Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education
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Pushing the MOOC envelope with Learning Analytics

How can Learning Analytics be used to bring about the true revolution traditionally assumed for MOOCs? With audiences in the thousands of users, the key is mass
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Rescooped by Kim Flintoff from Digital Learning - beyond eLearning and Blended Learning in Higher Education
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Curtin Teaching and Learning - eLearning: eLearning advisors

Curtin Teaching and Learning - eLearning: eLearning advisors | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
The diverse team of eLearning advisors provide elearning workshops, send out periodic newsletter, provide customised consultation, support the eScholar program and more.

 

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Via Kim Flintoff
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Craig Patterson's comment, June 13, 2013 1:52 AM
Is this link working?
Kim Flintoff's comment, June 13, 2013 2:12 AM
The website was redesigned and we disappeared ... This scoop is simply a flag about who's curating... We didn't expect anyone wold ever want to visit us.....
Regis Elo's curator insight, January 13, 9:02 AM
LOVE #tecademics experience on line ....a matter of  learning and earning http://er972073.tcdmcs.com/ambassador
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How Universities Are Using Big Data

How Universities Are Using Big Data | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it

A growing number of universities are using big data to improve student success but there are ethical issues that arises with the exploitation of
student data.

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Home | OnTask

Home | OnTask | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
The OnTask Project aims to improve the academic experience of students through the delivery of timely, personalised and actionable student feedback throughout their participation in a course.
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The Data Workout: How It's Impacting Teaching and Learning (EdSurge Guides)

The Data Workout: How It's Impacting Teaching and Learning (EdSurge Guides) | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
If you think data—in education, or any field—is cut and dry, think again. Working with data in the classroom, especially, can be either exhausting or exhilarating—depending on your fitness level. Data can be big, but also quite small. It’s often quantitative, but is increasingly qualitative. It’s pr
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Artificial intelligence is the next giant leap in education - Raconteur

Artificial intelligence is the next giant leap in education - Raconteur | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it


Glancing around school classrooms in 2016, it’s easy to miss just how far technology has transformed learning over the last decade. The desks, whiteboards and rows of chairs are the same, but so much else has changed that can’t be seen.


A third of Britain’s schools are asking students to bring their own tablets and laptops into the classroom now, coding has been on the national curriculum for three years, and more and more education is happening outside school through apps and digital services.


But these changes are just the start. Artificial intelligence (AI) is the next giant leap in learning and, according to those working in the field of education and technology, we haven’t seen anything yet.

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Ethical Use of Data to Predict Outcomes Requires a Plan, Support Infrastructure -- Campus Technology

Ethical Use of Data to Predict Outcomes Requires a Plan, Support Infrastructure -- Campus Technology | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Institutions are using predictive analytics for a wide variety of operations — strategic enrollment management, early-alert systems, recommender systems and adaptive technologies, to name a few. Using sophisticated data systems can be beneficial for understanding students and guiding them through college, but with these powerful tools come a few pitfalls, for both the student and the institution. Therefore, institutions should understand the purposes of using predictive analytics, as well as the unintended consequences, like human biases and unethical usages of data.

Those findings and more can be found in a new report from New America, a nonprofit, nonpartisan think tank and civic enterprise based in Washington, D.C. “Predictive Analytics in Higher Education,” written by policy analysts Manuela Ekowo and Iris Palmer, outlines five guiding practices to ethically use predictive analytics. The Hechinger Report reported that the information was released this week at SXSWedu in Austin.  
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Learning Analytics Research for LMS Course Design: Two Studies

Learning Analytics Research for LMS Course Design: Two Studies | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Findings from two research studies at scale reveal the implications of learning analytics for designing courses in learning management systems to enhance student success.
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Asking the right questions of big data in education

Asking the right questions of big data in education | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Universities have seized on big data to count every click their students make in learning management systems, but the focus needs to be on improving learning.
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klickitatrelay's comment, February 28, 1:07 AM
Nice I like it
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Department of Education’s Higher Ed Tech Plan Puts Focus on Data Analytics and Online Education

Department of Education’s Higher Ed Tech Plan Puts Focus on Data Analytics and Online Education | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Technology can empower higher education students to boost their grades or attend classes despite other responsibilities — or locations. The Department of Education’s Office of Educational Technology hopes that all universities will take advantage of the possibilities technology can create for students.

In “Reimagining the Role of Technology in Higher Education,” the 2017 addendum to the 2016 National Education Technology Plan, the OET outlines how leaders in higher ed should use tech to create “everywhere, all-the-time learning and ensure greater equity and accessibility to learning opportunities over the course of a learner’s lifetime.”

