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Abstract: Learning!analytics!is!a!significant!area!of!technologyHenhanced!learning!that!has! emerged!during!the!last!decade. This!review!of!the!field!begins!with!an!examination!of!the! technological,!educational!and!political!factors!that!have!driven!the!development!of analytics!in!educational!settings.!It!goes!on!to!chart!the!emergence!of!learning!analytics,! including!their origins!in!the!20 th century,!the!development!of!dataHdriven!analytics,!the!rise! of!learningHfocused!perspectives!and!the!influence!of!national!economic!concerns.!It!next! focuses!on!the!relationships between!learning!analytics,!educational!data!mining!and! academic!analytics.!Finally,!it!sets!out!the!current!state!of!learning!analytics!research,!and! identifies!a!series!of future!challenges.

Breaking down the flavors of learning analytics

Good overview of Canvas Analytics 

As you go down the road of web measurement, always start with a goal in mind. When you have your goal in place, then provide context for the measurement. Let's break this down a bit more: How are we defining effectiveness? If the goal is for a user to download a PDF file of an alumni magazine, then you are successful if someone downloads the PD

Article outlining policy recommendation for institutions using student data

US DOE Office of Educational Tech report on analytics: what is needed and how to get there.

The Office of Educational Technology at the U.S. Department of Education asked SRI to talk to industry experts and convene a panel of researchers to understand the state of the art, the state of the practice, and the emerging field of learning analytics and educational data mining.

George Siemens slide deck from EDUCAUSE 11

From an LMS provider's standpoint, the more open and flexible the LMS, the more it can be integrated with other programs for robust analysis of student activity and interaction.  According to Lou Pugliese, president of online learning solutions provider  Moodlerooms, that kind of integration is needed. Technologies exist to measure student data and interactions on a large scale, Pugliese says: The focus now is how to effectively collect data and conduct reporting on-demand within the LMS. "Over the past ten years, the LMS has managed to record the most basic of student interactions and activity, but we've barely scratched the surface in enabling universities to analyze data on an institutional level," says Pugliese. "However, new developments in analytical technologies will provide educators with the ability to measure interactions within the ever-popular collaborative tools present in today's LMS environments. Moving beyond simple traffic reporting to more comprehensive online behaviour analysis will be critical to make more effective intervention decisions."  

Kaltura KMC

No set-up: it automatically calls out students that are at risk while instructors still have time and space to do something about it.

10 Foundational Principles for Using and Safeguarding Students' Personal Information High-quality education data are essential for improving students' achievement in school and preparing them for success in life. When effectively used, these data can empower educators, students, and families with the information they need to make decisions to help all learners succeed. Everyone who uses student information has a

As Big Data Comes to College, Officials Wrestle to Set New Ethical Norms Plus many other articles that address data

UW student sample eportfolio