Searching for "analytics"
Center for Digital Education (CDE)
real-time impact on curriculum structure, instruction delivery and student learning, permitting change and improvement. It can also provide insight into important trends that affect present and future resource needs.
Big Data: Traditionally described as high-volume, high-velocity and high-variety information.
Learning or Data Analytics: The measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs.
Educational Data Mining: The techniques, tools and research designed for automatically extracting meaning from large repositories of data generated by or related to people’s learning activities in educational settings.
Predictive Analytics: Algorithms that help analysts predict behavior or events based on data.
Predictive Modeling: The process of creating, testing and validating a model to best predict the probability of an outcome.
Data analytics, or the measurement, collection, analysis and reporting of data, is driving decisionmaking in many institutions. However, because of the unique nature of each district’s or college’s data needs, many are building their own solutions.
For example, in 2014 the nonprofit company inBloom, Inc., backed by $100 million from the Gates Foundation and the Carnegie Foundation for the Advancement of Teaching, closed its doors amid controversy regarding its plan to store, clean and aggregate a range of student information for states and districts and then make the data available to district-approved third parties to develop tools and dashboards so the data could be used by classroom educators.22
Tips for Student Data Privacy
Know the Laws and Regulations
There are many regulations on the books intended to protect student privacy and safety: the Family Educational Rights and Privacy Act (FERPA), the Protection of Pupil Rights Amendment (PPRA), the Children’s Internet Protection Act (CIPA), the Children’s Online Privacy Protection Act (COPPA) and the Health Insurance Portability and Accountability Act (HIPAA)
— as well as state, district and community laws. Because technology changes so rapidly, it is unlikely laws and regulations will keep pace with new data protection needs. Establish a committee to ascertain your institution’s level of understanding of and compliance with these laws, along with additional safeguard measures.
Make a Checklist Your institution’s privacy policies should cover security, user safety, communications, social media, access, identification rules, and intrusion detection and prevention.
Communicate, Communicate, Communicate
Students, staff, faculty and parents all need to know their rights and responsibilities regarding data privacy. Convey your technology plans, policies and requirements and then assess and re-communicate those throughout each year.
“Anything-as-a-Service” or “X-as-a-Service” solutions can help K-12 and higher education institutions cope with big data by offering storage, analytics capabilities and more. These include:
• Infrastructure-as-a-Service (IaaS): Providers offer cloud-based storage, similar to a campus storage area network (SAN)
• Platform-as-a-Service (PaaS): Opens up application platforms — as opposed to the applications themselves — so others can build their own applications
using underlying operating systems, data models and databases; pre-built application components and interfaces
• Software-as-a-Service (SaaS): The hosting of applications in the cloud
• Big-Data-as-a-Service (BDaaS): Mix all the above together, upscale the amount of data involved by an enormous amount and you’ve got BDaaS
Use accurate data correctly
Define goals and develop metrics
Eliminate silos, integrate data
Remember, intelligence is the goal
Maintain a robust, supportive enterprise infrastructure.
Prioritize student privacy
Develop bullet-proof data governance guidelines
Create a culture of collaboration and sharing, not compliance.
more on big data in this IMS blog:
Microsoft Azure /ˈæʒər/ is a cloud computing platform and infrastructure, created by Microsoft, for building, deploying and managing applications and services through a global network of Microsoft-managed and Microsoft partner hosted datacenters. It provides both PaaS and IaaS services and supports many different programming languages, tools and frameworks, including both Microsoft-specific and third-party software and systems. Azure was announced in October 2008 and released on 1 February 2010 as Windows Azure, before being renamed to Microsoft Azure on 25 March 2014.
Predictive Analytics and Azure Machine Learning
Predictive Analytics with Microsoft Azure Machine Learning
From ASP.NET Site to Mobile App:
7 Things You Should Know About Developments in Instructional Design
Please read the entire EducCause article here: eli7120
discussion of IMS with faculty:
- pedagogical theories
- learning outcome
- design activities
- students’ multimedia assignments, which lead to online resources
- collaboration with other departments for the students projects
- moving the class to online environment (even if kept hybrid)
What is it?
the complexity of the learning environment is turning instructional design into a more dynamic activity, responding to changing educational models and expectations. Flipped classrooms, makerspaces, and competency-based learning are changing how instructors work with students, how students work with course content, and how mastery is verified. Mobile computing, cloud computing, and data-rich repositories have altered ideas about where and how learning takes place.
How does it work?
One consequence of these changes is that designers can find themselves filling a variety of roles. Today’s instructional designer might work with subject-matter experts, coders, graphic designers, and others. Moreover, the work of an instructional designer increasingly continues throughout the duration of a course rather than taking place upfront.
Who’s doing it?
The responsibility for designing instruction traditionally fell to the instructor of a course, and in many cases it continues to do so. Given the expanding role and landscape of technology—as well as the growing body of knowledge about learning and about educational activities and assessments— dedicated instructional designers are increasingly common and often take a stronger role.
