Latent class models with covariates are widely used for psychological, social, and educational research. Yet the fundamental identifiability issue of these models has not been fully addressed. Among the previous research on the identifiability of latent class models with covariates, Huang and Bandeen-Roche (Psychometrika 69:5-32, 2004) studied the…

Third wave student development theory looks across and between populations for constructs with shared meanings that may present new possibilities for understanding student development. Despite commonalities of experience, multiracial and international students are two populations typically studied independently. In this conceptual article, we…

Multifactorial models of dyslexia have expanded how we consider heterogeneity within the population of children with dyslexia. These models are predicated on the idea that cognitive/linguistic risk factors are not deterministic but instead probabilistic, with the likelihood of difficulties involving an interaction between risk and protective…

The use of generative artificial intelligence (GAI) large language models has increased in both professional and classroom technical writing settings. One common response to student use of GAI is to increase surveillance, incorporating plagiarism detection services or banning certain composing activities from the classroom. This paper argues such…

Today, the main aim of educational institutes is to provide a high level of education to students, as career selection is one of the most important and quite difficult decisions for learners, so it is essential to examine students' capabilities and interests. Higher education institutions frequently face higher dropout rates, low academic…

Purpose: The current body of research has separately examined ethics education design and evaluation, as well as the development of ethical identity in managers. However, a notable deficiency in the literature lies in the absence of a comprehensive investigation into the interconnections between these two areas. This conceptual paper aims to…

Current theoretical and operational definitions of underachievement require that students show sustained suppressed academic achievement. Yet, early detection may allow for effective intervention before underachievement becomes a chronic issue. While existing identification procedures were not designed to detect underachievement before low…

The creation of a process model is primarily a formalization task that faces the challenge of constructing a syntactically correct entity, which accurately reflects the semantics of reality, and is understandable to the model reader. This article proposes a framework called "Model Judge," focused toward the two main actors in the process…

Gagné's (1985, 2003, 2008, 2015, 2018) Differentiated Model of Giftedness and Talent (DMGT) is one of the most widely used conceptual models in the field (Robinson, 2017), and as Merrotsy pointed out (2017), is claimed to be the most commonly applied conceptualisation in Australia. Merrotsy's recent article, published in the December 2017 issue of…

In this response, we commend Sternberg's Active Concerned Citizenship and Ethical Leadership (ACCEL) model yet urge him to consider an ACCEL-S model that more fully incorporates society's integrative role in giftedness. ACCEL-S builds on the highly complex and contextual view of giftedness proposed by Sternberg and transforms it into a…

In this paper, we investigate two purported problems with Bayesian Knowledge Tracing (BKT), a popular statistical model of student learning: "identifiability" and "semantic model degeneracy." In 2007, Beck and Chang stated that BKT is susceptible to an "identifiability problem"--various models with different…

Catholic schools are called to serve all of God's children, including students with disabilities who require and benefit from inclusive practices. Inclusionary practices align with Catholic Social Teaching (CST), Catholic identity, and the mission of the Catholic schools. This article frames CST's foundation for inclusive practices in Catholic…

We used queer theory to encourage readers to think differently about previous theories about Black racial identity development. Queer theory facilitates new and deeper understandings of how Black people develop their racial identities, prompting more fluidity and nuance. Specifically, we present a queered model of Black racial identity development…

This commentary is focused on Robert Sternberg's new Active Concerned Citizenship and Ethical Leadership (ACCEL) model. The new model is well conceived and goes far beyond existing models. It is especially attractive in that the emphasis is on ethics. Now more than ever before there is a clear need for education to support ethical reasoning and…

This chapter explores the connection between the authors' foundational Multidimensional Identity Model and intersectionality. The authors discuss the challenges and promises of capturing a holistic, intersectional perspective in identity theory, as well as how to engage the concept of identity as practitioners.