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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
- Go Blended! A Handbook for Blending Technology in Schools
February 13, 2015
Go Blended! is a practical guide for educators interested in initiating a blended learning program. Author Liz Arney clearly offers boots-on-the-ground support for laying the foundation for a ble…
- Deeper Learning: How Eight Innovative Public Schools Are Transforming Education in the Twenty-First Century
June 17, 2014
Studies suggest that up to half of high school dropouts leave school because their classes are boring or irrelevant to their lives and aspirations. Yet the majority of U.S. schools continue their…
- Hire Education: Mastery, Modularization, and the Workforce Revolution
July 21, 2014
This book illuminates the great disruptive potential of online competency- based education. Workforce training, competency-based learning, and online learning are clearly not new phenomena, but o…
- Cultivating Change in the Academy: 50+ Stories from the Digital Frontlines at the University of Minnesota in 2012
July 9, 2012
Cultivating Change is an eBook designed to stimulate discussion about what’s possible as well as generate new vision and academic technology direction. It serves as a means for faculty, ins…
- Video: Game Changers
July 18, 2012
A trailer for the new book edited by EDUCAUSE President, Diana Oblinger. A trailer for the new book edited by EDUCAUSE President, Diana O…
- Case Study 21: Shaping the Path to Digital: The Indiana University eTexts Initiative
May 2, 2012
A case study from Game Changers Brad Wheeler and Nik Osborne This chapter is licensed under a Creative Commons Attribution 3.0 Unported License Introduction The risi…
- Case Study 20: Transforming Education with Research that Makes a Difference
May 2, 2012
A case study from Game Changers J. D. Walker, Charles D. Dziuban, and Patsy D. Moskal Positive change in education happens when faculty gain insight into the relationship between st…
- Case Study 19: CS50 at Harvard: "The Most Rewarding Class I Have Taken...Ever!"
May 2, 2012
A case study from Game Changers Katie Vale A trail of colorful balloons leads from Oxford Street to the Northwest Labs building. As I head downstairs, I exchange greetings with our …
- Case Study 18: Kansas State University: Creating a Virtual Faculty Consortium
May 2, 2012
A case study from Game Changers Elizabeth A. Unger Introduction Change is rapid and seemingly accelerating in our world. The changes often require degrees or certifications not c…
- Case Study 17: Stories in Our Classrooms: A Faculty Community of Practice as an Agent of Change
May 2, 2012
A case study from Game Changers Beverly Bickel, William Shewbridge, and Jack Suess In 2006, the UMBC's (University of Maryland, Baltimore County) Division of Information Techno…