In this work, we introduce a novel oversampling technique, the theory of inheritance and Gower distance-based oversampling (TIGO) method, designed to address class imbalance issues in mixed categorical and continuous variables data set. Drawing inspiration from genetic inheritance principles, TIGO synthesizes new minority class data,…

With the growing availability of large-scale text-based data sets, there is an increasing need for an accessible and systematic way to analyze qualitative texts. This article introduces and details the contextual text coding (CTC) method as a mixed-methods approach to large-scale qualitative data analysis. The method is particularly useful for…

Quantile regression (QR) provides an alternative to linear regression (LR) that allows for the estimation of relationships across the distribution of an outcome. However, as highlighted in recent research on the motherhood penalty across the wage distribution, different procedures for conditional and unconditional quantile regression (CQR, UQR)…

How should we account for and assess the work of the public intellectual? This chapter unpacks approaches to the assessment of the public intellectual to broadly consider the roles and functions of the academic public intellectual, examine how their roles fit within Boyer's domains of scholarship and how institutional structures both support and…

Assessments provide teachers with essential information regarding children's learning. Alternative education systems offer insight into ways that assessments can be redesigned to be developmentally appropriate to particular ages, including unique stances on what defines assessment, who should assess, and what should be assessed. We examined themes…

This paper discusses the use of specification grading in sport management courses. The process organizes assignments around grading bundles and evaluates students as either Satisfactory or Unsatisfactory in meeting each assignment. A token system is created to provide flexibility to the students. There are advantages to using specification…

In the United States, opposition to traditional standardized tests is widespread, particularly obvious in the admissions context but also evident in elementary and secondary education. This opposition is fueled in significant part by the perception that tests perpetuate social injustice through their content, design, and use. To survive, as well…

The Annual Professional Performance Review (APPR) system in New York State (NYS) has been called into question by educators since its adoption nearly 10 years ago, yet it remains the mandated evaluation system in NYS schools today. Much of the concern has been over changes such as assigning teachers final evaluation scores, as well as for the…

This dissertation examines the landmark case Larry P. v. Riles and its impact on addressing the disproportionality and overrepresentation of Black and/or African American students in special education within California. Despite the court's ruling, which prohibited the use of IQ tests for Black students for special education placement due to…

Academic plagiarism is a pressing concern in educational institutions. With the emergence of artificial intelligence (AI) chatbots, like ChatGPT, potential risks related to cheating and plagiarism have increased. This study aims to investigate the authenticity capabilities of ChatGPT models 3.5 and 4 in generating novel, coherent, and accurate…

Multiple measures, such as multiple content domains or multiple types of performance, are used in various testing programs to classify examinees for screening or selection. Despite the popular usages of multiple measures, there is little research on classification consistency and accuracy of multiple measures. Accordingly, this study introduces an…

Assessment is an issue that is central to the lives of educators and students alike. At all levels, from programmatic to course-specific, instructors strive to assess in a way that accurately measures achievement or progress relative to one's goals. This paper reports on students' experiences with alternative assessments in our undergraduate…

Much has been written about myths and facts concerning teaching surveys completed by students at academic institutions. The myths usually emerge among faculty members based on their subjective point of view, personal experience, or intuitive interpretation of events. The following case study is the first of its kind, and it follows how academic…

The utility of the maximum likelihood F-test was demonstrated as an alternative to the omnibus Chi-square test when evaluating model fit in confirmatory factor analysis with small samples, as it has been well documented that the likelihood ratio test (T[subscript ML]) with small samples is not Chi-square distributed.

The COVID-19 pandemic necessitated changes in educational strategy, including modification of assessments. Students in the Master of Biomedical Sciences (MBS) program at Duke University School of Medicine are required to take a course entitled "Organ Systems" (OS), which includes organ histology. In pre-pandemic circumstances, cumulative…