Why is it significant?
The focus on student-centered learning, for example, has spurred the creation of complex integrated learning environments that comprise multiple instructional modules. Competency-based learning allows students to progress at their own pace and finish assignments, courses, and degree plans as time and skills permit. Data provided by analytics systems can help instructional designers predict which pedagogical approaches might be most effective and tailor learning experiences accordingly. The use of mobile learning continues to grow, enabling new kinds of learning experiences.
What are the downsides?
Given the range of competencies needed for the position, finding and hiring instructional designers who fit well into particular institutional cultures can be challenging to the extent that instructors hand over greater amounts of the design process to instructional designers, some of those instructors will feel that they are giving up control, which, in some cases, might appear to be simply the latest threat to faculty authority and autonomy. My note: and this is why SCSU Academic Technology is lead by faculty not IT staff.
Where is it going?
In some contexts, instructional designers might work more directly with students, teaching them lifelong learning skills. Students might begin coursework by choosing from a menu of options, creating their own path through content, making choices about learning options, being more hands-on, and selecting best approaches for demonstrating mastery. Educational models that feature adaptive and personalized learning will increasingly be a focus of instructional design. My note: SCSU CETL does not understand instructional design tendencies AT ALL. Instead of grooming faculty to assume the the leadership role and fill out the demand for instructional design, it isolates and downgrades (keeping traditional and old-fashioned) instructional design to basic tasks of technicalities done by IT staff.
What are the implications for teaching and learning?
By helping align educational activities with a growing understanding of the conditions,
tools, and techniques that enable better learning, instructional designers can help higher education take full advantage of new and emerging models of education. Instructional
designers bring a cross-disciplinary approach to their work, showing faculty how learning activities used in particular subject areas might be effective in others. In this way, instructional
designers can cultivate a measure of consistency across courses and disciplines in how educational strategies and techniques are incorporated. Designers can also facilitate the
creation of inclusive learning environments that offer choices to students with varying strengths and preferences.
More on instructional design in this IMS blog:
Academy of distinguished teachers, Innovation
University of Minnesota, McNamara Alumni Center – Twin Cities Campus. April 8, 2015
Full program available here: https://guidebook.com/g/adt/
flipping disruption into Design
there are two type of universities: the ones that are in control of change and the ones, which are pressed to change.
what kind of education is needed at this moment of history.
Assumptions: 5-10 years will be for a first time outcompeted in terms of delivering information and degrees. What is that the university can do distinctively well that WWW cannot do: mentored learning and the arc of learning (beyond collection of granular separate learning)
book: The New Division of Labor. http://www.amazon.com/The-New-Division-Labor-Computers/dp/0691124027
External forces of potential disruption: 1. MOOCs, nearly free education, 2. skilled-based learning (Codeacademy, Udacity), 3. data analytic 4. public pressure on access, metrics of impact.
Gartner group (http://www.gartner.com/technology/home.jsp) hype cycle : overvalued in a short term and undervalued in a long term. MOOC is excellent example.
NMC: competing models of education.
learning analytics. adaptive learning, intelligent tutoring etc. Open Learning Initative. http://oli.cmu.edu/
In the 19th century, railroads companies which were in the business of railroad companies went under; the ones which were in the business of transportation survived. Parallel, universities, which are in the business of delivering information will die out; the ones, which will survive must look to a very different picture.
The Value of Assessing Outcomes of Teaching Methodologies to guide instructional design
Upping your Game – Best Practices in Using Game-Based Learning
Implementing Game Dynamics in Moodle
Engaging Students through Video Integration
Using Flipgrid Video Commentary to Share Student Learning
Enhancing learning with online narrated presentations using VoiceThread
Essential Technology & Tools for Flipping Your Classroom
Improving Delivery of Technical Course Content through Incremental Use of Classroom “Flipping”
Flipping our classrooms: Faculty from UMD’s Flipped Classroom Community of Practice sharing their experiences.
The Pros and Cons of Flipping the Classroom
Using Google Forms for Student Group Evaluations
The University Libraries Partnership for Affordable Content – Enhance Student Learning and Save Them Money!
Using Classroom Debates as an Interactive Learning Tool in a Course on Companion Animal Ethical Issues
Adapting the Harvard Case Method for Online Courses
Readiness Assessment for Online Courses
CoSN 2015: The Emerging Tech That’s Transforming K–12’s Horizon
One year or less (2015–2016):
- Cloud computing
- Mobile learning
Two to three years (2017–2018):
- 3D printing/rapid prototyping
- Adaptive learning technologies
- Information visualization
- Learning analytics
Four to five years (2019–2020):
- Visual data analysis
- Wearable technology
The NMC’s interim K–12 Horizon Report can be downloaded for free.
