One of the central components of cognitive diagnostic assessment is the Q-matrix, which is an essential loading indicator matrix and is typically constructed by subject matter experts. Nonetheless, to a large extent, the construction of Q-matrix remains a subjective process and might lead to misspecifications. Many researchers have recognized the…

Educational testing has been criticized for its disconnect from modern cognitive science and its limited role in improving instruction and student learning. Reform efforts emphasize the need for testing to provide specific diagnostic insights into students' skills and knowledge. Cognitive diagnosis (CD), an emerging paradigm in educational…

All cognitive diagnostic models that evaluate educational test data require a Q-matrix that combines every item in a test with the required cognitive skills for each item to be answered correctly. Generally, the Q-matrix is constructed by education experts' judgment, leading to some uncertainty in its elements. Various statistical methods are…

We introduce a model which combines principles from psychometric and connectionist paradigms to allow direct Q-matrix refinement via backpropagation. We call this model dAFM, based on augmentation of the original Additive Factors Model (AFM), whose calculations and constraints we show can be exactly replicated within the framework of neural…

In this study it was aimed to evaluate the effects of various factors such as sample sizes, percentage of misfit items in the test and item quality (item discrimination) on item and model fit in case of misspecification of Q matrix. Data were generated in accordance with DINA model. Q matrix was specified for 4 attributes and 15 items. While data…

This article focuses on a family of restricted latent structure models with wide applications in psychological and educational assessment, where the model parameters are restricted via a latent structure matrix to reflect prespecified assumptions on the latent attributes. Such a latent matrix is often provided by experts and assumed to be correct…

Competency-based education (CBE) degree programs have grown significantly over the course of the past few years. Within the field of CBE, experts have differing views as to what elements are most critical to a high-quality CBE program. The purpose of this Q methodology study is to determine what models of CBE programs emerge from an investigation…

In recent years, substantial improvements were obtained in the effectiveness of data driven algorithms to validate the mapping of items to skills, or the Q-matrix. In the current study we use ensemble algorithms on top of existing Q-matrix refinement algorithms to improve their performance. We combine the boosting technique with a decision tree.…

The purpose of this study was to explore how creativity and intuition were activated and encouraged by counseling supervisors within the clinical supervisory relationship with supervisees. Past research in this area was limited in scope, and suggestions for future research included uncovering what worked to encourage creativity and intuition for…

Educational institutions--and, more specifically, principals--are faced with meeting the mandates and demands set forth by local, state, and federal initiatives. Accountability has forever changed the context in which the traditional role of a principal leads. This study examines the beliefs, attitudes, and opinions of public high school…

This study investigates the issue of the goodness of fit of different skills assessment models using both synthetic and real data. Synthetic data is generated from the different skills assessment models. The results show wide differences of performances between the skills assessment models over synthetic data sets. The set of relative performances…

This study with families caring for an individual with an intellectual disability in a mid-sized Indian city explored the diverse explanatory models that parents constructed of causes, preferred treatment approaches and perceived social effects of their child's intellectual disability. Seventeen mothers and three fathers rank ordered 48 disability…

More and more districts--and several states--are adopting funding models like student-based budgeting (also called weighted student funding or fair student funding) to increase equity and promote principal autonomy. Giving school leaders new resources and new flexibility is a good first step, but it doesn't automatically lead to improved student…

This study explored master's level counselors-in-training perceptions of participation in a cohort model of education. Although the cohort model of education is widely used, research addressing its use in counselor education is scant. Literature regarding the cohort model of education from a variety of higher education programs was reviewed to…

Grand Lake O' the Cherokees in Oklahoma is one of two lakes in the State of Oklahoma that allows private ownership and development of the shoreline. This has created water quality issues attributed to phosphorus levels in effluent waste water from septic systems and municipal water treatment facilities, as well as nutrient and sediment…