We study flexible Bayesian methods that are amenable to a wide range of learning problems involving complex high dimensional data structures, with minimal tuning. We consider parametric and semiparametric Bayesian models, that are applicable to both static and dynamic data, arising from a multitude of areas such as economics, finance and…

Principal component analysis is an important statistical technique for dimension reduction and exploratory data analysis. However, it is not robust to outliers and may obfuscate important data structure such as clustering. We propose a version of principal component analysis based on the robust L2E method. The technique seeks to find the principal…

Educator evaluation is of significant interest and concern for all members of the national school community. School-based speech-language pathologists (SLPs), share these sentiments with their classroom counterparts. Frequently included in such evaluation systems, it is of concern to the SLP community that research documenting how school-based…

Through a secondary analysis of statewide data from Colorado, people with intellectual and related developmental disabilities (ID/DD) were classified into five clusters based on their support needs characteristics using cluster analysis techniques. Prior latent factor models of support needs in the field of ID/DD were examined to investigate the…

The primary purpose of this study was to collect evidence on the construct validity of grit using convergent, discriminant, and predictive validity principles. To accomplish this purpose and extend previous research on grit, college students from two schools completed an instrument comprised of a cognitive ability test, and a questionnaire. The…

Halmos (1980) once described problems and their solutions as "the heart of mathematics". Following this line of thinking, one might naturally ask: "What, then, is the heart of problems?" In this work, I attempt to answer this question using techniques from statistics, information visualization, and machine learning. I begin the…

This study examined the relationship between the structural classroom environment (self-contained, team-taught, and departmentalized) and student performance on the 2014 Georgia Criterion-Referenced Competency Test (CRCT) in reading, Language Arts, mathematics, science, and social studies in grades three through five. A secondary purpose examined…

The purpose of this study was to assess the relative influence of career, financial, personal, and legal factors on African American male engagement in postsecondary career and technical education and to determine whether the influence of these factors was moderated by the participants having graduated or not graduated high school and by their…

Component Universe Score Profile analysis (CUSP) is introduced in this paper as a psychometric alternative to multivariate profile analysis. The theoretical foundations of CUSP analysis are reviewed, which include multivariate generalizability theory and constrained principal components analysis. Because CUSP is a combination of generalizability…

This study investigated the relationship of statewide high school graduation rates of student ethnic groups from 2002 to 2006 to the four policy pillars of the No Child Left Behind (NCLB) Act of 2001: Accountability for Results; Expanded Flexibility and Local Control; Expanded Options for Parents, Strengthening Teacher Quality. The quantitative,…

In response to the main federal K-12 law, the Every Student Succeeds Act (ESSA) and the teacher education program standards, teacher education programs have tried to address social and emotional learning (SEL) content in their curricula. Adding information on SEL alone may not be enough to overcome the shortenings of many existing early childhood…

Higher education in the United States is replete with inventories and instruments designed to help administrators to identify students who are more likely to succeed in college and to tailor the higher education experience to foster this success. One area of research involves the Holland vocational personality type (Holland 1973, 1985, 1997)…

The purpose of this study was to identify what leadership behaviors are associated with each of Spillane's (2006) three conceptually distinct forms of distributed leadership, and to determine whether specific influence tactics (Yukl, Seifert & Chavez, 2008) are differentially associated with each form. A two-phased, mixed methods design was…

Family outcomes are important to the provision of services because families are increasingly considered as the primarily support unit for children with developmental disabilities. With emphasis on positivity and multidimensionality of the life of families who have children with disabilities, this study aimed to expand the applicability of the…

This study leveraged the complementary nature of confirmatory factor (CFA), item response theory (IRT), and latent class (LCA) analyses to strengthen the rigor and sophistication of evaluation of two new measures of the Air Force Academy's "leader of character" definition--the Character Mosaic Virtues (CMV) and the Leadership Mosaic…