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Learning Analytics Research for LMS Course Design: Two Studies | EDUCAUSE - 4 views

  • In 2014 the EDUCAUSE Center for Applied Research (ECAR) identified three key motivators for faculty use of IT: (1) evidence of benefit to students, (2) course release time, and (3) confidence the technology will work.1
  • In particular, we found that faculty use of the grade center, which ECAR found that students value more than any LMS function,2 is positively related to student outcomes.
  • To frame our discussion, consider the following: If you could predict with 100 percent accuracy which students would succeed or fail — in classes, programs, or graduation — what would you do to intervene and change the predicted outcome? Or as Mike Sharkey, VP of Analytics at Blackboard, often says, "If you're a dog chasing a car, what would you actually do if you caught it?"
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  • In our experience, this critical transition from prediction to intervention (and assessment of the resulting impact) is actually quite rare in higher education learning analytics research and practice.
Sasha Thackaberry

The Future of Higher Education | Higher Ed Beta @insidehighered - 0 views

  • With a number of leading for-profits beset by legal and financial woes, enrollment in online education leveling off, and MOOCs off the front pages, one might reasonably conclude that the threats to higher ed posed by what was hailed as “disruptive innovation” have abated. 
  • No so. At this point, institutions are disrupting themselves from the inside out, not waiting for the sky to fall. True disruption occurs when existing institutions begin to embrace the forces of transformation.
  • The innovations taking place may not seem to be as dramatic as those that loomed in 2012, but the consequences are likely be even more far-reaching, challenging established business and staffing models.
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  • Innovation 1:  Learning Analytics
  • Innovation 2:  Microcredentialing
  • Innovation 3:  Competency-Based Education
  • Especially attractive is competency-based education’s prospect of accelerating time to degree, since students can potentially receive credit for skills and knowledge acquired through life experience or alternative forms of education.
  • But with the U.S. Department of Education and accreditors increasingly willing to allow institutions to experiment with competency-based models and direct assessment, such programs are poised to take off. The trend is moving beyond just a few institutions like Western Governors University, as even Harvard Business School, for example, launched its HBX CORe program, a “boot camp” for liberal arts college students who want to understand the fundamentals of business. 
  • Innovation 4:  Personalized Adaptive Learning
  • Personalization has been the hallmark of contemporary retailing and marketing, and now it’s coming to higher education
  • But recognition of the fact that all students do not learn best by following the same path at the same pace is beginning to influence instructional design even in traditional courses, which are beginning to offer students customized trajectories through course material.
  • Innovation 5:  Curricular Optimization
  • Convinced that a curricular smorgasbord of disconnected classes squanders faculty resources and allows too many students to graduate without a serious understanding of the sweep of human history, the diversity of human cultures, the major systems of belief and value, or great works of art, literature, and music, a growing number of institutions have sought to create a more coherent curriculum for at least a portion of their student body.
  • Innovation 6:  Open Educational Resources
  • companies like Learning Ace are creating new portals that allow faculty and students to easily search for content in e-books, subscription databases, and on the web.
  • Innovation 7:  Shared Services
  • By promoting system-wide or state-wide purchasing, institutions seek to take advantage of scale in procurement of software and other services.
  • large-scale data storage, and high bandwidth data access, enables researchers within 15 UT System institutions to collaborate with one another
  • Innovation 8:  Articulation Agreements
  • As more and more students enroll in community college to save money, a great challenge is to insure that courses at various institutions are truly equivalent, which will require genuine collaboration between faculty members on multiple campuses.
  • Innovation 9:  Flipped Classrooms
  • By inverting the classroom, off-loading direct instruction and maximizing the value of face-to-face time, the flipped classroom are supposed to help students understand course material  in greater depth.
  • Institutions like MIT, “Future of MIT Education” and Stanford, “Stanford2025,” aware of such tensions and risks, are taking both bottom-up and top-down approaches to ensure they get the best of the flipped classroom without sacrificing face-to-face interactions.
  • Innovation 10:  One-Stop Student Services
  • A growing number of institutions are launching a single contact point for student services, whether involving registration, billing, and financial aid, academic support, or career advising.  The most innovative, inspired by the example of the for-profits, make services available anytime. When it opens in Fall 2015, the new University of Texas Rio Grande Valley, which will serve an expansive 60-mile-wide region, will offer students a holistic student lifecycle management and CRM and support system accessible across the region.
  • Even as these ten innovations gradually become part of the higher education ecosystem, several new educational models are appearing, which potentially challenge business as usual.
  • Model 1:  New Pathways to a Bachelors Degree
  • Early college/dual enrollment programs that grant high school students college credit.  Expanded access to Advanced Placement courses. Bachelor degree-granting community colleges. Three-year bachelors degree programs. All of these efforts to accelerate time to degree are gaining traction. Particularly disruptive is the way students now consume higher education, acquiring credits in a variety of ways from various providers, face-to-face and online.
  • Model 2:  The Bare-bones University
  • The University of North Texas’s Dallas campus, designed with the assistance of Bain & Company, the corporate management consulting  firm, has served as a prototype for a lower-cost option, with an emphasis on teaching and mentoring, hybrid and online courses (to minimize facilities’ costs), and a limited number of majors tied to local workforce needs. 
  • Model 3:  Experimental Models
  • Minerva Project, seek to reinvent the university experience by combining a low residency model, real-world work experience through internships, and significantly reduced degree costs through scaled online learning
  • the University of Phoenix, Kaplan, and other online-only institutions have created physical locations and even MOOC providers stress the importance of learner MeetUps and are focused on implementing hybrid courses on traditional campuses.
  • While some corporations partner with academic institutions (GM, for example, offers a MBA through Indiana University), the number of stand-alone corporate universities now exceeds 4,200
  • Model 4:  Corporate Universities
  • Although these corporate units do not offer degrees, they may well pose a threat to traditional universities in two ways.  First, by their very existence, the corporate universities infer that existing undergraduate institutions fail to prepare their graduates for the workplace. Second, these entities may well displace enrollment in existing graduate and continuing education programs.
  • Model 5: All of the Above
  • The irony may be that all the so-called disruption will actually bring higher education back to its core mission. In the words of the public intellectual du jour, William Deresiewicz, “My ultimate hope is that [college] becomes recognized as a right of citizenship, and that we make sure that that right is available to all.”
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    "With a number of leading for-profits beset by legal and financial woes, enrollment in online education leveling off, and MOOCs off the front pages, one might reasonably conclude that the threats to higher ed posed by what was hailed as "disruptive innovation" have abated.  No so. At this point, institutions are disrupting themselves from the inside out, not waiting for the sky to fall. True disruption occurs when existing institutions begin to embrace the forces of transformation."
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