Searching for "analytics"
Online Learning’s ‘Greatest Hits’
Robert Ubell (Columnist) Feb 20, 2019
https://www.edsurge.com/news/2019-02-20-online-learning-s-greatest-hits
dean of web-based distance learning
Learning Management Systems
Neck and neck for the top spot in the LMS academic vendor race are Blackboard—the early entry and once-dominant player—and coming-up quickly from behind, the relatively new contender, Canvas, each serving about 6.5 million students . The LMS market today is valued at $9.2 billion.
Digital Authoring Systems
Faced with increasingly complex communication technologies—voice, video, multimedia, animation—university faculty, expert in their own disciplines, find themselves technically perplexed, largely unprepared to build digital courses.
instructional designers, long employed by industry, joined online academic teams, working closely with faculty to upload and integrate interactive and engaging content.
nstructional designers, as part of their skillset, turned to digital authoring systems, software introduced to stimulate engagement, encouraging virtual students to interface actively with digital materials, often by tapping at a keyboard or touching the screen as in a video game. Most authoring software also integrates assessment tools, testing learning outcomes.
With authoring software, instructional designers can steer online students through a mixtape of digital content—videos, graphs, weblinks, PDFs, drag-and-drop activities, PowerPoint slides, quizzes, survey tools and so on. Some of the systems also offer video editing, recording and screen downloading options
Adaptive Learning
As with a pinwheel set in motion, insights from many disciplines—artificial intelligence, cognitive science, linguistics, educational psychology and data analytics—have come together to form a relatively new field known as learning science, propelling advances in a new personalized practice—adaptive learning.
MOOCs
Of the top providers, Coursera, the Wall Street-financed company that grew out of the Stanford breakthrough, is the champion with 37 million learners, followed by edX, an MIT-Harvard joint venture, with 18 million. Launched in 2013, XuetangX, the Chinese platform in third place, claims 18 million.
Former Yale President Rick Levin, who served as Coursera’s CEO for a few years, speaking by phone last week, was optimistic about the role MOOCs will play in the digital economy. “The biggest surprise,” Levin argued, “is how strongly MOOCs have been accepted in the corporate world to up-skill employees, especially as the workforce is being transformed by job displacement. It’s the right time for MOOCs to play a major role.”
In virtual education, pedagogy, not technology, drives the metamorphosis from absence to presence, illusion into reality. Skilled online instruction that introduces peer-to-peer learning, virtual teamwork and other pedagogical innovations stimulate active learning. Online learning is not just another edtech product, but an innovative teaching practice. It’s a mistake to think of digital education merely as a device you switch on and off like a garage door.
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more on online learning in this IMS blog
https://blog.stcloudstate.edu/ims?s=online+learning
Building a Learning Innovation Network
https://www.insidehighered.com/digital-learning/blogs/technology-and-learning/building-learning-innovation-network
a new interdisciplinary field of learning innovation emerging.
Learning innovation, as conceptualized as an interdisciplinary field, attempts to claim a space at the intersection of design, technology, learning science and analytics — all in the unique context of higher education.
professional associations, such as POD, ELI, UPCEA, (https://upcea.edu/) OLC (https://onlinelearningconsortium.org/), ASU GSV (https://www.asugsvsummit.com/) and SXSW Edu (https://www.sxswedu.com/) — among many other conferences and events put on by professional associations.
A professional community of practice differs from that of an interdisciplinary academic network. Professional communities of practice are connected through shared professional goals. Where best practices and shared experiences form the basis of membership in professional associations, academic networks are situated within marketplaces for ideas. Academic networks run on the generation of new ideas and scholarly exchange. These two network models are different.
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https://elearningindustry.com/learning-experience-design-instructional-design-difference
“Learning Experience Design™ is a synthesis of Instructional Design, educational pedagogy, neuroscience, social sciences, design thinking, and User Experience Design.”
