This article introduces the evolution of themes and ideas related to the history, theory, and practice of learning analytics within the learning, design, and technology field through four eras. This review provides researchers with a fundamental understanding of the origin of learning analytics from a historical perspective and distinguishes…

Scholarly personal narrative (SPN) extends the available methodologies by which researchers conduct the Scholarship of Teaching and Learning (SoTL). In this article, the authors define SPN, which interprets personal experience through scholarly frameworks, leveraging the power of reflective practice to understand the interpersonal dynamics of both…

Collective impact is an increasingly popular approach to addressing persistent social problems. It takes a place-based systems approach to social change and compared with other forms of collaboration is meant to be more structured and strategic. Such an approach is intuitively appealing, and it has the support of stakeholders at the local level,…

To identify the ways teachers and educational systems can improve learning, researchers need to make causal inferences. Analyses of existing datasets play an important role in detecting causal patterns, but conducting experiments also plays an indispensable role in this research. In this article, we advocate for experiments to be embedded in real…

The OECD's PISA exercise has by now been widely critiqued. Whilst we agree with most concerns, we begin with the assumption that PISA will remain an enduring and powerful feature of the global educational landscape. Even if the PISA test itself were discontinued, a similar large-scale quantitative assessment exercise would soon arise to take its…

The field of social work recognizes the need to evaluate one's practice. Social work educators are mandated to prepare students to evaluate their own practices and be knowledgeable consumers of research. The goal of being competent in both of these is often challenged by the fact that many students do not initially understand the relationship…

In this commentary on Van Leeuwen (2015, this issue), I explore the relation between theory and practice in learning analytics. Specifically, I caution against adhering to one specific theoretical doctrine while ignoring others, suggest deeper applications of cognitive load theory to understanding teaching with analytics tools, and comment on…

"Data use" and "data-based decision making" are increasingly popular mantras in public policy discourses and texts. Policy makers place tremendous faith in the power of data to transform practice, but the fate of policy makers' efforts will depend in great measure on the very practice they hope to move. In most conversations…

Our research addresses the role that context expertise plays when students compare data. We report findings from a study conducted in 3 countries: Australia, United States, and Thailand. In each country, six middle school students analyzed authentic data relating to selected students' areas of interest. We examined the data analysis processes and…

Social work is an applied profession using a combination of theory, research, and practice to meet the needs of client populations. First-hand experiential learning is central to social work education. Just as students learn clinical skills by interacting with clients in a practice setting, students need a forum to use real data to develop their…

Context is identified as an important factor when considering the learning of informal statistical inferential reasoning, but research in this area is very limited. This small exploratory study in one grade 10 (14 year olds) classroom seeks to learn more about the role context plays in learners' inferential reasoning, where both teacher and…

This article examines how formal school leaders are positioned in their school's instructional networks based on an analysis of data from all 30 elementary schools in one mid-sized urban school district. Premised on the assumption that advice and information are key building blocks for knowledge development, we analyzed the instructional advice…

Class size is one of the small number of variables in American K-12 education that are both thought to influence student learning and are subject to legislative action. Legislative mandates on maximum class size have been very popular at the state level. In recent decades, at least 24 states have mandated or incentivized class-size reduction…

Although literature is available on the theoretical models of consultation underpinning service delivery in educational psychology services, little research has been published on the application of these models to educational psychologist (EP) consultation practice with teachers in schools. This study explores the espoused theory of consultations…

Framed by the literature on research-policy transfer, this paper explores a "real world" task of translating adolescent risk-taking data into "whole-of-system" services development. It aims to explore challenges and opportunities in using large-N quantitative data analyses of such complex constructs to inform holistic policy-making. It offers a…