As institutions of higher education increasingly look to data as evidence to support planning, allocate resources, and inform teaching and pedagogy, ethical considerations regarding learning analytics have evolved from being on the margins to more central in the conversations surrounding institutional uses of student data. After outlining this…

This chapter illustrates two campus processes that utilized student-level data management systems, such as student record systems, assessment platforms, and comprehensive student records, to assess student outcomes relevant to campus missions, goals, and learning outcomes.

Students filling out the FAFSA list colleges and universities where they wish their data sent. Until recently, colleges were provided this list, and the practice was suspended, given concerns that colleges were using the list to strategically allocate aid. Using the, 2011-2012 NPSAS, we analyze student financial aid packages to determine if list…

This article details the process the authors--a doctoral student at the time, and a faculty member--engaged in to change the ways the University of Iowa (UI) asks for and reports student name, gender pronouns, sex, and gender identity. The UI Inclusive Student Records Initiative raises implications for practice and research. Two focus groups--one…

Many campuses across the California State University (CSU) system are seeking to improve academic advising as part of their efforts to increase student progress and graduation rates. In this exploratory study of efforts to improve academic advising at five CSU campuses, researchers at the Education Insights Center (EdInsights) working on behalf of…

The Privacy Technical Assistance Center (PTAC) has received an increasing number of questions from postsecondary educational institutions (institutions) on the conditions under which federal student financial aid information may be used for program evaluation and research purposes. Numerous federal laws govern access to, disclosure of, and use of…

The authors used a clustering technique to analyze business course choices made by students who completed an individualized degree in a large, urban, public university. They looked for patterns to answer the research question, "What can we learn from students' choices to inform the curricular redesign process in business programs?" The…

Education, Big Data, and student privacy are a combustible mix. The improvement of education and the protection of student privacy are key societal values. Big Data and Learning Analytics offer the promise of unlocking insights to improving education through large-scale empirical analysis of data generated from student information and student…

The main purpose of the paper is to estimate the efficiency of a big public university in Italy using individual student-level data, modeling exogenous variables in human capital formation through a heteroscedastic stochastic frontier approach. Specifically, a production function for tertiary education has been estimated with emphasis on…

The American Association of Collegiate Registrars and Admissions Officers (AACRAO) examined nine research areas of interest to its members in 2017. Six took the form of 60-Second Surveys; one was a career profile; another examined community college completion initiatives including student attitudes about community college; and one was completed in…

The increase in education data and advance in technology are bringing about enhanced teaching and learning methodology. The emerging field of Learning Analytics (LA) continues to seek ways to improve the different methods of gathering, analysing, managing and presenting learners' data with the sole aim of using it to improve the student learning…

Analysis of student-level data to inform policy and promote student success is a core function of executive higher education agencies. Postsecondary data systems have expanded their collection of data elements for use by policymakers, institutional staff, and the general public. The State Higher Education Executive Officers association (SHEEO), as…

The issue of student retention and graduation from postsecondary institutions has grown in stature over the past decade. While the last 40 years of federal and state policies have focused largely on access to college, there is now a very real interest in not only getting students into college but also helping them earn baccalaureate and other…

Much is being said in education about the value of adopting data-based or analytics approaches to instructional improvement. One important group of stakeholders in this effort is the faculty. "In many cases, the key constituency group is faculty, whose powerful voice and genuine participation often determine the success or failure of…

Despite a narrative that sees learning analytics (LA) as a field that aims to enhance student learning, few student-facing solutions have emerged. This can make it difficult for educators to imagine how data can be used in the classroom, and in turn diminishes the promise of LA as an enabler for encouraging important skills such as sense-making,…