The Process: ADDIE Vs. Design Thinking
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more on LX design in this iMS blog
https://blog.stcloudstate.edu/ims?s=learning+design
ARLD 2019
Paul Goodman
Technology is a branch of moral philosophy, not of science
The process of making technology is design
Design is a branch of moral philosophy, not of a science
System design reflects the designer’s values and the cultural content
Andreas Orphanides
Fulbright BOYD
Byzantine history professor Bulgarian – all that is 200 years old is politics, not history
Access, privacy, equity, values for the prof organization ARLD.
Mike Monteiro
This is how bad design makes it out into the world, not due to mailcioius intent, but whith nbo intent at all
Cody Hanson
Our expertise, our service ethic, and our values remain our greatest strengths. But for us to have the impat we seek into the lives of our users, we must encode our services and our values in to the software
Ethical design.
Design interprets the world to crate useful objects. Ethical design closes the loop, imaging how those object will affect the world.
A good science fiction story should be able to predict not the automobile, ut the traffics jam. Frederic Pohl
Victor Papanek The designer’s social and moral judgement must be brought into play long before she begins to design.
We need to fear the consequences of our work more than we love the cleverness of our ideas Mike Monteiro
Analytics
Qual and quan data – lirarainas love data, usage, ILL, course reserves, data – QQLM.
IDEO – the goal of design research isn’t to collect data, I tis to synthesize information and provide insight and guidance that leads to action.
Google Analytics: the trade off. besides privacy concners. sometimes data and analytics is the only thing we can see.
Frank CHimero – remove a person;s humanity and she is just a curiosity, a pinpoint on a map, a line in a list, an entry in a dbase. a person turns into a granular but of information.
Gale analytics on demand – similar the keynote speaker at Macalester LibTech 2019. https://www.facebook.com/InforMediaServices/posts/1995793570531130?comment_id=1995795043864316&comment_tracking=%7B%22tn%22%3A%22R%22%7D
personas
by designing for yourself or your team, you are potentially building discrimination right into your product Erica Hall.
Search algorithms.
what is relevance. the relevance of the ranking algorithm. for whom (what patron). crummy searches.
reckless associsations – made by humans or computers – can do very real harm especially when they appear in supposedly neutral environments.
Donna Lanclos and Andrew Asher Ethonography should be core to the business of the library.
technology as information ecology. co-evolve. prepare to start asking questions to see the effect of our design choices.
ethnography of library: touch point tours – a student to give a tour to the librarians or draw a map of the library , give a sense what spaces they use, what is important. ethnographish
Q from the audience: if instructors warn against Google and Wikipedia and steer students to library and dbases, how do you now warn about the perils of the dbases bias? A: put fires down, and systematically, try to build into existing initiatives: bi-annual magazine, as many places as can
Ithaka S+R US Faculty Survey 2018
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Figure 29: Are your research publications and/or products freely available online through your institution’s repository, a disciplinary repository (such as arXiv, SSRN, etc.), or available elsewhere online (such as your personal webpage)? For each type(s) of scholarly work(s) listed below, please select all hosting sources that apply. Of the respondents that make each of the following types of publications and/or products freely available online, the percent who indicated their research is hosted in each of the following.
Table 8
Which of the following statements best describes your role in deciding what textbooks and other course materials will be used in the courses you teach? Percent of respondents who selected each item.
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Learning Analytics Tools
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Rebecca Ferguson
- Senior lecturer in the Institute of Educational Technology (IET) at The Open University in the UK
- Senior fellow of the Higher Education Academy
TODAY, Thursday at 1:00 PM CT
This Week:
An interactive discussion on the Innovating Pedagogy 2019 report from The Open University
About the Guest
Rebecca is a senior lecturer in the Institute of Educational Technology (IET) at The Open University in the UK and a senior fellow of the Higher Education Academy. Her primary research interests are educational futures, and how people learn together online and I supervise doctoral students in both these areas.
