Retrieved from Smartsparrow.com |
The challenges faced by adaptive learning proponents
are still significant. First, for systems to adapt accurately to multiple
students, they need a massive data set to analyze. This data set can be very difficult
to obtain (Fain, 2014). Additionally, there are privacy concerns surrounding the
sharing of that data, and challenges with generalizing adaptation techniques
outside of a very few subjects (e.g. language, math, and SAT preparation)
(Lowendahl, 2014). Finally, Zimmer (2014) introduces the potential of poor
implementations by faculty members or trainers utilizing adaptive learning
platforms to generate content to sour the adoption potential of others.
However, if these challenges can be overcome,
the benefits to students and society are significant. In theory, if expanded to
multiple topics and successful for multiple student types, adaptive learning
systems could improve everything from student engagement, to grade point
averages, to graduation rates, and flexible learning. (Lowendahl, 2014; Zimmer,
2014). The impact these improvements would have on society are broad and
encompassing, and could include economic improvement, job growth, and national
increases in STEM performance.
The biggest pitfall is the lack of large and
structured data sets to steer adaptive learning processes. Solutions could
include agreements between governments, schools, and adaptive learning
companies to anonymously share data sets equally to engender the quickest time
to realization through healthy competition and collaborative research and
development.
Some examples of Adaptive Learning companies, platforms,
and schools:
Fain, P. (2014, October 10). Online and In Control. Retrieved from Inside Higher Ed Web site:
https://www.insidehighered.com/news/2014/10/10/emerging-adaptive-software-puts-faculty-members-charge-course-creation
Laureate Education. (Producer). (2014a). David Thornburg: What is emerging technology?
[Video File]. Video posted to Walden University Web site:
https://class.waldenu.edu/webapps/blackboard/content/listContent.jsp?course_id=_7461404_1&content_id=_25128482_1
Laureate Education. (Producer). (2014b). Elliot Soloway: Emerging vs. emerged
technologies [Audio File]. Video posted to Walden University Web site:
https://class.waldenu.edu/webapps/blackboard/content/listContent.jsp?course_id=_7461404_1&content_id=_25128482_1
Lowendahl, J. M. (2014, July 23). Hype Cycle for Education, 2014. Retrieved from Gartner Web site:
http://www.gartner.com/document/2806424?ref=exploremq
Rogers, E. M. (2003). Diffusion of innovations (5th ed.). New York, NY: Free Press.
Zimmer, T. (2014, December 1). The Adaptive Advantage: How E-Learning Will Change Higher Ed.
Retrieved from Forbes Web site:
http://www.forbes.com/sites/ccap/2014/12/01/the-adaptive-advantage-how-e-learning-will-change-higher-ed/
This is so interesting, Brad! Isn't this close to your dissertation topic? I think some people might think this could be too "Big Brother"ish...But knowing what the students think is so important as an educator to make better choices in the design of the curriculum. How did you decide upon this idea?
ReplyDeleteIt is not part of my dissertation. At least, not at this point! I found it as I was reviewing some blogs and looking at the Gartner Hype Cycle for Education. I am interested in following some of these companies to see where it goes.
DeleteBrad,
ReplyDeleteWhat an awesome post! The one thought that sticks out to me the most is how beneficial it could be to the “overall” student! According to your paragraph on overcoming challenges, we would be able to reach more students, raise grade point averages, increase graduations rates and have flexible learning! We need this right away! With all of this possible success-economically we would improve as well. Why do you think we have not gone more towards this? Does it cost more than we are willing to spend?
This is definitely something that I would like to do more research on to see if anyone has successfully used it and seen results.
Thanks for your blog and opening my eyes to adaptive learning!
Tyese
Hi Tyese,
DeleteAt the moment, having not done a lot of research on the topic, I think the biggest challenges are the money involved in getting the data-set necessary to allow for real time adaptation, and the R&D necessary to generalize it to a large variety of subjects.
Great post Brad! I really liked the part about how in theory there could be improvement in the outcome for students. Especially with student engagement. As educators we are always trying to find ways to engage the students.
ReplyDeleteThank you Anthony. I think we are all chasing after that holy grail, and often see glimpses of what it looks like, but like Arthur, are never really able to grasp it fully.
Delete