Machine learning (ML) has become commonplace in educational research and science education research, especially to support assessment efforts. Such applications of machine learning have shown their promise in replicating and scaling human-driven codes of students' work. Despite this promise, we and other scholars argue that machine learning has…

Imprecise constructs abound in science education research in part due to reliance on stipulative definitions that neglect fine distinctions between closely related constructs and overlook important meanings and hidden values embedded in language. Lack of conceptual clarity threatens construct validity, hampers theory development, and prevents…

Discipline-based education research (DBER) conducted by faculty within geoscience departments can address identified needs in undergraduate geoscience education. This study explores the evolution of undergraduate geoscience education research (GER) from 1985 to 2016, primarily in terms of the types of published research and secondarily in terms of…

This article addresses some of the challenges faced when attempting to evaluate the long-term impact of informal science learning interventions. To contribute to the methodological development of informal science learning research, we critically examine (Falk and Needham (2011) "Journal of Research in Science Teaching," 48: 1-12.) study…

This special issue of the Journal of Research in Science Teaching seeks to explore conceptualizations of culture that address contemporary challenges in science education. Toward this end, we unite two theoretical perspectives to advance a conceptualization of culture as a complex system, emerging from iterative processes of cultural bricolage,…

This special issue of "Journal of Research in Science Teaching" reflects conclusions and recommendations in the "Discipline-Based Education Research" (DBER) report and makes a substantial contribution to advancing the field. Research on undergraduate science learning is currently a loose affiliation of related fields. The…

In the wake of an increasing political commitment to evidence-based decision making and evidence-based educational reform that emerged with the No Child Left Behind effort, the question of what counts as evidence has become increasingly important in the field of science education. In current public discussions, academics, politicians, and other…

This study uses a new-to-educational-research methodology, based on the legal process, to build a case that U.S. students have been largely ignored in discussion and planning for their own, presumed futures. A variety of evidence, from two large and distinct data bases, is drawn together to show: (1) students perceive their classrooms in ways…

A lack of qualified teachers and low enrollment in the geosciences exist at both secondary and tertiary levels in the United States. Consequently, it is unlikely that students will be able to achieve scientific literacy without an increase in both of these populations. To address these problems, we pose research questions, highlight sociocultural…

Research reports published in a science education research journal were examined to calculate the probability of rejecting true null hypotheses. Recommendations for improving analyses and research in science education are provided. (PS)

Provides an orientation to the special journal issue on research methods in science education and lists four questions to which the contributing authors were asked to respond. (PEB)

This paper is an analysis of the available literature to ascertain the use of models in science education research. The necessity and value of such schemes, procedures appropriate to develop relevant models, and the criteria for evaluating such models are discussed. (Author/MA)

The article, with a follow-up section of opposing views, seeks to clarify the role of the Guttman scaling concept with regard to learning hierarchies. (CP)

Discusses the nature and impact of three competing paradigms for science education: agricultural-scientific, anthropological, and philosophical. Illustrates the paradigms with papers presented at recent national conferences on science education research. (MLH)