Searching for "data visualization"

interactive world map

How We Share the World

http://metrocosm.com/how-we-share-the-world/

data visualization of different trends around the world, such as GDP, debt, population etc.

The Housing Value of Every County in the U.S.

A Striking Perspective on New York City Property Values.

The Shape of the US Economy

more interesting maps in this IMS blog:

https://blog.stcloudstate.edu/ims/?s=map&submit=Search

Two Ways to Explore the News Through Maps

interactive map of Europe

Prospect project

The Prospect project at UNC’s DIL

https://www.linkedin.com/pulse/prospect-project-uncs-dil-matthew-belskie-msis?trk=hp-feed-article-title-publish

Prospect is a WordPress plugin.  In an overly wordy sentence, Prospect is a domain-agnostic framework for data visualization in support of the digital humanities.

The concept is a simple one.  We take data, and we represent it with images.  We all get that part of it.  The importance of that kind of work relies on the fact that we are humans, and we understand visual structures better and with more fidelity than we do tables of data.

Digital humanities isn’t just limited to the humanities – the design concepts that guide that field are relevant to all domains.  At that level what we’re really talking about is a digital literacy, and one that will be instrumental in many of the possible futures that exist for our students.

Educause 2015

Gamify! Play! Learn! Turn Campus Resources into Exciting Learning Experiences

Thursday
Oct 29th, 2015
4:30 PM – 5:20 PM
Eastern Time
Sagamore Ballroom 3
slide 6
  • Gamification is the use of game mechanics and
    game design techniques in non-game contexts.
  • Gamification uses the natural desire for competition, achievement, status, altruism and/or collaboration (depending on the personality type).
slide 8 Gamification Mechanic Types
  • Objectives: A behavioral mechanic type, requiring the user to take action for the reward.
  • Progression: Move the user through the content.
  • Feedback: Informing the user of their status

Gamification Mechanic Benefits       Each gamification mechanic result in one or more benefits.

Gamification Personality Types

People are motivated to play games differently.

Explorers: Pride themselves in exploring all facets of a game or the context surrounding it.

Killers: Driven by player vs player competition. Always comparing themselves to others.

Socializer: Prefers to chat, play cooperatively, and share game experiences with others.

Achievers: Look to achieve all objectives available in a game. Desires to beat the game itself.

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Adaptive Learning in Online Learning: Results from an Ongoing Evaluation

Wednesday
Oct 28th, 2015
11:40 AM – 12:30 PM
Eastern Time
Wabash Ballroom 2
This session will present results from an evaluation of the integration of RealizeIT adaptive learning technology into three fully online courses: General Psychology, Pathophysiology for Nursing Practice, and College Algebra. Presenters will discuss the impact on students, faculty, and the university.

Adaptive learning systems provide each student with a personalized learning experience, adapting the presentation of the content, and possibly the assessment to the individual ability of the student
==============================================

Badges: A New Mode for Faculty Development

Wednesday
Oct 28th, 2015
1:30 PM – 2:30 PM
Eastern Time
Poster Sessions, Exhibit Hall H-K
Co-developed by Learning Technologies and the Faculty Colloquium on Excellence in Teaching and Learning at Indiana University, a digital badge pilot (badges.iu.edu) was launched to support faculty professional development and growth. This session will cover the competency levels, topics of study, and the badging platform to document levels of achievement.
Outcomes: Understand the basics of a three-tiered framework for digital badges * Review the online badging platform * Explore topics for faculty development

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Open Digital Badges: Microcredentials and the Higher Ed Landscape

Wednesday
Oct 28th, 2015
1:30 PM – 2:30 PM
Eastern Time
Poster Sessions, Exhibit Hall H-K
Because they contain claims and evidence and circulate in networks, open digital badges are transforming credentialing. We will highlight the findings from a two-year study of 29 badge development projects, introduce a new project supporting badge innovation in major learning management systems, and interactively discuss the future of badges in higher education.
Outcomes: Understand the open badge ecosystem and how it benefits learning in higher education * Review digital developments in badge delivery * Discover contexts for the future of badges. Daniel Hickeyhttp://www.educause.edu/library/resources/where-badges-work-betterA Framework for Interactivity in Competency-Based Courses: http://er.educause.edu/articles/2015/8/a-framework-for-interactivity-in-competency-based-coursesBadging in a Learner-Centered Context  http://er.educause.edu/multimedia/2015/8/badging-in-a-learner-centered-context



