Since 2018, institutions of higher education have been aware of the "enrollment cliff" which refers to expected declines in future enrollment. This paper attempts to describe how prepared institutions in Ohio are for this future by looking at trends leading up to the anticipated decline. Using IPEDS data from 2012-2022, we analyze trends…

Background: Over the last two decades, teachers' use of models has been frequently highlighted as a possible future for physical education. Literature has also shown that collaborations between teachers and researchers can be effective in supporting teachers not only to successfully implement but also sustain their long-term use of models Despite…

Given the rapid adoption of machine learning methods by education researchers, and the growing acknowledgment of their inherent risks, there is an urgent need for tailored methodological guidance on how to improve and evaluate the validity of inferences drawn from these methods. Drawing on an integrative literature review and extending a…

Physics education researchers are interested in using the tools of machine learning and natural language processing to make quantitative claims from natural language and text data, such as open-ended responses to survey questions. The aspiration is that this form of machine coding may be more efficient and consistent than human coding, allowing…

Drawing from the Ability-Motivation-Opportunity (AMO) framework, this paper aims to study the influence of academic researchers' ability, intrinsic and extrinsic motivation, and opportunity on their performance. We conducted an empirical analysis using a sample of 607 academic researchers to examine the relationships between the three AMO…

Background & Context: Intersectionality theory posits that each individual's unique intersection of identity is integral to understanding their lived experience. Intersectionality theory also understands that social positions interact with oppression to influence an individual's lived experience (Bowleg, 2012; Collins, 2007; Crenshaw, 1989).…

Thinking about knowledge and knowing ("i.e.", epistemic cognition) is an important part of student learning and has implications for how they apply their knowledge in future courses, careers, and other aspects of their lives. Three classes of models have emerged from research on epistemic cognition: developmental models, dimensional…

In this theoretical paper, we respond to a call for all Mathematics Education researchers to become equity researchers (Aguirre et al., 2017) by articulating how equity is foundational to making second-order models of students' mathematics. First, based on prior research, we view equity to be about power and respect. We define an act of equity as…

As higher education institutions and the people who learn, work, and live within them, continue to face challenges, it is critical to foster safe, inclusive, and respectful cultures of learning and growth. Numerous mentorship models can be meaningfully integrated into campus culture to support professional and personal learning and development…