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…

The field of bullying research deals with methodological issues and concerns affecting the comprehension of bullying and how it should be defined. For the purpose of designing relevant and powerful bullying prevention strategies, this article argues that instead of pursuing a universal definition of what constitutes bullying, it may be of greater…

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…

With a focus on methodology and research process, this paper explores researcher collaboration in the development, implementation, analysis, and dissemination of a multi-institutional study of teacher educators' perspectives on technology infusion. At the conclusion of the 2018 National Technology Leadership Summit (NTLS), attendees recommended…

Q methodology is an underutilized research methodology in the fields of education, instructional design and instructional technology, yet is well suited to research on perceptions of learning, efficacy of design, technology adoption and other issues within those fields. One reason for its lack of widespread use is the somewhat cumbersome nature of…

In this paper, we argue that William Stephenson, Qmethodology, when demonstrated through the research conducted for the SANCOOP: "Climate & Beliefs" project can provide guidance for doing context-specific mixed-method research and has implications for climate change education in South Africa. In the project, Q-methodology was mixed…

This case study describes a Q methodology study which captured and analyzed the viewpoints of 45 UK teachers online. The teachers might liken their participation in the study to a "card sort" activity: their relative placement of statement cards revealed their opinions of mastery in mathematics. Factor analysis of the completed sorts…

Q methodology (Q) offers an empirical method for studying subjectivity and revealing multiple divergent viewpoints. Q's technique is the sorting of statements related to the topic and its method is the factor analyzing of those sorts to group people with similar viewpoints. Mixed information exists about Q methodologists' practice at the…

A range of conceptions held about research methods learning have previously been identified. This study aimed to examine in-depth shared conceptions among undergraduate psychology students. Utilizing Q methodology, which links both quantitative and qualitative methodologies to uncover the subjective viewpoints that a group of individuals hold…

The "Q" test is regularly used in meta-analysis to examine variation in effect sizes. However, the assumptions of "Q" are unlikely to be satisfied in practice prompting methodological researchers to conduct computer simulation studies examining its statistical properties. Narrative summaries of this literature are available but…

Q methodology is a method to systematically study subjective matters such as thoughts and beliefs on any given topic. Q methodology can be used for both theory building and theory testing. The purpose of this paper was to give a brief overview of Q methodology to readers with various backgrounds. This paper discussed several advantages of Q…

This manuscript's purpose is to introduce Q as a methodology before providing clarification about the preferred factor analytical choices of centroid and theoretical (hand) rotation. Stephenson, the creator of Q, designated that only these choices allowed for scientific exploration of subjectivity while not violating assumptions associated with…

Student learning approaches research has been built upon the notions of deep and surface learning. Despite its status as part of the educational research canon, the dichotomy of deep/surface has been critiqued as constraining the debate surrounding student learning. Additionally, issues of content validity have been expressed concerning…

Q methodology (Q) has offered researchers a unique scientific measure of subjectivity since William Stephenson's first article in 1935. Q's focus on subjectivity includes self-referential meaning and interpretation. Q is most often identified with its technique (Q-sort) and its method (factor analysis to group people); yet, it consists of a…

Q methodology is a conceptual framework and set of procedures used to systematically study the subjective. Since publication of "The Study of Behavior" by William Stephenson in 1953, Q methodology has become increasingly popular among students of the human sciences interested in scientifically studying the subjective. Q methodology…