Mozilla Open Badges 101: Digging into Badges (a webinar)

personalized learning or competency-based does not resolve it. GPA does not respond to employers search
regimenting credentials. digital representation of of skill or achievement. represent achievements on the web. social status (foursquare). granular, evidence-based and transferable. badge ecosystem (across multiple areas), this is why open badges; open system. Open Badge Standard: issuer information; earner information; criteria URL; evidence URL; Standards Alignment; Taxonomy Tags

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Data Visualization: The What, the Who, and the How

(overlaps with infographics)
Wednesday
Oct 28th, 2015
2:30 PM – 3:20 PM
Eastern Time
Meeting Room 231-232
Data visualization tools are becoming much stronger and are now targeted at a much wider audience. This panel will explore what we should be trying to do with data visualization, who will be doing it, and how we might support and steer it.
OUTCOMES: Identify multiple opportunities for use of data visualization * Learn about multiple user communities, including those not centrally managed * Explore ways to support users and steer them toward good practiceshttp://www.educause.edu/sites/default/files/library/presentations/E15/SESS029/Data%2BViz%2BEducause%2B151028%2BFINAL1.pptxslides 7: What works well for technically savvy developers may not work for faculty or staff without those same credentials.

  • Data Wrapper
  • Raw
  • Infogram
  • Tableau
    • Oracle suite of OBIEE (Oracle Business Intelligence Enterprise Edition) has been very successful for CSU
    • Cognos (IBM) is another tool that is very popular for developers and has been used by USG central office
    • D3 (For Data Driven Documents)
    • Fusion Charts
    • Chart js
    • Google Charts

slide 11: Two primary design goals supported through Data Visualization:

  • Discovery and Exploration

–What story is the data telling you

–Identify patterns and exceptions

  • Decision-making

–Compare, contrast, choose

–Explain, make a point, decide

slide 15:

qTo communicate

qPresent more clearly or more forcefully than would be accomplished with text or tables

qReports, dashboards, infographics, etc.

qTo discover

qAllow us to see what would be difficult or impossible to see if not presented in a useful visualization

qRealm of research but moving into the mainstream

qCan same visualization serve both purposes?

======================

iPad, You Pad, We All Pad: Transforming Teaching and Learning

Wednesday
Oct 28th, 2015
2:30 PM – 3:20 PM
Eastern Time
Meeting Room 237-238
California State University Northridge, Lynn University, and Jackson State University have all deployed one-to-one iPad tablet initiatives, with the objectives to increase student engagement and learning, improve the quality of teaching materials, and decrease student costs. This session will discuss the transformational educational opportunities afforded by the iPad and highlight technology and pedagogical lessons learned.
Outcomes: Learn about the transformational impact of one-to-one iPad initiatives in the classroom * Understand the need for extensive faculty development and faculty adoption strategies * Appreciate deployment and support challenges====================

The Avalon Video and Audio Repository for Libraries and Beyond

Wednesday
Oct 28th, 2015
1:30 PM – 2:30 PM
Eastern Time
Poster Sessions, Exhibit Hall H-K
The Avalon Media System provides an open-source streaming media solution, based on Hydra/Fedora repository technologies, focused on delivery of library media collections, but it is finding other uses, including support for publication, teaching and learning content, and digital scholarship. As a result, new features enhance support for additional research and instructional use cases.
Outcomes: Understand the problems Avalon solves * Understand the extended use cases addressed with Avalon, both present and intended future * Learn how best to engage with the Avalon project.========================