Enrollment in higher education has increased for many years, and the report indicates that technology has the ability to spread access, boost retention and prepare students for the future. To help do this, the OET has provided design principles in its report that can make institutions more student-centered.
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Consenting Adults? Privacy in an Age of Liberated Learning Data

Consenting Adults? Privacy in an Age of Liberated Learning Data | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Key Takeaways
A number of questions and issues confront educational technology leaders seeking to align system or campus policies, cultures, and practices with increasing faculty and student use of free online learning tools and services.
The University of California is raising awareness about privacy concerns in a draft document of principles addressing learning data privacy and recommended practices.
Continuing the conversation about data privacy benefits everyone: institutions, faculty, students, and the companies that provide free tools and services.
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How to let the best data drive better decisions in K12

How to let the best data drive better decisions in K12 | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
K12 education lags behind U.S. business and industry when it comes to using data to improve outcomes, says a 2016 report by the Center for Data Innovation.

Despite the wealth of information available—and the existence of technology to crunch those numbers—“most administrators still make decisions, often inaccurately, based on assumptions and intuition, rather than use detailed metrics and analytics to manage schools efficiently and fairly,” the report says.

“In short,” it concludes, “U.S. schools are largely failing to use data to transform and improve education.”
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Research Evidence on the Use of Learning Analytics

Research Evidence on the Use of Learning Analytics | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
This report aims to understand the state of the art in the implementation of learning analytics for education and trainingin both formal and informal settings. It also aims to understand the potential for European policy to be used to guide and support the take-up and adaptation of learning analytics to enhance education in Europe. This study, called the Implications and Opportunities of Learning Analytics for European Educational Policy (henceforwardthe Study), therefore has an international scope, although the policy perspectives are discussed from the point of view of the EU. The research was conducted between September 2015 and June 2016.The key findings seek to inform, guide and inspire practitioners, researchers and policy makers at all levels (institutional, local, regional, national, international) inimplementing learning analytics in European education and training.
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Harvard and MIT Turn MOOC Data into Knowledge

Harvard and MIT Turn MOOC Data into Knowledge | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Harvard and MIT have created open-source tools to manage the growing data from edX MOOCs. Their workflow can help higher education institutions learn more from their own educational data and improve the overall educational experience.
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Meta-cognitive projection of analytics and personalized learning

Meta-cognitive projection of analytics and personalized learning | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Therefore, with this we are training in the effective practices of expert learners in relation to Web 2.0 tools and environments. On the basis of a qualitative study, our aim will always be directed at demarcating a 2.0 lifelong student skills profile with a view to identifying a planning tools support – quality training that we will conduct developing PKM skills – in non-experts. This PKM model is focused on basic competencies and skills of a higher order (meta-skills) and identifies the conditions that allow this and the competencies that foster effective PKM management so that knowledge and learning can always be connected in a network.

However, in social learning we constantly find a duality: knowledge has to compete with a sea of data that must be analysed to be subsequently made known as open and implemented in learning and work. Due to all this, the learning process is like a journey that takes us from the neuronal synapse, which helps us manage information and acquire knowledge, to the purging of this knowledge in our social relationships and its subsequent use in data analysis, which we can now do with greater productivity and quality through big data.
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Higher Ed Analytics Market Is Growing in Complexity -- Campus Technology

Higher Ed Analytics Market Is Growing in Complexity -- Campus Technology | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
A new report from Eduventures breaks downthe more than two dozen offerings it has identified in the current analytics marketplace.
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10 Specific Examples Of Emerging Educational Technologies

10 Specific Examples Of Emerging Educational Technologies | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
“ 10 Specific Examples Of Emerging Educational Technologies”
Via Dr. Susan Bainbridge, Barbara Macfarlan, Michael Sankey
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Google Image Search Tips via Educators' Technology
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So exciting to have these engaging tools to consider for improved learning. We are all better when we share resources.
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10 Specific Examples Of Emerging Educational Technologies
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Ethical Use of Data to Predict Outcomes Requires a Plan, Support Infrastructure -- Campus Technology

The latest report from New America, a nonprofit, nonpartisan think tank and civic enterprise based in Washington, D.C., has identified five guiding practices to ethically use predictive analytics in higher ed.
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How Artificial Intelligence enhances education

How Artificial Intelligence enhances education | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
In the past years, a collection of hardware, software and online service have managed to bring changes and reforms to classrooms and teaching methods. But the true disruption of education is yet to arrive.

Artificial Intelligence has proven its role as a game changing factor in an increasing number of fields, causing transformations unimaginable in the past. It’s now showing glimmers of how it might forever change the learning process, one of the oldest skills that mankind has mastered.
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How a University Fights to Keep Students' Demographics From Becoming Their Destiny

How a University Fights to Keep Students' Demographics From Becoming Their Destiny | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it

At the University of North Carolina at Greensboro, it involves hard numbers and a human touch.

