This special issue's editors invited discussion of three broad questions. Slightly rephrased, they are: How well do self-report data represent theoretical constructs? How should analyses of data be conditioned by properties of self report data? In what ways do interpretations of self-report data shape interpretations of a study's findings? To…

In this special issue, we explore the decision-making aspect of "data-based decision-making". The articles in the issue address a wide range of research questions, designs, methods, and analyses, but all focus on data-based decision-making for students with learning difficulties. In this first article, we introduce the topic of…

An essential element in teaching children to effectively comprehend text is the use of teacher-led think-alouds. The overarching objective of this study was to explore how to better prepare early career teachers to conduct think-alouds in their classrooms. Data from 31 teachers consisted of (1) questionnaires, (2) lesson plans, (3) lesson…

Education research is an academic activity, and is often carried out by teachers (see, for example, Lavonen & Reinikainen, 2014). Lavonen and Reinikainen report that Finnish teachers are required to have a Masters degree involving education research. In the UK, the PGCE and its equivalent, from a schools-HEI partnership, usually carries…

Cellular processes that rely on knowledge of molecular behavior are difficult for students to comprehend. For example, thorough understanding of meiosis requires students to integrate several complex concepts related to chromosome structure and function. Using a grounded theory approach, we have unified classroom observations, assessment data, and…

In health research, we depend heavily on the goodwill of study participants. However, the whole social contract of health research is based on the premise that everyone comes to the research table with honorable intentions. What course should we take if we doubt the authenticity of our participants' accounts? Through the use of an illustrative…

E-learning is increasingly being used in higher education settings, yet research examining how students use e-resources is frequently limited. Some previous studies have used the think-aloud method (an approach with origins in cognitive psychology) as an alternative to the more usual questionnaire or focus groups, but there is little discussion in…