Ethics is a prominent topic in learning analytics that has been commented on from conceptual viewpoints. For a broad range of emerging technologies, systematic literature reviews have proven fruitful by pinpointing research directions, knowledge gaps, and future research work guidance. With these outcomes in mind, we conducted a systematic…

The use of student data to inform decision-making and communication is still evolving in higher education. Often missing from campus conversations about use of student data are student voices about their preferences and needs. NASPA and New America engaged in a joint research effort to better understand student perceptions of data use within…

Missing values that fail to be appropriately accounted for may lead to reduced statistical power, biased estimators, reduced representativeness of the sample, and incorrect interpretations and conclusions (Gorelick, 2006). The current study provided an ontological perspective of data manipulation by explaining how statistical results can…

Implementation fidelity data indicate to what extent the delivered educational intervention (e.g., pedagogies, curricula) differs from the designed intervention (Gerstner & Finney, 2013; O'Donnell, 2008). Fidelity data help practitioners make more accurate inferences regarding program effectiveness (Dumas, Lynch, Laughlin, Smith, & Prinz,…

In this article, the authors report on a tested workload intervention, faculty work activity dashboards, to enhance transparency and reduce ambiguity. This intervention is part of the Faculty Workload and Rewards Project (FWRP), a National Science Foundation-funded, action-research project designed to improve equity in how faculty workload is…

Higher education has made impressive progress concerning student learning outcomes assessment practices. Yet--despite the assumption that better assessment would lead to better student learning--few examples of demonstrable student learning improvement exist at the academic degree or university levels. In 2014 Fulcher, Good, Coleman, and Smith…

As a further step towards maturity, the field of learning analytics (LA) is working on the definition of frameworks that structure the legal and ethical issues that scholars and practitioners must take into account when planning and applying LA solutions to their learning contexts. However, current efforts in this direction tend to be focused on…

This pan Canadian participatory action research project involved faculty and managers in twelve Canadian colleges and institutes, nine employers, and 1300 students and workers in examining exemplary practice in essential skills as a way of catalyzing system change. Multiple sources of data were used in the three year project and key findings…

A core goal for most learning analytic projects is to move from small-scale research towards broader institutional implementation, but this introduces a new set of challenges because institutions are stable systems, resistant to change. To avoid failure and maximize success, implementation of learning analytics at scale requires explicit and…

In response to both problematic and extant gaps in Bachelor's degree completion rates, this mixed methods study investigated whether a theoretically based undergraduate course intervention measurably contributed to participants' competence as self-regulated learners. Respective quantitative and qualitative analyses of data collected from two…

Higher education, and more specifically, distance education, is in the midst of a rapidly changing environment. Higher education institutions increasingly rely on the harvesting and analyses of student data to inform key strategic decisions across a wide range of issues, including marketing, enrolment, curriculum development, the appointment of…

The Open Academic Analytics Initiative (OAAI) is a collaborative, multi-year grant program aimed at researching issues related to the scaling up of learning analytics technologies and solutions across all of higher education. The paper describes the goals and objectives of the OAAI, depicts the process and challenges of collecting, organizing and…

The purpose of the United States Department of Education's (the Department) Fiscal Year (FY) 2019 "Agency Financial Report" (AFR) is to inform Congress, the President, other external stakeholders, and the American people on how the Department used the federal resources entrusted to it to promote student achievement and preparation for…

The past year highlighted and heightened California's key challenges. Millions of Californians lost jobs and income during the COVID-19 crisis; low-income families, communities of color, and women were hit hardest. As schools and universities shifted rapidly to remote learning, educators and parents scrambled to provide all students with…

The purpose of the United States Department of Education's (the Department) Fiscal Year (FY) 2018 "Agency Financial Report" (AFR) is to inform Congress, the President, other external stakeholders, and the American people on how the Department used the federal resources entrusted to it to promote student achievement and preparation for…