Rebecca worked for several years as a researcher and educator on the Schome project, which focuses on educational futures, and was also the research lead on the SocialLearn online learning platform, and learning analytics lead on the Open Science Lab (Outstanding ICT Initiative of the Year: THE Awards 2014). She is currently a pedagogic adviser to the FutureLearn MOOC platform, and evaluation lead on The Open University’s FutureLearn MOOCs. She is an active member of the Society for Learning Analytics Research, and have co-chaired many learning analytics events, included several associated with the Learning Analytics Community Exchange (LACE), European Project funded under Framework 7.
Rebecca’s most recent book, Augmented Education, was published by Palgrave in spring 2014.
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My notes
innovative assessment is needed for innovative pedagogy.
Analytics. what is I want to know about my learning (from the learner’s perspective)
Ray Garcelon
How is “stealth assessment” unique compared to formative assessment?
students teaching robots
learning analytics, Rebecca is an authority.
how to assess resources are trustworthy, fake news and social media, navigating post-truth society
how to advance the cause of empathy through technological means
gamification. XR safer environment. digital storytelling and empathy.
poll : learning with robots –
digital literacy and importance for curriculum primary, secondary and post secondary level.
digital literacy is changing every year;
drones
Mor, Y., Ferguson, R., & Wasson, B. (2015). Editorial: Learning design, teacher inquiry into student learning and learning analytics: A call for action.
British Journal of Educational Technology,
46(2), 221–229.
https://doi.org/10.1111/bjet.12273
Hansen, C., Emin, V., Wasson, B., Mor, Y., Rodriguez-Triana, M., Dascalu, M., … Pernin, J. (2013). Towards an Integrated Model of Teacher Inquiry into Student Learning, Learning Design and Learning Analytics.
Scaling up Learning for Sustained Impact – Proceedings of EC-TEL 2013,
8095, 605–606.
https://doi.org/10.1007/978-3-642-40814-4_73how to decolonize educational technology: MOOCs coming from the big colonial powers, not from small countries. Video games: many have very colonial perspective
strategies for innovative pedagogies: only certainly groups or aspects taking into account; rarely focus on support by management, scheduling, time tabling, tech support.
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more on future trends in this IMS blog
https://blog.stcloudstate.edu/ims?s=future+trends
McMullan, T. (2018, April 26). How Technology Got Under Our Skin – Featured Stories. Retrieved April 2, 2019, from Medium website: https://medium.com/s/story/how-technology-got-under-our-skin-cee8a71b241b
anthropocene
Like the circle-bound symmetry of Leonardo Da Vinci’s Vitruvian Man, the meat and bones of the human race are the same in 2018 as they were in 1490. And yet, we are different.
Michael Patrick Lynch, writer and professor of philosophy at the University of Connecticut.
“The digital revolution is more like the revolution brought on by the written word. Just as the written word allowed us to time-travel — to record our thoughts for others, including ourselves, to read in the future — so the internet has allowed for a kind of tele-transportation , breaking down barriers of space and physical limitation and connecting us across the globe in ways we now take for granted, as we do the written word.”
In the book Self-Tracking, authors Gina Neff, a sociology professor at Oxford University, and Dawn Nafus, a research scientist at Intel, describe this phenomenon as a shuffling between physical signs and observed recordings: “The data becomes a ‘prosthetic of feeling,’Advocates of this “prosthetic of feeling” argue that self-tracking can train people to recognize their own body signals, tuning the senses to allow for a greater grasp of biological rhythms.but what if the body-as-data is exploited by the state, or by an insurance company that can predict when you’ll get diabetes, or a data analytics firm that can use it to help sway elections? The Chinese government is going so far as to plan a social credit score for its citizens by 2020, giving each of the country’s 1.3 billion residents a reputation number based on economic and social status. What is particularly subtle about all this is that, like a scientific épistémè, our way of thinking is perhaps unconsciously guided by the configurations of knowledge these new technologies allow. We don’t question it.
Hannah Knox. Computational machines are “shaping what we expect it means to be a human”, Knox wrote for the Corsham Institute’s Observatory for a Connected Society.