 Karuta: Design Your Own Portfolio Process

Wednesday
Oct 28th, 2015
1:30 PM – 2:30 PM
Eastern Time
Poster Sessions, Exhibit Hall H-K
The Karuta Open Source Portfolio, currently under incubation by the Apereo Foundation, offers dramatic flexibility for designing portfolio workflows with rubrics to assess learning outcomes. Karuta is LTI enabled for integration with the LMS for easy access and transfer of evidence of learning. Subsequent releases will add functionality for showcasing as well as reporting. Outcome: Learn how Karuta can flexibly support your programs and institution through leveraging its functionality
=======================

Supporting the Discovery and Adoption of Open E-Textbooks

Wednesday
Oct 28th, 2015
1:30 PM – 2:30 PM
Eastern Time
Poster Sessions, Exhibit Hall H-K
The California Open Education Resources Council comprises faculty from the three CA higher education systems working together to identify open textbooks for high impact courses. The selected open textbooks are in the process of being peer reviewed and curated in the CA Open Online Library.
Outcomes: Identify quality open textbooks for general education, high-impact courses * Learn how to interpret textbook peer reviews with a faculty-created rubric * Understand how to reference these resources for the discovery of quality no- or low-cost materialshttp://www.educause.edu/sites/default/files/library/presentations/E15/PS58/COOL%2BEducause%2BPoster%2B2015.pdf
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Seminar 12P – Six Secrets for Evaluating Online Teaching (separate registration is required)

Tuesday
Oct 27th, 2015
12:30 PM – 4:00 PM
Eastern Time
Meeting Room 241-242
What makes online teaching different from face-to-face teaching? How can we tell when it’s done well? Faculty members, administrators, and IT leaders will learn six evaluation “secrets” from the authors of the new book Evaluating Online Teaching. You will leave this seminar with use-them-now strategies, tools, and templates to take back to your campus.
OUTCOMES: Distinguish online content and practices that “count” as teaching behaviors * Design self-, peer-, and administrative-evaluation analytic tools * Develop a 6-stage, campus-wide program for evaluating online teachinghttp://www.educause.edu/annual-conference/2015/seminar-12p-six-secrets-evaluating-online-teaching-separate-registration-required

10 Handout – Forms and Resources
3 MB, PDF
08 Handout – Ten Principles Operationalized
355 KB, PDF
07 Handout – Checklist for Campus Readiness
140 KB, PDF
06 Handout – Institutional Audit
305 KB, PDF
05 Handout – The Three I’s
188 KB, PDF
04 Handout – Penn State Faculty Online …
87 KB, PDF
00 Workshop Presentation File
12 MB, Powerpoint Slides

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Reimagining Learning Space Design across the Disciplines

Thursday
Oct 29th, 2015
8:00 AM – 8:50 AM
Eastern Time
Meeting Room 235-236
Learn how the University of Pittsburgh is creating a scalable classroom model for active learning on a traditional campus. Administrators, faculty, and instructional technologists and designers recently collaborated to reimagine legacy large-enrollment lecture halls. The focus of this session is on the learning space design process across the disciplines.
Outcomes: Identify and apply the principles of active learning associated with learning space deign * Understand the design process * Assemble an effective learning space design teamhttp://www.educause.edu/annual-conference/2015/reimagining-learning-space-design-across-disciplines

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Thinking Digitally: Advancing Digital Literacy with Personalized Learning Tools

Thursday
Oct 29th, 2015
8:00 AM – 8:50 AM
Eastern Time
Wabash Ballroom 2
The session will outline a scalable framework for integrating digital literacy in higher education curriculum, supported by tools that allow for active and personalized learning. Research and examples from Georgia State University’s experience implementing a pilot program will be used as a catalyst for interactive discussion and idea generation.
Outcomes: Understand the value of incorporating digital literacy into curriculum * Select from emerging personalized learning technologies to support digital literacy across diverse academic scenarios * Adapt a methodology for developing partnerships to advance digital literacy across the organizationhttp://www.educause.edu/annual-conference/2015/thinking-digitally-advancing-digital-literacy-personalized-learning-tools===============

What’s That Droning Overhead?

