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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
- Building Momentum in Teaching, Learning & EdTech
March 30, 2015
What do three fast and furious days of learning and sharing at the intersection of higher ed, teaching and learning and education technology look like? Those who attended the EDUCAUSE Learn…
- Partnering to Advance Learning in a Technology-Enhanced World
March 2, 2015
Building environments that afford new, high-impact learning opportunities for tomorrow’s citizens and workforce requires collaborative expertise. Integrating the science of learning into tec…
- Innovating Together: Collaboration as a Driving Force to Improve Student Success
March 2, 2015
In the often-contentious discussions about the future of U.S. higher education, one idea garners wide agreement: our institutions need to innovate. Since collaboration is the driving force for…
- Digital Engagement: Driving Student Success
October 13, 2014
A digital engagement strategy based on integrated student-centered uses of technology and collection of data has already shown its promise in improving student retention and graduation rates. …
- Using Technology to Engage the Nontraditional Student
September 15, 2014
Higher education needs to focus on the success of nontraditional students, those who fail to graduate during their first engagement in college, by leveraging new technology solutions that bett…
- Succeed You and Avenue Scholars Partnership: A Breakthrough Models Academy Design Meets the Real World
January 30, 2014
by Dr. Christine Pharr, College of Saint Mary If you want to attend a workshop that will keep you on the edge of your seat and challenge much of what you’ve ever believed about how to de…
- Blazing Trails: Launching the First Online Degree Completion Program at the University of Washington
January 27, 2014
Key Takeaways By extending cutting-edge research and resources to online students in the high-demand field of early childhood education, the University of Washington paves the wa…
- E2Coach: Tailoring Support for Students in Introductory STEM Courses
December 6, 2013
Key Takeaways Adopting technologies that deliver tailored text and data graphics to individual students brings public health insights about motivation and behavior change t…
- Prevention and Retention: Identifying At-Risk Students Before It's Too Late
September 3, 2013
Jason Soffer Retaining students is one of the most critical issues facing colleges and universities today, yet few have put into place a comprehensive system that empowers them to effe…
- If You MAP the Way, They Will Follow
August 5, 2013
Key Takeaways My Academic Plan (MAP) — the latest tool in Sinclair Community College's Student Success Plan software suite — gives students a clear, individualized, …