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Penetrating the Fog: Analytics in Learning and Education (EDUCAUSE Review) | EDUCAUSE - 1 views

www.educause.edu/...235017
shared by andrei gausling on 12 Mar 12 - No Cached
  • But the most dramatic factor shaping the future of higher education is something that we can’t actually touch or see: big data and analytics. Basing decisions on data and evidence seems stunningly obvious, and indeed, research indicates that data-driven decision-making improves organizational output and productivity.
  • According to the 1st International Conference on Learning Analytics and Knowledge, “learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimising learning and the environments in which it occurs.”
  • Analytics spans the full scope and range of activity in higher education, affecting administration, research, teaching and learning, and support resources.
  • ...4 more annotations...
  • How do big data and analytics generate value for higher education? They can improve administrative decision-making and organizational resource allocation. They can identify at-risk learners and provide intervention to assist learners in achieving success. By analyzing discussion messages posted, assignments completed, and messages read in LMSs such as Moodle and Desire2Learn, educators can identify students who are at risk of dropping out.13 They can create, through transparent data and analysis, a shared understanding of the institution’s successes and challenges. They can innovate and transform the college/university system, as well as academic models and pedagogical approaches. They can assist in making sense of complex topics through the combination of social networks and technical and information networks: that is, algorithms can recognize and provide insight into data and at-risk challenges. They can help leaders transition to holistic decision-making through analyses of what-if scenarios and experimentation to explore how various elements within a complex discipline (e.g., retaining students, reducing costs) connect and to explore the impact of changing core elements. They can increase organizational productivity and effectiveness by providing up-to-date information and allowing rapid response to challenges. They can help institutional leaders determine the hard (e.g., patents, research) and soft (e.g., reputation, profile, quality of teaching) value generated by faculty activity.14 They can provide learners with insight into their own learning habits and can give recommendations for improvement. Learning-facing analytics, such as the University of Maryland, Baltimore County (UMBC) Check My Activity tool, allows learners to “compare their own activity . . . against an anonymous summary of their course peers.”15
    • Tess T
      Tess T on 12 Mar 12
       
      Number two talks about customizing learning through analytics by  recognizing at-risk learners and helping them learn better.
    • Tess T
      Tess T on 12 Mar 12
       
      Number nine also talks about customizing how students are taught. It says that Learning Analytics "can provide learners with insight into their own learning habits and can give recommendations for improvement."
  • Analytics in education must be transformative, altering existing teaching, learning, and assessment processes, academic work, and administration.
    • Tess T
      Tess T on 12 Mar 12
       
      This right here is directly talking about using learning analytics to customize   how students are taught
  • Undoubtedly, analytics and big data have a significant role to play in the future of higher education. The growing role of analysis techniques and technologies in government and business sectors affirms this trend. In education the value of analytics and big data can be found in (1) their role in guiding reform activities in higher education, and (2) how they can assist educators in improving teaching and learning.
    • Tess T
      Tess T on 12 Mar 12
       
      So pretty much this is saying that Learning Analytics can improve education because it can assist educators and help them improve their teaching and education based off of the data that they find about their students
    • Tess T
      Tess T on 12 Mar 12
       
      Learning Analytics helps educators find out whats wrong and change it around the student so the student can get the best education possible
  • Learning analytics is essential for penetrating the fog that has settled over much of higher education. Educators, students, and administrators need a foundation on which to enact change. For educators, the availability of real-time insight into the performance of learners—including students who are at-risk—can be a significant help in the planning of teaching activities. For students, receiving information about their performance in relation to their peers or about their progress in relation to their personal goals can be motivating and encouraging. Finally, administrators and decision-makers are today confronted with tremendous uncertainty in the face of budget cuts and global competition in higher education. Learning analytics can penetrate the fog of uncertainty around how to allocate resources, develop competitive advantages, and most important, improve the quality and value of the learning experience.
    • Tess T
      Tess T on 12 Mar 12
       
      This is a super helpful and straight forward answer to the question "how can learning analytics improve education." You can't get any clearer that that!
  • Tess T on 12 Mar 12
     