Thursday
Oct 29th, 2015
8:00 AM – 8:50 AM
Eastern Time
Meeting Room 201-202
Session Type: Concurrent Session
A discussion of unmanned aerial vehicles (drones) and drone activities that either take place on campus or impact a campus from the outside. The state of federal aviation regulations and guidelines for drones will be covered. Attendees can share their experiences with official and rogue drone activities at their institutions.
Outcomes: Learn about the drone devices in use, from miniature to massive * Understand the impact of drones on academic institutions, for better or worse * Learn what drone activities are legally allowable, banned, or discouragedhttp://www.educause.edu/annual-conference/2015/whats-droning-overhead

https://drive.google.com/file/d/0B4vcm8Bg5pkcWFlaQ1J3b3duc2M/view

5. Using small unmanned aerial vehicles  today is similar to the “fair use” of media

http://www.dronesurvivalguide.org

Resources – Higher Ed Drone Policies
The Ohio State University
Iowa State University
Indiana University
University of Kansas
Penn State University
University of New Mexico

The Association of College and University Policy
Administrators (ACUPA, acupa.org)

===================

Mobile Computing

Thursday
Oct 29th, 2015
8:00 AM – 8:50 AM
Eastern Time
Meeting Room 239
Session Type: Discussion Session
Join this lively discussion and discovery of innovative and functional uses and support for mobile computing. We will explore creative ideas for projects using mobile devices in teaching, learning, and administration. Topics may include hardware, applications, tools, special uses, wireless and mobile connectivity, web services, support issues, and security.

educause 2015

8:00 AM11:30 AM

Meeting Room 231-232
Session Type: Morning Seminar
Meeting Room 140-141
Session Type: Afternoon Seminar
Meeting Room 241-242
Session Type: Afternoon Seminar
Sagamore Ballroom 6
Meeting Room 132-133
Session Type: Discussion Session
Sagamore Ballroom 4
Poster Sessions, Exhibit Hall H-K
Session Type: Poster Session
Poster Sessions, Exhibit Hall H-K
Shoji Kajita
Session Type: Poster Session
Poster Sessions, Exhibit Hall H-K
Session Type: Poster Session
Poster Sessions, Exhibit Hall H-K
Leslie Kennedy
Session Type: Poster Session
Poster Sessions, Exhibit Hall H-K
Jon W. Dunn
Session Type: Poster Session
Sagamore Ballroom 4
Rob Peregoodoff
Meeting Room 237-238
Session Type: Concurrent Session
Meeting Room 231-232
Session Type: Concurrent Session
Meeting Room 132-133
Session Type: Discussion Session
Meeting Room 203-204
Wabash Ballroom 2
Session Type: Concurrent Session
Meeting Room 201-202
David Stack
Session Type: Concurrent Session
Meeting Room 239
Rose A. Rocchio
Session Type: Discussion Session
Sagamore Ballroom 5
Jaime Casap
Session Type: Featured Session
Meeting Room 201-202
Session Type: Concurrent Session
Meeting Room 203-204
Meeting Room 134-135
Tanya Joosten
Session Type: Discussion Session
Meeting Room 237-238
Session Type: Concurrent Session

GIS and GeoWeb Technologies

https://www.libraryjuiceacademy.com/moodle/login/index.php

Eva Dodsworth

Since the emergence of easily accessible dynamic online mapping tools, there has been a drastic increase in geographic interest and awareness. Whether for personal, social, professional or academic uses, people are using Geographic Information System (GIS) technology to communicate information in a map format. Whether it’s using Google Earth to study urban change, or creating Google Map Mashups to deliver library resources, more and more members of society are turning to mapping programs for their visualization needs. With so many using GIS technology in their daily lives, library staff are now more than ever assisting library clients with their mapping queries.