Facebook Media Publishing Tools: This Week in Social Media
Facebook Introduces New Tools for Media Publishers: These new Facebook media publishing tools allow you “to target posts, remove posts that are no longer relevant and identify popular links that you haven’t shared.”
Facebook Makes Improvements to Insights: These include improvements “to Domain Insights to show how pages and social plugins drive traffic to websites.”
Facebook Updates Search: Now it’s “easier to find the posts that have been shared with you.”
Facebook Brings Trending to Mobile: Now “making it easy for people to explore stories from different sources.”
Twitter Introduces Tailored Audiences From Mobile Apps: “A new way for advertisers to create targetable audience segments based on mobile app actions such as an install, purchase or sign-up.”
SlideShare Releases Analytics to all Users: As a SlideShare user, you can get “deeper insight into the effectiveness of your content through the release of SlideShare Analytics.”
Google Updates Hangouts App for Android: To “make it easier to express yourself, and have more fun along the way.”
YouTube Adds New Feature to Help When Choosing a Track: “You can search the YouTube Audio Library to determine how using a particular track in your video will affect it on YouTube; specifically if it will stay live on YouTube or if any restrictions apply.”
Tumblr Introduces New Explore Button: “It’s kind of like search, but for when you can’t think of anything.”
Google+ Supports a Number of Ways to Express Gender Identity: “Now, the gender field on your profile will contain four entries, ‘Male,’ ‘Female,’ ‘Decline to state’ and ‘Custom.’”
Facebook Revamps Slingshot: “A simpler, cleaner, more fun Slingshot.”
Foursquare Unveils the All-New Foursquare for Windows Desktop/Tablet: “It’s got an all-new look and feel to help lead you to places you’ll love.”
Here are some interesting studies to note:
The Top 14 Social Media Metrics Tracked by Marketers
40% of Facebook Accounts That Represent Fortune 100 Brands Are Unauthorized
PlayBuzz Tops Publishers on Facebook in Shares for November
Here’s a cool social media tool worth checking out:
Workflow: “Your personal automation tool, enabling you to drag and drop any combination of actions to create powerful workflows.”
From the LinkedIn discussion group Higher Education Teaching and Learning
STUCK IN THE 90S: ONLINE COURSE DESIGN IN TRADITIONAL HIGHER EDUCATION
Of course, not all aspects of online course design require a team of specialists, a longer development time, and more funding. Some things can be done quickly, cheaply and by individuals with focused skill sets.
But technology can, when built with a deep understanding of how students learn, meet both of these needs. We can build online courses that provide students with hundreds of opportunities to test their knowledge. Using scientifically-based learning analytics, we can provide each learner with immediate, context-specific feedback. We can build software that constantly responds to each student’s cognitive and educational differences and serves up activities that address these differences.
This Week in Social Media:
Vine becomes more complex/potent and gets in closer competition with YouTube, Twitter gets in a closer closer competition with Facebook, YouTube becomes more complex, Facebook is further pushing adds in our lives, LinkedIn gets closer with SlideShare
Vine Introduces New Camera: “The new camera offers powerful ways to edit your videos, as well as the ability to import existing videos on your phone and turn them into Vines.”
Twitter Updates Timeline Feed: “Additionally, when we identify a tweet, an account to follow or other content that’s popular or relevant, we may add it to your timeline. This means you will sometimes see tweets from accounts you don’t follow.”
YouTube Updates App: “This YouTube app on TV will make it easier to find what you want through the Guide, and it brings you all the playlists, shelves and branding from channels.”
Facebook Updates Ad Policy: The change increases “the number of times people can see ads from a page in their news feed per day.”
LinkedIn Announces Rollout of Premium Features to All SlideShare Users: “Now, all users will have access to our most popular premium features that include detailed analytics, profile customization and additional upload options, like video and private uploads.”
If Facebook can tweak our emotions and make us vote, what else can it do?
Google’s chief executive has expressed concern that we don’t trust big companies with our data – but may be dismayed at Facebook’s latest venture into manipulation
Please consider the information on Power, Privacy, and the Internet and details on ethics and big data in this IMS blog entry:http://blog.stcloudstate.edu/ims/2014/07/01/privacy-and-surveillance-obama-advisor-john-podesta-every-country-has-a-history-of-going-over-the-line/
Please consider the SCSU Research Ethics and the IRB (Institutional Review Board) document:
For more information, please contact the SCSU Institutional Review Board : http://www.stcloudstate.edu/irb/default.asp
The Facebook Conundrum: Where Ethics and Science Collide
The field of learning analytics isn’t just about advancing the understanding of learning. It’s also being applied in efforts to try to influence and predict student behavior.
Learning analytics has yet to demonstrate its big beneficial breakthrough, its “penicillin,” in the words of Reich. Nor has there been a big ethical failure to creep lots of people out.
“There’s a difference,” Pistilli says, “between what we can do and what we should do.”
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