Facebook goads us to remember past moments on a daily basis, the stacked boxes of tape in Beckett’s play replaced with stacks of servers in remote data centers in northern Sweden.“There is reasonable evidence that [the internet] has reduced our internal memory ability,” says Phil Reed, a professor of psychology at Swansea University.
Moderate tech use correlated with positive mental health, according to a paper published in Psychological Science by Andrew Przybylski of Oxford and Netta Weinstein at Cardiff University, who surveyed 120,000 British 15-year-olds.Again, the crucial question is one of control. If our way of thinking is changed by our intimacy with these technologies, then is this process being directed by individuals, or the ledgers of private companies, or governments keen on surveilling their citizens? If we conceive of these systems as extensions of our own brains, what happens if they collapse?
Brain-machine interfaces (BMI) are coming in leaps and bounds, with companies like Neuralink and CTRL-Labs in the United States exploring both surgical and noninvasive processes that allow computers to be controlled directly by signals from the brain. It’s a field that involves fundamentally changing the relationship between our minds, bodies, and machines.Kevin Warwick, emeritus professor at Coventry University and a pioneer in implant technology
Libraries Look to Big Data to Measure Their Worth—And Better Help Students
https://www.edsurge.com/news/2017-11-17-libraries-look-to-big-data-to-measure-their-worth-and-better-help-students
counting how many times students use electronic library resources or visit in person, and comparing that to how well the students do in their classes and how likely they are to stay in school and earn a degree. And many library leaders are finding a strong correlation, meaning that students who consume more library materials tend to be more successful academically.
carefully tracking how library use compares to other metrics, and it has made changes as a result—like moving the tutoring center and the writing lab into the library. Those moves were designed not only to lure more people into the stacks, but to make seeking help more socially-acceptable for students who might have been hesitant.
a partnership between the library, which knows what electronic materials students use, and the technology office, which manages other campus data such as usage of the course-management system. The university is doing a study to see whether library usage there also equates to student success.
The issue of privacy also emerged during a session on libraries and data at the annual Educause conference earlier this month.
Teachers Are Turning to Podcasts as an Instructional Tool
Students practice reading, writing, interviewing
By Sasha Jones February 11, 2019
Anchor allows users to record and edit podcast episodes, all through an app on their cellphones. The service distributes and uploads episodes to streaming services, such as Spotify and Apple Podcasts, and provides analytics following publication.
“Traditionally, it’s write, write, write, write, write, and if you’re not a strong writer, you may start to think you’re not good at an English class in general.”
Podcasts that require scripts similarly encourage students to explore writing formats that stray from the traditional essay.
“When it’s just my eyes seeing it, it’s one-on-one and I’m the safety net,” Stevens said. “Even when you open it up to their classmates, they realize ‘OK, I’m going to be judged by them,’ and then you open it up to the internet. It’s a big deal.”
Last spring, cinematic arts and broadcast journalism teacher Michael Hernandez introduced his 11th and 12th graders to podcasting to teach them speaking skills that could be necessary for upcoming college or job interview.
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more on podcasts in this IMS blog
https://blog.stcloudstate.edu/ims?s=podcast
Online Course | A Thousand Words and a Picture: Storytelling with Data
https://events.educause.edu/courses/2019/a-thousand-words-and-a-picture-storytelling-with-data
Part 1: March 13, 2019 | 1:00–2:30 p.m. ET
Part 2: March 20, 2019 | 1:00–2:30 p.m. ET
Part 3: March 27, 2019 | 1:00–2:30 p.m. ET
Overview
A picture is worth a thousand words, but developing a data picture worth a thousand words involves careful thought and planning. IT leaders are often in need of sharing their story and vision for the future with campus partners and campus leadership. Delivering this message in a compelling way takes a significant amount of thought and planning. This session will take participants through the process of constructing their story, how to (and how not to) incorporate data and anecdotes effectively, how to design clear data visualizations, and how to present their story with confidence.
