This study examines the potential to use non-expert, crowd-sourced raters to score essays by comparing expert raters' and crowd-sourced raters' assessments of writing quality. Expert raters and crowd-sourced raters scored 400 essays using a standardised holistic rubric and comparative judgement (pairwise ratings) scoring techniques, respectively.…

The path to becoming a school principal is characterized by a variety of trajectories that reflect the diverse experiences and backgrounds of aspiring leaders. While ideally the road to the principalship would result in a proportional and representative body of principals, research has shown this is rarely the case. To gain a better understanding…

The purpose of this qualitative, phenomenological study was to investigate the perceptions of early career engineers regarding leadership competency development within the undergraduate engineering curricula. Participants were selected using purposeful, convenience, and snowball sampling. Study participants represented the early career engineering…

This study examined how recently appointed, first-time public university presidents made sense of their new institution and position during their transition into their presidency. The information gained from these interviews is expected to illustrate how first-time public university presidents prepare, collect information, and learn about their…

Data are everywhere. Data collected from samples are often reported in the form of polls, medical studies, and advertisement information and an understanding of sampling distributions and statistical inference is important for evaluating data-based claims (Bargagliotti et al., 2020). Despite the importance of understanding statistical inference…

This paper provides a snapshot of Indigenous Early Career Researchers in Australia derived from demographic information collected in the first stage of the 'Developing Indigenous Early Career Researchers' project. Analysis of the data to date has evidenced much diversity across this cohort. However, one commonality across all Indigenous Early…

In this article, the authors reflect on the experience of playing with research data in the form of poetic representation as early career researchers. The first author combined a collection of voices that intersected with her position as a transformative physical education teacher educator. Influenced by feminist thought, the principal author…

Independent schools face a head of school problem, as sitting heads of schools approach retirement at a high rate. The head of school role is complex, all-encompassing, and the newly appointed head of school is likely ill equipped to manage the role without mentorship. There is a gap in the literature regarding what challenges a newly appointed…

Background: Academic researchers are occupying more varied roles as both knowledge producers and knowledge brokers in policymaking spaces beyond the national level. As the local arena presents different dimensions to the knowledge-policy-practice nexus, an assessment of the interaction of evidence and policy at this scale is warranted. Aims and…

Transitioning from a student to a practitioner can be a very difficult and challenging period in one's career. Early career school psychologists are not only responsible for adapting to the everchanging and fast paced work of school psychology but must also deal with adjusting to a new career. This qualitative phenomenological study focused on…

The consensus-based assessment has long been a prevalent methodology employed in "panel crit" settings in design education and professional design awards. Acknowledging the subjective nature of design evaluation and its importance to the design development process, we report two studies investigating the effect of three levels of design…

We examined what and how experienced (mentor coaches) and novice coaches (coach participants) noticed as they analyzed a vignette of a coaching interaction between a coach and a teacher. We modified the van Es (2011) Learning to Notice Framework for a coaching context to analyze What and How coaches notice. We collected data from ten mentor…

The rapid advancement of artificial intelligence and its increasing societal impacts have turned many computing educators' focus toward early education in machine learning (ML). Limited options for educational tools for teaching novice learners about the mechanisms of ML and data-driven systems presents a recognized challenge in K-12 computing…

This qualitative study focused on the perceived effectiveness of a formal mentoring program in developing instructional leadership skills for K-12 novice principals with 5 or fewer years of experience. The 13 participants for this study were derived from 200 public schools in the Southwest Tennessee area. The participants consented to participate…

This study focuses on two early career academics learning their way into university teaching. Their narratives of learning to teach in the Canadian university system highlight the intersectionality of university neoliberal core values and the female experience. Using a comparative case study framework for analysis, this small qualitative study's…