Learning Analytics, Educational Data Mining, Adaptive Learning
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Learning Analytics, Educational Data Mining, Adaptive Learning
Making sense of results and student activity
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Analytics: Changing the Conversation (EDUCAUSE Review) | EDUCAUSE.edu

Analytics: Changing the Conversation (EDUCAUSE Review) | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

We live in an information culture. We are accustomed to having information instantly available and accessible, along with feedback and recommendations. We want to know what people think and like (or dislike). We want to know how we compare with "others like me." Just as analytics powers Amazon.com, Netflix, TheRestaurantFinder.com, and Yelp, it can support tools for student empowerment.

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Learning Analytics and Knowledge | Canvas Network

Learning Analytics and Knowledge | Canvas Network | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

"This course will provide a generally non-technical introduction to learning analytics and how they are being deployed in various contexts in the education field. Additionally, the tools and methods, ethics and privacy, and systemic impact of analytics will be explored, presenting a broad overview of the current state and possible future directions of the field.

 

Capturing and analyzing data has changed how decisions are made and resources are allocated in the fields of business, journalism, government, military, and intelligence. Through better use of data, leaders are able to plan and enact strategies with greater clarity and confidence. Data is a value point that drives increased organizational efficiency and a competitive advantage. Analytics provide new insight and actionable intelligence. Companies such as Microsoft, IBM, Google, and Amazon are investing heavily in technologies and techniques to help individuals and organizations make sense of and unlock the value within big data..."


Via Jenny Pesina
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Learning Analytics: The Next Generation Initiative in Student Assessment

Learning Analytics: The Next Generation Initiative in Student Assessment | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
There is probably no segment of activity in the education world attracting as much attention at present as that of knowledge management in terms of learning analytics. Learning analytics as defined...
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Rescooped by Kim Flintoff from The Mixing Panel
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2012 Sensemaking Analytics by George Siemens

Presentation to EDUCAUSE online session on learning analytics...and Sensemaking...


Via Ana Cristina Pratas, catspyjamasnz
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Understanding the Limits of Altmetrics: Slideshare Statistics

Understanding the Limits of Altmetrics: Slideshare Statistics | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
About AltMetrics Cricketers like statistics, as we know from the long-standing popularity of Wisden, the cricketing almanack which was first published in 1854. Researchers have similar interests wi...
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Rescooped by Kim Flintoff from A New Society, a new education!
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Penetrating the Fog: Analytics in Learning and Education

Penetrating the Fog: Analytics in Learning and Education | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
EDUCAUSE Review Online...

Via Ana Cristina Pratas, Adelina Silva, juandoming
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Rescooped by Kim Flintoff from Learning and Teaching Technologies
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Infographic: Learning Analytics 101

Infographic: Learning Analytics 101 | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Learning Analytics can leverage education data and have a true impact on student’s educational experience.

Via SHIFT eLearning, Costas Vasiliou, Daniel Tan
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Analytics must be centre stage

Analytics must be centre stage | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Analytics experts can make crucial business decisions at record speed, and without the need for senior management help.
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2012 ECAR Study of Analytics in Higher Education | EDUCAUSE.edu

2012 ECAR Study of Analytics in Higher Education | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Analytics in Higher Education: Benefits, Barriers, Progress, and Recommendations

 

The objectives of this research were to assess the current state of analytics in higher education, outline the challenges and barriers to using analytics, and develop a maturity index to provide a common means of assessing progress in analytics.

 

Downloads available:


- Complete report

- Infographic

- Slide presentation

- Data Tables

- Survey Instrument

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Analytics in Progress: Technology Use, Student Characteristics, and Student Achievement (EDUCAUSE Review) | EDUCAUSE.edu

Analytics in Progress: Technology Use, Student Characteristics, and Student Achievement (EDUCAUSE Review) | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
EDUCAUSE Review Online...

 

Key Takeaways

 

To take its existing data analysis efforts deeper, Chico State University is studying how student achievement is related to (LMS) use and student characteristics.

 

The project is also assessing whether student achievement in courses that have been redesigned to include technology correlates with LMS use.

 

Among the project's early findings are the importance of LMS data filtering, incongruences between LMS course hits and time spent on activities, and that students from low-income families use the LMS more frequently (and longer) than students from higher-income families.

 

If successful, this project will be scaled out across other courses at Chico State, University and it is designed for easy adoption by other California State University campuses by using common student data definitions and shared interests about student success.

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Infographic: Social Media Analytics - Raven Internet Marketing Tools

Infographic: Social Media Analytics - Raven Internet Marketing Tools | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Last month, Araceli Perez of e-interactive created a fantastic infographic resource for social media analytics. The infographic was compiled from Ara ...
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Let's Talk ... Analytics (EDUCAUSE Review) | EDUCAUSE.edu

Let's Talk ... Analytics (EDUCAUSE Review) | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Talk about analytics seems to be everywhere. Everyone is talking about analytics. Presidents are talking. CIOs are talking. Corporate representatives are talking. Government representatives are talking. Media pundits are talking. Yet even with all the talk, many in higher education have questions about—and objections to—using analytics in colleges and universities.
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What is Analytics? | Educause

We asked several higher ed professionals what analytics means to them. The results provide an insight into the nature of analytics and what it means to higher education institutions.
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"No More Excuses": Michael M. Crow on Analytics (EDUCAUSE Review) | EDUCAUSE.edu

"No More Excuses": Michael M. Crow on Analytics (EDUCAUSE Review) | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

If you are instead trying to educate a broader spectrum of the population, including elite students, and you aren't using analytics, you won't know what's going on.