Learning Objectives
During this course, participants will:
- Develop a story that elicits a specific outcome
- Identify and effectively use data elements to support a compelling story
- Learn how to tell your story in a clear and effective way
NOTE: Participants will be asked to complete assignments in between the course segments that support the learning objectives stated below and will receive feedback and constructive critique from course facilitators on how to improve and shape their work.
Facilitator
Leah Lang, Director of Analytics Services, EDUCAUSE
Leah Lang leads EDUCAUSE Analytics Services, a suite of data services, products, and tools that can be used to inform decision-making about IT in higher education. The foundational service in this suite is the EDUCAUSE Core Data Services (CDS), higher education’s comprehensive IT benchmarking data service.
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more Educause webinars in this IMS blog
https://blog.stcloudstate.edu/ims?s=educause+webinar
Burdick, A. (2012). Digital humanities . Cambridge, MA: MIT Press.
https://mnpals-scs.primo.exlibrisgroup.com/discovery/fulldisplay?docid=alma990078472690104318&context=L&vid=01MNPALS_SCS:SCS&search_scope=MyInst_and_CI&tab=Everything&lang=en
digital humanities is born f the encounter between traditional humanities and computational methods.
p. 5. From Humanism to Humanities
While the foundations of of humanistic inquiry and the liberal arts can be traced back in the west to the medieval trivium and quadrivium, the modern and human sciences are rooted in the Renaissance shift from a medieval, church dominated, theocratic world view to be human centered one period the gradual transformation of early humanism into the disciplines that make up the humanities today Was profoundly shaped by the editorial practices involved in the recovery of the corpus of works from classical antiquity
P. 6. The shift from humanism to the institution only sanctioned disciplinary practices and protocols that we associate with the humanities today is best described as a gradual process of subdivision and specialization.
P. 7. Text-based disciplines in studies (classics, literature, philosophy, the history of ideas) make up, from the very start, the core of both the humanities and the great books curricular instituted in the 1920s and 1930s.
P. 10. Transmedia modes of argumentation
In the 21st-century, we communicate in media significantly more varied, extensible, and multiplicative then linear text. From scalable databases to information visualizations, from video lectures to multi-user virtual platforms serious content and rigorous argumentation take shape across multiple platforms in media. The best digital humanities pedagogy and research projects train students both in “reading “and “writing “this emergent rhetoric and in understanding how the reshape and three model humanistic knowledge. This means developing critically informed literacy expensive enough to include graphic design visual narrative time based media, and the development of interfaces (Rather then the rote acceptance of them as off-the-shelf products).
P. 11. The visual becomes ever more fundamental to the digital humanities, in ways that compliment, enhance, and sometimes are in pension with the textual.
There is no either/or, no simple interchangeability between language and the visual, no strict sub ordination of the one to the other. Words are themselves visual but other kinds of visual constructs do different things. The question is how to use each to its best effect into device meaningful interpret wing links, to use Theodor Nelson’s ludic neologism.
P. 11. The suite of expressive forms now encompasses the use of sound, motion graphics, animation, screen capture, video, audio, and the appropriation and into remix sink of code it underlines game engines. This expanded range of communicative tools requires those who are engaged in digital humanities world to familiarize themselves with issues, discussions, and debates in design fields, especially communication and interaction design. Like their print predecessors, form at the convention center screen environments can become naturalized all too quickly, with the results that the thinking that informed they were designed goes unperceived.
p. 13.
For digital humanists, design is a creative practice harnessing cultural, social, economic, and technological constraints in order to bring systems and objects into the world. Design in dialogue with research is simply a picnic, but when used to pose in frame questions about knowledge, design becomes an intellectual method. Digital humanities is a production based in Denver in which theoretical issues get tested in the design of implementations and implementations or loci after your radical reflection and elaboration.
Did you thaw humanists have much to learn from communication and media design about how to juxtapose and integrate words and images create hire he is of reading, Forge pathways of understanding, deployed grades in templates to best effect, and develop navigational schemata that guide in produce meaningful interactions.
