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The 2013 Horizon Report describes learning analytics as the "Field associated with deciphering trends and patterns from educational big data, or huge sets of student-related data, to further the advancement of a personalized, supportive system of higher education." Below are articles, presentations and seminars that further discuss the growing use of learning analytics in higher education and the benefit students gain from it.
- Septris and SICKO: Implementing and Using Learning Analytics and Gamification in Medical Education, EDUCAUSE Learning Initiative, March 2014. To investigate and capitalize on the growth of gaming and learning analytics and apply it to education, Stanford School of Medicine developed two educational games. Septris and its successor, SICKO (Surgical Improvement of Clinical Knowledge Ops), are web-based educational games developed by a cross-disciplinary team of doctors, web developers, and instructional technologists.
- Blazing Trails: Launching the First Online Degree Completion Program at the University of Washington, EDUCAUSE Review Online, January 2014.
- Building Blocks for College Completion: Learning Analytics, September 19, 2013. Based on the experiences of the six NGLC grant recipients, this report discusses suggestions for future development and adoption of learning analytics.
- Building Organizational Capacity for Analytics, EDUCAUSE Paper, February 2013. This report discusses how leading institutions in higher education and vendors are building capacity in analytics to improve student success.
- Leadership and Learning Analytics, ELI Brief, November 2012. This brief highlights some of the primary issues and processes for leading an organization in the deployment and use of learning analytics, and it raises broad, conceptual questions about how best to use learning analytics to develop and strengthen learning skills among undergraduates.
- Using Predictive Analytics to Improve Student Success, EDUCAUSE Annual Conference, November 2012. This session highlights a course recommendation system that successfully pairs current students with the courses that best fit their talents and program of study for upcoming semesters.
- When Learning Analytics Meet Big Data: The PAR Framework. EDUCAUSE Annaul Conference, November 2012. This session offers a panel presentation and discussion of results from the PAR Framework proof-of-concept phase of development, featuring the unique perspectives of PAR Framework Founding Partners.
- Game Changers: Education and Information Technologies, EDUCAUSE E-Book. 2012. The following chapters from the book specifically address the use of learning analytics in higher education.
- Learning Analytics: Moving from Concept to Practice, July 2012. This ELI Brief describes the evolution of learning analytics (LA) over the past year. Including ways in which LA differs from other kinds of analytics; different kinds of indicators and their relative predictive value; visualizations of the findings from and LA program; and the kinds of interventions that might be included in an effective analytics initiative.
- The entire issue of EDUCAUSE Review Online, July/August 2012 is devoted to the topic of analytics in higher education. Subjects explored include how the use of analytics can help address higher education accountability, affordability, productivity, and student success.
- Learning Analytics: A Report on the ELI Focus Session, May 2012. This white paper is a synthesis of the key ideas, themes, and concepts that emerged from those sessions. This white paper also includes links to supporting focus session materials, recordings, and resources. It represents a harvesting of the key elements that we, as a teaching and learning community, need to keep in mind as we work to explore how LA can be helpful for instructors (regarding learning activities and course design), for students (regarding progress), and for administrators (regarding course and degree completion data).
- Learning Analytics: Institutional & Research Perspectives, ELI Web Seminar, January 2012. This seminar highlights three institutional learning analytics projects at the University of Phoenix, University of Saskatchewan, and the UK Open University.
- The State of Learning Analytics in 2012: A Review and Future Challenges, The Open University, March 2012. Author Rebecca Ferguson from the Open University's Knowledge Media Institute, provides a detailed look at the history of Learning Analytics research and what the future may hold.
- Leaping the Chasm: Moving from Buzzwords to Implementation of Learning Analytics, EDUCAUSE Live!, February 2012. This session explores the roots of learning analytics as well as the context in which they are now being considered in higher education.
- Learning Analytics: What Could You Do With Five Orders of Magnitude More Data About Learning?, O'Reilly Strata Conference 2012. This video of Steve Schoettler of Junyo, discusses how the use of data mining tools could be used to develop a better understanding of how students learn and how schools can use that to advance student success.
- Harnessing the Power of Technology, Openness, and Collaboration, EDUCAUSE Quarterly, December 2011. This article describes how together, Kaleidoscope and OAAI could facilitate a cost-effective systemic approach to address the challenge of college completion.