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Top Ed-Tech Trends of 2012: Education Data and Learning Analytics

Top Ed-Tech Trends of 2012: Education Data and Learning Analytics | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Part 7 of my Top Ed-Tech Trends of 2012 series

I chose “data” as one of the top trends of 2011, and the opening line of that article reads “If data was an important trend for 2011, I predict it will be even more so in 2012.” Indeed. There’s a great deal that happened in 2012 that’s a continuation of what we saw last year — enough that I could probably just copy-and-paste from the article I wrote back then:
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Scooped by Kim Flintoff
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Opening Up Learning Analytics for the Community College -- Campus Technology

Opening Up Learning Analytics for the Community College -- Campus Technology | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
The Open Academic Analytics Initiative, an NGLC grant recipient, is seeking to engender an ecosystem for learning analytics based on open source technologies.
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Learning Analytics - An Overview of a Research Community

An overview of learning analytics as of autumn 2012. Presentation to an internal OU audience (the Student Statistics and Surveys Team).
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IT Infrastructure to Support Analytics: Laying the Groundwork for Institutional Analytics | EDUCAUSE.edu

IT Infrastructure to Support Analytics: Laying the Groundwork for Institutional Analytics | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Abstract

Analytics has become a hot topic in the educational community, and several key questions must be addressed concerning the infrastructure of an analytics program. These issues include the systems and tools used for analytics, data sources and models, and governance structures. This research bulletin broadly addresses these functions and related activities of the IT department that are important to providing analytics infrastructure.

 

KF:  Login reqd.

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Rescooped by Kim Flintoff from Infographics for education
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Learning Analytics: Leveraging Education Data [Infographic] - AvatarGeneration

Learning Analytics: Leveraging Education Data [Infographic] - AvatarGeneration | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Very nice Infographic from OpenColleges about learning analytics. “When you hear “analytic,” you might think of...

Via S. Lustenhouwer
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Infographic: Learning Analytics 101, How Data Could Change Everything | WiredAcademic

Infographic: Learning Analytics 101, How Data Could Change Everything | WiredAcademic | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Data in the classroom is not new, it's just that new tools and software have begun to harness all the information and digest it. Here's a primary on what's next.
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What a Tech Start-Up's Data Say About What Works in Classroom Forums - Wired Campus - The Chronicle of Higher Education

What a Tech Start-Up's Data Say About What Works in Classroom Forums - Wired Campus - The Chronicle of Higher Education | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

There’s big talk these days about “big data” in education—looking for patterns of behavior as students click through online classrooms and using the insights to improve instruction. One start-up company that manages online discussion forums for thousands of courses recently performed its first major analysis of behavioral trends among students, and found what its leaders say amounts to advice for instructors.

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The Fight for the Future of Influencer Analytics

The Fight for the Future of Influencer Analytics | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Klout and Kred use single score influence metrics that are comprised by many data points. A new crop of software provides channel-specific scores-Which is best?
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Rescooped by Kim Flintoff from MOOCs, SPOCs and next generation Open Access Learning
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Daphne Koller: What we're learning from online education | Video on TED.com

TED Talks Daphne Koller is enticing top universities to put their most intriguing courses online for free -- not just as a service, but as a way to research how people learn.

 

Each keystroke, comprehension quiz, peer-to-peer forum discussion and self-graded assignment builds an unprecedented pool of data on how knowledge is processed and, most importantly, absorbed.

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What Does Analytics Mean for Higher Education? | EDUCAUSE.edu

What Does Analytics Mean for Higher Education? | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Abstract

Analytics: A 3 Day Sprint - July 24th, 2012

Hear what analytics means for higher education and IT from experienced leaders. Preview the results of a nationwide survey of analytics in higher education. Learn about the “big questions” analytics raises.

 

KF:  Here are the first of the resources emerging from the sprint.  The webinar recording, slide sets, video and other materials..

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EDUCAUSE Analytics 3-Day Sprint | July 24–26, 2012 │ Online

EDUCAUSE Analytics 3-Day Sprint | July 24–26, 2012 │ Online | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Join us for these free, daily webinars to discuss the challenges and opportunities of analytics in higher education. These webinars align with the Sprint's daily themes and allow participants to interact with guest speakers, hosts, and fellow participants.

 

Each seminar will be delivered live using Adobe Connect (an online audio and video/image presentation technology), which allows you to interact through your web browser.

 

Because enrollment in each live webinar is limited, register early. If a webinar you are interested in is either filled or scheduled for an inconvenient time, you can access the recording shortly after the live session (from this web page).

 

Day 1:  What Does Analytics Mean for Higher Education?

Day 2:  Analytics for Teaching, Learning, and Student Success

Day 3:  Analytics for Enterprise Efficiency and Effectiveness

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