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- Analytics [x]
- Information Technology Management and Leadership (367)
- Institutional Management (367)
- Teaching and Learning (169)
- Learning Analytics (167)
- Information Systems and Services (125)
- Student Success (119)
- Data Administration and Management (94)
- Academic Analytics (82)
- Student Retention (61)
- Assessment and Evaluation (55)
- Enterprise Information Systems (55)
- Business Intelligence (BI) (51)
- Instructional Technologies (51)
- Networking and Emerging Technologies (51)
- Student Learning Support (48)
- Data Mining (46)
- E-Learning (45)
- High-Performance Computing (HPC) (40)
- Learning Management Systems (LMS) (39)
Step 1: Choose the primary topic of interest
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General
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Administrative
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Learning
Analytics Readiness
Step 2: Choose the readiness level of interest
Culture and Process
Governance, Infrastructure and Policy
- Building Organizational Capacity for Analytics
- Policy Implications of Big Data Analytics
- Policy Dimensions of Analytics in Higher Education
- Understanding and Managing the Risks of Analytics in Higher Education: A Guide
- Making the Case for Analytics
- Findings of the Expert Panel on Analytics
- Game Changers
- Understanding and Managing the Risks of Analytics
Governance and Infrastructure
Data, Reporting and Tools
Culture and Process
Culture and Process
Culture and Process
Governance and Infrastructure
Data, Reporting and Tools
- Enabling the Data-Driven University
- Efficiencies, Learning Outcomes Bolstered by Analytics, Data-Informed Decision Making
- Analytics in Support of Student Retention and Success
- Two Case Studies of Learner Analytics in the University System of Maryland
- Building a Purpose Network to Increase Student Engagement and Retention
Governance and Infrastructure
Data, Reporting and Tools
Culture and Process
Governance and Infrastructure
Culture and Process
Governance and Infrastructure
Data, Reporting and Tools
Culture and Process
- Analytics in Progress: Technology Use, Student Characteristics, and Student Achievement
- Sprint, Day 2 Brief: Analytics for teaching, Learning and Student Success
- Analytics That Inform the University
- Effective Faculty Development through Strategies for Engagement and Satisfaction
- Using Analytics for Institutional Transformation
Governance and Infrastructure
Data, Reporting and Tools
- Penetrating the Fog: Analytics in Learning and Education
- Coaching Reports Support Customized Study Plans
- Signals: Using Academic Analytics to Promote Student Success
- Beyond Retention: Using Targeted Analytics to Improve Student Success
- Bootstrapping your Analytics
- Discovering the Impact of Library Use and Student Performance
- Using Analytics for Institutional Transformation
Analytics is used in a higher education environment to analyze various collected data points to gain insight and make informed decisions about complex issues. Specific areas include academic analytics, business intelligence, and learning analytics. EDUCAUSE offers a wide range of resources on this expansive topic in various formats. Recent EDUCAUSE Resources on Analytics include;
- 2012 ECAR Study of Analytics in Higher Education, August 2012. This report takes an in-depth look at the current state of analytics in higher education, outlines the challenges and barriers to using analytics, and assesses progress in analytics, providing recommendations for development.
- 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.
- EDUCAUSE Analytics Sprint, July 24-26, 2012. This was a free, online experience consisting of online activities and resources, webinars, and discussions on analytics.
- Research and Data Services for Higher Education Information Technology: Past, Present, and Future, EDUCAUSE Review, November/December 2011. The author discusses how higher education IT data needs to go beyond descriptive analysis to new ways of using data and research to align IT strategy with institutional strategy, plan new services and initiatives, manage existing services, and operate the IT organization on a daily basis.
- Analytics Today: Getting Smarter About Emerging Technology, Diverse Students, and the Completion Challenge, EDUCAUSE Annual Conference, October 19, 2011. This video provides an overview of the increased use of blended learning, mobile learning, gaming, personal learning networks, augmented reality in higher education. And asks pointedly that If we want these technology "power tools" to have a real and lasting impact on the challenges of college completion, then anchoring these efforts in on-target analytics that serve not only policy but also core practice will be essential.
- The issue of EDUCAUSE Review Magazine, September/October 2011 spotlights the topic of analytics in higher education. Featured articles include;
- Assessment and Analytics in Institutional Transformation, This article discusses how assessment and analytics, supported by information technology, can change institutional culture and drive the transformation in student retention, graduation, and success.
- Penetrating the Fog: Analytics in Learning and Education, The authors explain how learning analytics can penetrate the fog of uncertainty around how to allocate resources, develop competitive advantages, and improve the quality and value of the learning experience.
- Seeking Evidence of Impact: Opportunities and Needs, The ELI SEI program is working with the teaching and learning community to gather evidence of the impact of instructional innovations and current practices and to help evaluate the results.
- Analytics Rising: IT's Role in Informing Higher Education Decisions, ECAR Research Bulletin, May 2011. This ECAR research bulletin describes how CIOs and other IT leaders, through a focus on analytics, can work together with other institutional groups to provide clear and meaningful information for decision makers across all institutional levels.
Library Items on this Topic
EDUCAUSE Library Items for Analytics
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Using Analytics at UMBC: Encouraging Student Responsibility and Identifying Effective Course Designs
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April 30, 2013
Higher education invests considerable resources into technology for academic purposes, but understanding whether those instructional technologies improve learning is often a difficult questio…
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CETIS Analytics Series: Case Study, Acting on Assessment Analytics
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April 10, 2013
In this JISC publication, authors Shelia MacNeill and Dr Cath Ellis, from the University of Huddersfield, explain Dr. Ellis' interest in learning analytics and how she and colleagues are mak…
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Top-Ten IT Issues, 2013: Welcome to the Connected Age
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June 3, 2013
EDUCAUSE presents the top-ten IT-related issues facing higher education institutions. In this article, members of the 2012-2013 EDUCAUSE IT Issues Panel frame each issue with discussion and a …
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The Horizon Report in Action: Emerging Technologies Today and Tomorrow
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March 27, 2013
Wondering what’s new in mobiles, electronic books, learning analytics , and other emerging technology areas? Join Malcolm Brown and Veronica Diaz of the EDUCAUSE Learning Initiative as t…
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Ethics, Big Data, and Analytics: A Model for Application
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May 6, 2013
The use of big data and analytics to predict student success presents unique ethical questions for higher education administrators relating to the nature of knowledge; in educatio…
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Backgrounds and Behaviors of MOOC Participants and Implications for Faculty
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April 4, 2013
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A session at the ELI Online Spring Focus Session: Learning and the MOOC
In spring 2012, the first MIT/edX MOOC, "Circuits and Electronics" (6.002x), was open to students around the world. A team of researchers from MIT and Harvard has been analyzing data gene…
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Major Provosts Embrace Online Learning
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June 19, 2013
The real, near-term impact of the Massive Open Online Course (MOOC) trend has begun to emerge. In response to the rapidly growing awareness and acceptance of online learning that MOOCs have gener…
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Bigfoot, Goldilocks, and Moonshots: A Report from the Frontiers of Personalized Learning
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April 1, 2013
The creativity of higher education innovators has produced three categories of solutions with the potential to break the "iron triangle" of cost, quality, and access. …
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The Beginning of Something Big
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March 7, 2013
Thanks to MOOCs, online learning has gained worldwide attention from academic leaders, trustees, legislators, and the media. The power of technology enables massive scale and allows learning and …
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House Cmte. Passes Bill on Higher Ed. Data Transparency
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May 16, 2013
On a bipartisan voice vote that took place in record time yesterday, the U.S. House of Representatives Committee on Education and the Workforce approved sending the "Improving Postsecondar…

















