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…

Students often struggle to interpret graphs correctly, despite emphasis on graphic literacy in U.S. education standards documents. The purpose of this study was to describe challenges sixth graders with varying levels of science and mathematics achievement encounter when transitioning from interpreting graphs having discrete independent variables…

Over the last three decades, there has been increased attention on the collection and interpretation of "response processing data" to inform claims of learners' knowledge and skills (e.g., see Ercikan et al., 2010; Kobrin & Young, 2003; see also, Leighton, 2004). Response processing data are perhaps most consequential in the…

This book presents a novel approach to discussing how to research language teacher cognition and practice. An introductory chapter by the editors and an overview of the research field by Simon Borg precede eight case studies written by new researchers, each of which focuses on one approach to collecting data. These approaches range from…

Articles in this special issue present recent advances in using state-of-the-art software systems that gather data with which to examine and measure features of learning and particularly self-regulated learning (SRL). Despite important advances, there remain challenges. I examine key features of SRL and how they are measured using common tools. I…

Teachers' feedback on students' written work is an important aspect of pedagogy. However, theoretical views differ on what constitutes "good" feedback, both among applied linguists and academics in other disciplines. In-depth research needs to be carried out into the contextual difficulties of evaluating and assessing academic…

This paper articulates features of Internet literacy practices that preservice mathematics and science teachers found compelling and important for their pupils' learning. As part of secondary mathematics and science methods courses, 24 mathematics and science preservice teachers (PSTs) conducted a scaffolded investigation into the literacy…

The purpose of this study was to describe undergraduate students' experiences and perceptions of online courses based on interviews, observations, and online focus groups. I describe (a) motivational and learner characteristics within online classes, (b) the positive and negative aspects of online courses as experienced by students, (c) what…