    This source was written by George Siemens,who works in the Technology Enhanced Knowledge Research Institute at Athabasca University, and Phil Long, a Director of the Centre for Education Innovaton and Technology at the University of Queensland.  This site talks about how Analytics are used and what they are used for in Education
  • alliem_pphs on 14 Mar 12
     
    I really think this website can help anyone with a "foggy" idea of learning analytics.  Explains what to do with them above and beyond.  Woo hoo.
  • andrei gausling on 25 Mar 12
     
    This article is about how data mining and research can help make decisions. This process is using statistical information instead of using informal guessing. It is beginning to be used on a wide level including medicine , business , and social programs and schools. It also says that education most have a reform and learning anaylitcs will have the biggest impact in deciding what will change or what will be added. So many of the students now a days spends time on the internet with social media and this leaves a foot print which leaves data of how their learning process works. Learning anaylitics is important because it benefits administrative and student purposes.
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elearnspace › Learning Analytics 2011: Reflections - 0 views

www.elearnspace.org/...ing-analytics-2011-reflections learning_analytics
shared by Joy Lauer on 14 Mar 12 - No Cached
  • 1. Analytics will be huge in education and are coming faster than almost anyone can anticipate. 2. Analytics are growing in prominence in many different disciplines and from all parts of the education system. Researchers from different fields found shared space in the analytics discussion. Are analytics the “universal decoder” for education reform? 3. Ethics are going to be an enormous concern. We all acknowledged it. No clear way forward exists at this stage. 4. Analytics can be applied across the full spectrum of education: for teachers, learners, administrators, policy makers, and government officials. 5. Student success, based partly in adaptive and personal learning, is a substantial motivator for foundations, administrators, and politicians. Under various covers (college completion, accountability, increased institutional effectiveness) analytics will be appropriated to serve numerous ideals, causes, and visions. 6. Brace yourself for the usual hype cycle: analytics will be everything, they will cure all ails, they will transform education, they will [_____]. Purchase your Batman Consultant-Repellant spray now.
  • Joy Lauer on 14 Mar 12
     
    This shows 6 different things that are about Learning Analytics. 
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The B-School Case Study Gets a Digital Makeover - Businessweek - 0 views

www.businessweek.com/...digital-makeover-07252011.html
shared by Elena Ares on 16 Mar 12 - No Cached
    • Elena Ares
      Elena Ares on 16 Mar 12
       
      Starting out how tablets are so easy to use instead of sifting through 500 pages to find case studies and course materials
  • Next, Okun unsheathes the alternative: an iPad (AAPL) edition of the same course materials—a feature NYU introduced last year. In each digital case study, students can highlight material in fluorescent colors and take notes. A tap on the screen allows them to skip to an exhibit at the end of a document, and then follow the menu back to where they left off reading—with no virtual or actual page-leafing required. All the features work offline.
  • Over the ensuing 87 years, the case study has undergone some changes but remains much as it was at its inception—a straightforward narrative of business success or failure. Tablet technology may make the case study more of an interactive experience.
  • ...4 more annotations...
  • arvard Business School, the largest publisher of case studies in North America, is in the process of converting 3,500 of its files to tablet-enhanced formats during this school year and expects to finish converting its library of 17,000 titles by 2013.
  • The tablet medium also seems ideal for simulated cases, says Glenn Rowe, a professor at the Ivey school and author of nearly 40 case studies. In role-playing exercises, prices and other variables can change on the fly. Students may also be smacked with unexpected events, such as their biggest competitor slashing prices, or by their receiving a higher-than-expected counterbid after a merger proposal. Students choose what they would do, and the simulation immediately tells them the consequence of that action.
    • Elena Ares
      Elena Ares on 16 Mar 12
       
      Real world scenarios for the students to learn on  
  • Students are also more inclined to use tablets for supplemental reading. (Assuming prices are the same, 86 percent of college students say they prefer a hard copy textbook to an e-textbook, according to the market research firm Student Monitor.)
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