Archive for the ‘Analytics’ Category

21st-Century Analytics: New Technologies and New Rules

Today’s designers of data analytics systems are using thirty-year-old mental models around scarcity of compute and are thus crippling their designs, not fully realizing how radically different 21st-century analytics has become. EDUCAUSE Review  

Diversity of Online Behaviours Associated with Physical Attendance in Lectures

A common use of technology in higher education is the provision of online course materials, invoking an investigation of the ways in which students engage with online course content, and how their participation changes over time. This is particularly necessary in the context of high absenteeism from lectures, where online access may be the only […]

Predictive Learning Analytics ‘At Scale’: Guidelines to Successful Implementation in Higher Education

Predictive Learning Analytics (PLA) aim to improve learning by identifying students at risk of failing their studies. Yet, little is known about how best to integrate and scaffold PLA initiatives into higher education institutions. Towards this end, it becomes essential to capture and analyze the perceptions of relevant educational stakeholders (i.e., managers, teachers, students) about […]

Education Analytics White Paper

The purpose of this document is to describe how schools and school systems can utilize advanced data analytics to better achieve the goals in education and how modern technologies offer new opportunities for education system effectiveness, better learning outcomes, and personalization of learning. The document first describes major IT trends and then continues to explain […]

Developing Better Interventions for At-Risk Students

In 2015, the federal government awarded $60 million to 18 colleges and universities, chosen from a pool of hundreds, to develop innovative approaches for supporting at-risk students. John Carroll University, a four-year liberal arts institution in Ohio with around 3,000 students, was among those chosen, receiving a $1.3 million “First in the World” grant from […]

The Pursuit of Patterns in Educational Data Mining as a Threat to Student Privacy

Recent technological advances have led to tremendous capacities for collecting, storing and analyzing data being created at an ever-increasing speed from diverse sources. Academic institutions which offer open and distance learning programs, such as the Hellenic Open University, can benefit from big data relating to its students’ information and communication systems and the use of […]

Big Data Science: Establishing Data-Driven Institutions through Advanced Analytics

Data analytics can drive decision-making, but to optimize those decisions, stakeholders must couple effective methods with a shared understanding of both the domain and the institutional goals. EDUCAUSE Review

The Publishers’ Move to Capture Campus Data

Analysis commissioned by advocacy group documents how major companies’ business strategies could help them lock up research and learning data that colleges and scholars need. Inside Higher Ed  

Learning Science for All

spent millions of dollars developing tools to help instructors improve their teaching. Now other institutions are invited to use them, too. Inside Higher Ed

Machine Learning for Anyone Who Took Math in Eighth Grade

I usually see artificial intelligence explained in one of two ways: through the increasingly sensationalist perspective of the media or through dense scientific literature riddled with superfluous language and field-specific terms. There’s a less publicized area between these extremes where I think literature needs to step up a bit. News about “breakthroughs” like that stupid […]