological theory illuminates the connection between sociopolitical…

Lecture videos are amongst the most widely used instructional methods within present Massive Open Online Courses (MOOCs) and other digital educational platforms. As the main form of instruction, student engagement behaviour, including interaction with videos, directly impacts the student success or failure and accordingly, in-video dropouts…

Despite repeated calls for change, the problem of widening access (WA) to medicine persists globally. One factor which may be operating to maintain social exclusion is the language used in representing WA applicants and students by the gatekeepers and representatives of medical schools, Admissions Deans. We therefore examined the institutional…

The rapidly changing landscape of 21st-century education has sparked intense conversations around the need for a more racially and ethnically diverse PK-12 teacher population. Drawing from critical race theory and racial formation, I describe findings from a qualitative case study that examined how a group of black millennial preservice teachers…

In this paper, we examine the student group discussion processes in a scenario-based assessment of engineering professional skills called Engineering Professional Skills Assessment (EPSA). In the assessment, the students were evaluated through a discussion on a scenario related to an engineering problem with no clear-cut solution. We applied…

Purpose: The notion of vulnerability underlies relationships of trust. Trust between leaders and staff is needed to solve concerns that hinder equity and excellence in teaching and learning. The purpose of this paper is to examine whether and how leaders show vulnerability by disclosing own possible contributions to concerns they try to resolve.…

Although standard language ideologies have been well researched and theorized, the practices that lead to the reproduction and enactment of these ideologies deserve attention. Specifically, there remains a need to study language that both reveals reliance on standard language ideologies and perpetuates these ideologies within the field of writing…