P. 15. The field of digital digital humanities me see the emergence of polymaths who can “ do it all” : Who can research, write, shoot, edit, code, model, design, network, and dialogue with users. But there is also ample room for specialization and, particularly, for collaboration.
P. 16. Computational activities in digital humanities.
The foundational layer, computation, relies on principles that are, on the surface, at odds with humanistic methods.
P. 17. The second level involves processing in a way that conform to computational capacities, and this were explored in the first generation of digital scholarship and stylometrics, concordance development, and indexing.
P. 17.
Duration, analysis, editing, modeling.
Duration, analysis, editing, and modeling comprise fundamental activities at the core of digital humanities. Involving archives, collections, repositories, and other aggregations of materials, duration is the selection and organization of materials in an interpretive framework, argument, or exhibit.
P. 18. Analysis refers to the processing of text or data: statistical and quantitative methods of analysis have brought close readings of texts (stylometrics and genre analysis, correlation, comparisons of versions for alter attribution or usage patterns ) into dialogue with distant reading (The crunching cuff large quantities of information across the corpus of textual data or its metadata).
Edit think has been revived with the advent of digital media and the web and to continue to be an integral activity in textual as well as time based formats.
P. 18. Model link highlights the notion of content models- shapes of argument expressed in information structures in their design he digital project is always an expression of assumptions about knowledge: usually domain specific knowledge given an explicit form by the model in which it is designed.
P. 19. Each of these areas of activity- cure ration, analysis, editing, and modeling is supported by the basic building blocks of digital activity. But they also depend upon networks and infrastructure that are cultural and institutional as well as technical. Servers, software, and systems administration are key elements of any project design.
P. 30. Digital media are not more “evolved” have them print media nor are books obsolete; but the multiplicity of media in the very processes of mediation entry mediation in the formation of cultural knowledge and humanistic inquiry required close attention. Tug link between distant and clothes, macro and micro, and surface in depth becomes the norm. Here, we focus on the importance of visualization to the digital humanities before moving on to other, though often related, genre and methods such as
Locative investigation, thick mapping, animated archives, database documentaries, platform studies, and emerging practices like cultural analytics, data mining and humanities gaming.
P. 35. Fluid texture out what he refers to the mutability of texts in the variants and versions Whether these are produced through Authorial changes, anything, transcription, translation, or print production
Cultural Analytics, aggregation, and data mining.
The field of cultural Analytics has emerged over the past few years, utilizing tools of high-end computational analysis and data visualization today sect large-scale coach data sets. Cultural Analytic does Not analyze cultural artifacts, but operates on the level of digital models of this materials in aggregate. Again, the point is not to pit “close” hermeneutic reading against “distant” data mapping, but rather to appreciate the synergistic possibilities and tensions that exist between a hyper localized, deep analysis and a microcosmic view
p. 42.
Data mining is a term that covers a host of picnics for analyzing digital material by “parameterizing” some feature of information and extract in it. This means that any element of a file or collection of files that can be given explicit specifications, or parameters, can be extracted from those files for analysis.
Understanding the rehtoric of graphics is another essential skill, therefore, in working at a skill where individual objects are lost in the mass of processed information and data. To date, much humanities data mining has merely involved counting. Much more sophisticated statistical methods and use of probability will be needed for humanists to absorb the lessons of the social sciences into their methods
P. 42. Visualization and data design
Currently, visualization in the humanities uses techniques drawn largely from the social sciences, Business applications, and the natural sciences, all of which require self-conscious criticality in their adoption. Such visual displays including graphs and charts, may present themselves is subjective or even unmediated views of reality, rather then is rhetorical constructs.
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Warwick, C., Terras, M., & Nyhan, J. (2012). Digital humanities in practice . London: Facet Publishing in association with UCL Centre for Digital Humanities.
https://mnpals-scs.primo.exlibrisgroup.com/discovery/fulldisplay?docid=alma990078423690104318&context=L&vid=01MNPALS_SCS:SCS&search_scope=MyInst_and_CI&tab=Everything&lang=en