Considerations related to generalization of a study's findings are often interconnected to researchers' judgements regarding the 'quality' of the methodology and methodological pluralism. Too often, researchers consider generalization as only possible with respect to quantitative studies with large numbers of randomly selected participants…

Supervision is a deliberate intervention where an experienced professional guides and supports a novice in the same field, creating a careful balance of hierarchy, evaluation, and support (Bernard & Goodyear, 2019). Supervision is crucial in school counseling, a profession that faces unique and specialized challenges in K-12 educational…

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…

There has been encouragement from funders, universities and academics to co-produce research. Co-production of research can be considered a methodology in its own right, or an underpinning set of principles for other methods. Co-production aims to reshape relations between the researched and the researcher. Yet, co-producing research rarely starts…

A Q-matrix is a binary matrix that defines the relationship between items and latent variables and is widely used in diagnostic classification models (DCMs), and can also be adopted in multidimensional item response theory (MIRT) models. The construction process of the Q-matrix is typically carried out by experts in the subject area of the items…

A Q-matrix is a binary matrix that defines the relationship between items and latent variables and is widely used in diagnostic classification models (DCMs), and can also be adopted in multidimensional item response theory (MIRT) models. The construction process of the Q-matrix is typically carried out by experts in the subject area of the items…

Middle leadership development in a Higher Education context can be understood as a complex endeavor, influenced by interactions and interrelations within multiple systems. We explored the perspectives of thirty-five male and female middle leaders on the conditions influencing their leadership development at one university in Qatar. Q methodology…

The beginning years of a new teacher is a critical period and one that results in turnover 40-50% of the time (Ingersoll & Smith, 2003). This study gained insight into perceptions of induction activities of new teachers in Ohio Independent STEM schools. STEM-based pedagogies such as problem-based learning, inquiry, and student-centered…

Discipline is closely linked to the teaching profession. The article focuses on factors affecting discipline in teaching while also specifying the terminology for the concept of discipline in new teachers and defining teacher expectations in achieving discipline in a methodological classification according to research conducted using the…

This article presents design principles and practical steps for web-based Q methodology surveys. Drawing on the experience of two online Q studies, we discuss theoretical concerns, sort and survey design, software programs, and issues in researcher-participant engagement. We argue that opening Q methodology to online modes of data collection is…

A successful transition into adulthood is marked by occupational identity. From the developmental perspective, it is vital to examine the occupational perceptions of college students who grew up in distinct social and psychological environments from previous generations. To bridge the research gap, this study is to examine college students'…

Q methodology is a unique, yet underutilized methodology designed specifically to scientifically study subjectivity. Q, as it is most often referred to, is an appropriate methodology whenever a researcher is interested in uncovering and describing the multiple divergent viewpoints on any topic. Such discovery of viewpoints provides insight into…

Q pedagogy is a teaching approach that values the subjective viewpoints of students and incorporates them into the design of instruction. Q pedagogy is an instructional adaption of Q methodology, a research methodology first developed in the 1930s by Dr. William Stephenson to study people's subjectivity. Q methodology uses a special data…

Q methodology (Q) offers a scientific way to study subjectivity, meaning people's viewpoints about a topic. The underlying assumption of Q is that when people share an experience, they do not necessarily form the same viewpoint about that experience. This is different from the use of Likert-scale surveys that report results using aggregate…

This method note presents Q methodology as a useful tool for evaluators to add to their practice toolbox. Q methodology, which involves both quantitative and qualitative techniques, can help researchers and evaluators systematically understand subjectivity and the communicability of opinions and perspectives. We first provide an overview of Q…