- 7 Things You Should Know About First-Generation Learning Analytics, ELI 7 Things You Should Know, December 2011. This 7 Things discusses how learning analytics (LA) collects and analyzes the “digital breadcrumbs” that students leave as they interact with various computer systems to look for correlations between those activities and learning outcomes.
- Feedback Loops, Analytics, and Open Educational Resources: The Innovative Braid of the Carnegie Foundation for the Advancement of Teaching. ELI Web Seminar, June 2011. Participants in the Statway Networked Improvement Community share data and analytics on what works—for what students, under what conditions—to continue to improve student learning.
- Learning Analytics: The Coming Third Wave. ELI Brief, April 2011. This ELI brief both serves as a report on the LAK11 conference and summarizes the larger picture for LA, based on the papers and discussions at the conference.
- Learning Analytics: A Foundation for Informed Change in Higher Education. ELI Web Seminar, January 2011. This presentation offers a broad introduction to the concept of learning analytics, detail practical implementations, and discuss future options for an analytics-focused university.
Library Items on this Topic
EDUCAUSE Library Items for Learning Analytics
- Fostering a Place for Invention and Creation: Two Approaches to Makerspaces on Campus
October 28, 2013
Learn how two institutions provide space for fabrication and collaboration with access to advanced tools such as 3D printers and laser cutters. Case Western Reserve University's thin…
- The Foundations of a High-Performance ITS Organization
May 28, 2014
A session at the EDUCAUSE LIVE! - The Foundations of a High-Performance ITS Organization
With a rapidly changing environment, ever-increasing demands for resources, and the need for greater agility and transparency, IT organizations must have the right structures in place to ensure s…
- Researchers and the Petabyte Go Global: Preparing the Next Generation of Innovators
May 13, 2014
A session at the EDUCAUSE LIVE! - Researchers and the Petabyte Go Global
New technologies and new cloud infrastructures are changing the landscape of research for all researchers, not just those working in computer science and informatics. Fundamental changes in scale…
- The Mouse That Roared: A Small Consortium Making Big Payoffs
April 29, 2014
A session at the EDUCAUSE LIVE! - The Mouse That Roared
The NY Six Liberal Arts Consortium has launched a series of initiatives that have produced big payoffs. Join us as the presenters share the experiences of their library and IT departments in over…
- The EDUCAUSE 2014 Top-Ten IT Issues: Be the Change You See
April 16, 2014
A session at the EDUCAUSE LIVE! - The EDUCAUSE 2014 Top-Ten IT Issues
This year marks a turning point for higher education IT organizations, when the new ideas, solutions, and models that have been accumulating in higher education and technology will hit them-and t…
- Sifting Through Data: Completion, Motivation, and Learning in Minnesota MOOCs
March 20, 2014
A session at the EDUCAUSE LIVE! - Sifting Through Data
University of Minnesota's first five MOOCs during the summer of 2013. This large-N study draws on pre- and posttest course data to offer an empirically grounded picture of who the students a…
- Legal Issues for Higher Ed Technology Professionals: Spend an Hour with Lawyers to Prevent Spending Many Hours with Lawyers
February 27, 2014
A session at the EDUCAUSE LIVE! - Legal Issues for Higher Ed Technology Professionals
Although higher education technology professionals may wish to spend their days working on the systems and services that make their campuses go, legal issues creep up in many corners of the field…
- State of the Field: Learning Analytics and Educational Data Mining
August 5, 2013
The analysis of data generated through the learning process offers educators a new lens for assessing and supporting learners. Through analytics and data mining, researchers can discover which be…
- The Horizon Report in Action: Emerging Technologies Today and Tomorrow
March 12, 2014
A session at the EDUCAUSE LIVE! - The Horizon Report in Action
Wondering what the new developments in educational technology are for higher education? Join Malcolm Brown and Veronica Diaz of the EDUCAUSE Learning Initiative (ELI) as they review the Horizon R…
- IT as a Force of Change
July 30, 2013
Beyond MOOCs: Is IT Creating a New, Connected Age? A 3 Day Sprint - July 30th, 2013 In the opening session for the EDUCAUSE Sprint 2013, Elliot Masie, CEO of the MASIE Center, discuss…