“We have to be vigilant. There can't be a pattern in who doesn't make it.”

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Will You Graduate? Ask Big Data

Will You Graduate? Ask Big Data | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Colleges are turning to predictive analytics to pinpoint hotspots for failure — say, a C in English comp, a B in a foundational course in your major.
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Digital Badges and Learning Analytics Provide Differentiated Assessment Opportunities

Digital Badges and Learning Analytics Provide Differentiated Assessment Opportunities | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Learning analytics can play a role in helping open digital badges and differentiated assessment reach their potential by producing both public evidence for badges and private artifacts to support differentiated assessment at scale.
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Will You Graduate? Ask Big Data

Will You Graduate? Ask Big Data | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
“Most of the predictive-analytics people are looking at grades,” Dr. Ram said. “A lot of times it’s not the grades but whether they feel comfortable and socially integrated. If they are not socially integrated, they drop out.”

Dr. Ram has tracked nearly 30,000 students over the last three years. Matching her findings against actual dropouts, she said, she has an accuracy rate of about 85 percent, but her project is still in the testing phase. She says identities are kept private.

That’s a major concern about big data: that student details could become public. It is not the only issue. Martin Kurzweil, a program director at Ithaka S + R, an education research organization, worries that students whose performance is setting off alarms could be discouraged from following their passion. “Algorithm is not destiny,” he said. “It’s important that human judgment is never removed from the process and that there is always an opportunity for a student to appeal a pathway that’s being plotted for them.”
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EXCLUSIVE: They’re here–robots are teaching your children

EXCLUSIVE: They’re here–robots are teaching your children | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Classes in a suburban Los Angeles elementary school were successfully taught by teacher robots during the 2015-2016 school year.

Unbeknownst to parents, all first-grade classes in a suburban Los Angeles elementary school were successfully taught by teacher robots during the 2015-2016 school year.

Only one parent was in on the secret. John Miller*, whose family moved to the area from Silicon Valley and whose son Jack enrolled as a new first-grade student last school year, first approached the district superintendent three years ago with a radical idea.

“We’ve been working on some super cool artificial intelligence (AI), and in lab tests, the AI robots demonstrated instructional capability,” Miller said. “I wanted to see if they could teach real students, because we’ve seen robots help children with social-emotional learning.”
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Code of practice for learning analytics: A literature review of the ethical and legal issues

Code of practice for learning analytics: A literature review of the ethical and legal issues | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
Consultation by Jisc with representatives from the UK higher and further education sectors has identified a requirement for a code of practice for learning analytics.The complex ethical and legal issues around the collection and processing of student data to enhance educational processes are seen by universities and colleges as barriers to the development and adoption of learning analytics (Sclater 2014a).Consequently a literature review was commissioned by Jisc to document the main challenges likely to be faced by institutions and to provide the background for a sector-wide code of practice.This review incorporates many relevant issues raised in the literature and the legislation though it is not intended to provide definitive legal advice for institutions.It draws from 86 publications, more than a third of them published within the last year, from a wide range of sources including:

»The literature around learning analytics which makes explicit reference to legal and ethical issues
»Articles and blogs around the ethical and legal issues of big data
»A few papers which concentrate specifically on privacy
»Relevant legislation, in particular, the European Data Protection Directive 1995 and the UK Data Protection Act 1998
»Related codes of practice from education and industry

Expressing issues as questions can be a useful way of making some of the complexities more concrete.93questions have been extracted from the literature and are incorporated in the relevant sections of the review.They arise mainly in the areas of awareness, consent, ownership, control, the obligation to act, interventions, triage and the impacts on student behaviour.These headings, highlighted in the word cloud below, give an instant flavour of the main ethical, procedural and legal concerns around the implementation of learning analytics being raised by researchers and practitioners.
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The future of higher education is a responsive classroom - eCampus News

The future of higher education is a responsive classroom - eCampus News | Learning Analytics, Educational Data Mining, Adaptive Learning in Higher Education | Scoop.it
How colleges and universities can create a responsive classroom by using data to help courses keep up with changing markets and personalize learning.

When it comes to continuing education and skills-based learning, one of the biggest challenges that universities face is ensuring quality and uniformity of results.

Students trust universities to deliver on the promise that every topic taught is relevant, marketable, and will lead to clear returns on their investments (ROIs). But how do universities respond to changing market demands and variable classroom profiles, while also administering to the needs of thousands of students each year? How can institutions create a responsive classroom?
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SUPPORTING STUDENTS’ OWNERSHIP OF THEIR LEARNING WITH ANALYTICS

The Faculty of Engineering, Architecture and Information Technology (EAIT) at the University of Queensland has looked at learning analytics in new ways to encourage students to take ownership of their own learning.
For more information please see: https://www.elipse.uq.edu.au/
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