Events for all Levels and InterestsStay
Jump Start Your Career GrowthStay
Get on the Higher Ed IT MapStay
Uncommon Thinking for the Common Good™Stay
Filter by type
Filter by Publications
Filter by Presentations
Filter by Library Taxonomy
- Information Systems and Services [x]
- Information Technology Management and Leadership (423)
- Enterprise Information Systems (286)
- Data Administration and Management (221)
- Teaching and Learning (192)
- Networking and Emerging Technologies (170)
- Open Source (150)
- Productivity Applications and Systems (126)
- Applications Development (108)
- Institutional Management (108)
- E-mail (104)
- Planning (93)
- Libraries and Technology (82)
- Student Information Systems (82)
- Open Source Software (OSS) (79)
- Policy and Law (74)
- Instructional Technologies (70)
- Cybersecurity (69)
- Security Management (62)
- Federal Policy and Law (59)
Academic analytics, although a relatively new concept, refers to the analysis of data to help educational institutions monitor progress on key institutional goals, such as student retention, faculty productivity, and the impact of outreach and engagement. Below are articles, presentations and seminars that further discuss the use of academic analytics in higher education.
The new EDUCAUSE E-Book Game Changers: Education and Information Technologies, which is a collection of chapters and case studies contributed by college and university presidents, provosts, faculty, and other stakeholders. The following chapters from the book specifically address the use of academic analytics in higher education.
Other Resources on Academic Analytics include:
- Analytics in Higher Education: Establishing a Common Language, ELI White Paper, January 2012. The intent of this paper is to present the different descriptions of the various types of analytics being discussed in the academic and practitioner literature.
- 7 Things You Should Know About Analytics. EDUCAUSE 7 Things You Should Know series, April 2010. This two page brief provides a description of analytics and how these data tools provide statistical evaluation of rich data sources to discern patterns that can help individuals at companies, educational institutions, or governments make more informed decisions.
- Academic Analytics. EDUCAUSE White Paper, October 2007. Authors Diana G. Oblinger and John P. Campbell highlight what IT and institutional leaders need to understand about academic analytics, including changes it may require in data standards, systems, processes, policies, and institutional culture.
- Action Analytics: Measuring and Improving Performance That Matters in Higher Education. EDUCAUSE Review, Volume 43, Number 1, January/February 2008. This article discusses the action analytics of the future that will better assess students’ competencies. The authors explain that by using individualized planning, advising, and best practices from cradle to career, action analytics solutions will align interventions to facilitate retention and transitions and will fully maximize learners’ success.
- Academic Analytics: A New Tool for a New Era. ELI Web Seminar, October 8, 2007. Audio and slides from the presentation. The session will be based on an article [PDF 601 KB] published in the July/August 2007 EDUCAUSE Review by John Campbell, Peter DeBlois, and Diana Oblinger. The speaker John Campbell explores the role of IT in analytics projects while highlighting some early projects.
- Academic Analytics: The Uses of Management Information and Technology in Higher Education. ECAR Research Study Volume 8, 2005. The following chapters specifically discuss using learning analytics to increase student retention and monitor student academic success.
- Chapter 7, Advanced Applications of Academic Analytics (Page 76, Student Services)
- Chapter 9, Academic Analytics in the Future of Higher Education
- Doing Academic Analytics Right: Intelligent Answers to Simple Questions. ECAR Research Bulletin, Number 2, 2011. This ECAR research bulletin explores the various factors that must come together for an institution to have an academic analytics infrastructure that is flexible, agile, appropriately structured, and cost-effective. It examines not only appropriate technologies but, more importantly, the critical roles that stakeholders and governance play in setting the stage for success.
- Opening the Door to New Possibilities Through the Use of Analytics. EDUCAUSE Learning Initiative, Annual Conference, February 2011. This session will explore some of the uses of analytics and the challenges institutions will face in the upcoming years.
- Signals: Applying Academic Analytics. EDUCAUSE Quarterly, Volume 33, Number 1, 2010. This article describes the Signals project at Purdue University, which has delivered early successes in academic analytics, prompting additional projects and new strategies.
- Using Analytics to Intervene with Underperforming College Student. EDUCAUSE Learning Initiative, Annual Conference, January 20, 2010. This is a video recording of a presentation.
Updated July 2012
EDUCAUSE Staff Picks
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.
Understanding and Managing the Risks of Analytics in Higher Education: A Guide, June 2012. This guide provides an introduction to the major risk categories faced by a higher education institution considering investments in time, energy, and money in analytics work. Under the right circumstances, decision making can be enhanced by the tools and techniques of analytics; large data sets, analytics engines, and new data visualization techniques have considerable potential to enhance both student learning and institutional business intelligence. However, careful consideration must be given to the risks of such investments for those in institutional leadership roles as well as the risks associated with data and information governance, compliance, and quality.
Analytics in Support of Student Retention and Success, ECAR Research Bulletin, April 2012. This bulletin describes an analytics system that Bowie State University (BSU) has implemented and is enhancing in order to improve the retention and success of at-risk students. While BSU has a substantial population of such students, the approaches taken are broadly applicable since many institutions have students in this category.
Library Items on this Topic
EDUCAUSE Library Items for Academic Analytics
- Assessing Your Fiscal Bandwidth: Current Practices for Measuring IT Costs in Higher Education
May 14, 2013
Accurately and consistently measuring the cost of IT in higher education is an essential part of strategic IT management, yet according to IT leaders, cost data have proven elusive. What if a…
- Enterprise Content-Aware DLP Solution Comparison and Select Vendor Profiles
May 14, 2013
This Gartner report covers content-aware data-loss prevention, which has grown up and is on the verge of becoming a standard part of security architecture. A small set of vendors dominate a major…
- State U Online
April 23, 2013
Author Rachel Fishman, examines the most common challenges to implementing successful distance-education programs, including cost, quality, and faculty buy-in. Fishman decribes 5 steps to success…
- Moving to "Here's What You Requested"
May 6, 2013
Key Takeaways The transition from a homegrown, stand-alone legacy system to a commercial enterprise resource system revealed the inadequacy of the ERP's standard rep…
- Building a Modern Computing Infrastructure at Princeton University
May 6, 2013
Key Takeaways Over the past 10 years Princeton University developed and implemented an institutional strategy to support research and administrative computing . Changing econom…
- Bigfoot, Goldilocks, and Moonshots: A Report from the Frontiers of Personalized Learning
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. …
- Is Our Software Designed for Change? Successes and Challenges in Using Service Oriented Architecture
March 11, 2013
Institutions of higher education face disruptive changes, and changes in information technology are at the heart of these disruptions. Service oriented architecture (SOA ) provides a comprehen…
- An Electronic Calendar for Organizing Assessments in a Large Faculty
April 1, 2013
Key Takeaways Using data from an electronic unit of study outline system , the University of Sydney's Faculty of Science built an assessment calendar to organize assessment…
- Developing Research Data Management Services
February 26, 2013
Key Takeaways Collaboration is essential in developing research data management services , bringing together disparate but critical entities on how best to address the storage…
- Establishing a Data Management Plan Consulting Group on Campus
February 26, 2013
Key Takeaways Higher education institutions that create an internal consulting service to develop data management plans can assist researchers in crafting such plans for th…