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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.
- Improving Student Graduation Rates Using Data Insights and Predictive Modeling December 16, 2014, EDUCAUSE Live!. As part of an overall plan to improve student graduation rates, Harper College and Dell developed a student retention model that quickly identifies at-risk students and delivers the information to key stakeholders, allowing early intervention to increase student success.
- IPAS Implementation Handbook, October 13, 2014. While the use of analytics to promote student success is gaining in popularity, basic questions about what IPAS is and the issues institutions face during implementation and integration. The IPAS Implementation Handbook catalogs the experiences, observations, and practical advice from 19 institutions engaged in IPAS implementation projects.
- 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.
- 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).
- 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.
Library Items on this Topic
EDUCAUSE Library Items for Learning Analytics
- Hadoop: ECAR-WG Technology Spotlight
March 30, 2015
Apache Hadoop is an open-source software project for reliable, scalable, distributed computing . Hadoop enables big-data storage and processing by dividing the work across computer clu…
- Estimating the Costs of Distributed IT Services
October 1, 2014
A session at the EDUCAUSE Annual Conference
Challenging budgets lead CIOs to try to understand institutional "IT spend." Many institutions have significant levels of IT spend outside central IT. We will define distributed IT spen…
- 2012 CDS Executive Summary Report
January 24, 2013
This report summarizes results from the EDUCAUSE Core Data Service (CDS) survey. Using a matched set of 616 CDS 2011 and CDS 2012 participating institutions, this year’s report is a detaile…
- IT Organizations: Balancing Centralized Efficiencies with Localized Needs
May 4, 2010
This ECAR research bulletin outlines an approach for rethinking the structure for delivery of IT services in colleges and universities that have multiple IT groups. It examines where in the inst…
- E10 Session Podcast: Distance vs. Distributed Education: Bringing the Campus to the Student
November 4, 2010
Advances in integrating the worlds of bits and atoms are challenging assumptions of scarcity that are implicit in the organization of advanced technical education and investigation. In this sessi…
- A Report on the EDUCAUSE Cyberinfrastructure Summit
August 20, 2007
EDUCAUSE, as part of its Grand Challenges Program, is hosting several summits on topics of particular importance to higher education. These summits are designed to bring together a small number o…
- 7 Things You Should Know About Cyberinfrastructure
August 20, 2007
Cyberinfrastructure is not a new technology, per se, or merely a better, faster Internet. While cyberinfrastructure brings together high-performance computing, remote sensors, large data sets, mi…
- Mobility and Higher Education: Not Just the Next Big Thing
October 23, 2006
This research bulletin describes the University of Cincinnati strategy for addressing a fundamental shift in communication technologies in higher education, and for meeting—or exceeding—commu…
- Know Where: Learning in a Complex, Adaptive Age
January 1, 2006
Our existing educational system was created to serve in an era when knowledge was fairly static. Today's complex environments and rapid knowledge growth require an educational model that is …
- The Business of Offering Customized Departmental Support Contracts
January 1, 2003
Providing customized computing support to approximately 70,000 students, faculty, and staff at the University of Texas at Austin is a challenge. UT Austin's central computing operations offers…