This course will introduce students to a variety of mapping tools and GIS technologies such Google Earth and the creation of dynamic KML files; ArcGIS Online and webmap publishing; Google Fusion Tables and geocoding; and GIS fundamentals with geospatial data creation. Students will be able to apply their GIS skills in their reference work, in digitization projects, in webpages, in library instruction, and more.  Through hands-on exercises, pre-recorded demonstrations and lectures, students will receive a thorough overview of mapping resources that will enhance and expose their library’s resources.

http://www.lib.uwaterloo.ca/locations/umd/WeekOne_2014.wmv

 

http://www.placingliterature.com/map?modal=1

http://www.lib.uwaterloo.ca/locations/umd/WeekTwo.wmv

http://www.lib.uwaterloo.ca/locations/umd/WeekThree_Part_One.mov

http://www.lib.uwaterloo.ca/locations/umd/WeekThree_Part2.mov

http://www.lib.uwaterloo.ca/locations/umd/WeekFour.mov

 

– How to enable offline maps in your Google Maps app – http://www.huffingtonpost.com/map-happy/how-to-enable-offline-maps_b_6525832.html

– Huge news – Google Earth Pro, which used to cost the public $400 is now free! What does that mean for you? Extra features! You can import GIS files, tables, and export animated movie files!  http://google-latlong.blogspot.com.es/2015/01/google-earth-pro-is-now-free.html

– Don’t live in Canada?  Too bad! Google Maps plots best tobagonning hills in Canada!http://www.ctvnews.ca/canada/google-map-plots-canada-s-best-tobogganing-hills-1.2218207

– a map of 19 countries that were named after specific people – http://www.vox.com/2015/2/1/7954179/map-countries-pe

 

Maps that shaped the world

http://www.bbc.com/news/magazine-30840318

 

 

Content for Week Two – February 9th – February 15th

Week Two:

Podcast includes:

  • Citizen Mapping
  • OpenStreetMap – crowdsourcing
    more heads are better then one
    NYPL geomapping volunteers.

http://www.openstreetmap.org/

citizen crime reporting app for NYPD http://www.nyc.gov/html/nypd/html/crime_mapping/nyc_crime_map_introduction.shtml

when the jet disappeared, crowdsourcing for parts on the satellite maps of the ocean

potholes map

maps of the threes. emerald bug in Mnpls

http://www.fuf.net/

how does foursquare and checkins in FB and Google +fit it

  • Google Earth
  • Assignment

Podcast and Powerpoint can be accessed from:http://www.lib.uwaterloo.ca/locations/umd/JuicyLibrarianMaterial.html

Tutorials: Google Earth

Assignments:

1.       Discussion question:

Discover some citizen mapping projects that you are interested in OR

Contribute your local knowledge to Google Map Maker AND Share with the class online

2.       Google Earth Map

Please complete the tutorial and then create a map in Google Earth with the following components:

  • A title
  • A written introduction to your project
  • At least five placemarks, embedded with html tags, and images, if possible.
  • Imported KML file(s) file format by GEarth, but other apps is using it. using notepad or MS Word, one can create KML file.
    screen overlay, can be text, image, anything. legend. HTML code.
  • A screen overlay  (i.e. a legend)

areal photography.

history.
images from the library, Google is willing to buy them. citizen mapping. scanning and uploading.

geographical and societal awareness.

Gallery: 360Cities.

google street view – historical views

Google Earth Mapping

Submit online as a KML/KMZ file

I had the opportunity to experience a gizmo that can be used to display a variety of mapping projects, including citizen mapping: Science on a Sphere. It is a sphere on which you can project static maps or animations. The one I saw, in the National Oceanic and Atmospheric Administration’s facility on Ford Island in Honolulu, displayed animations showing the 2004 Indian Ocean tsunami and the 2011 tsunami in Japan, as well as airline flight paths, ocean currents, polar ice cap change over time, and many other types of geospatial data.

The Great Backyard Bird Count actually starts today and runs through Monday, February 16th. At a minimum, it only requires 15 minutes of observation on any or all the days:  http://gbbc.birdcount.org/

Happy Cow is a site well-known to many vegetarians/vegans for finding restaurants which I’ve used when travelling. Users can submit reviews and/or restaurants that they’d like profiled (although the site reserves the right to approve or not the listing). http://www.happycow.net/search.html 

———————————–

wq and leaflet – a framework that could catch on
by Timothy Clarke – Thursday, February 12, 2015, 2:21 PM

One of the impediments to citizen mapping is the line-of-sight cell tower limitations of mobile phones, or the wifi requirements for other mobile devices.  Citizen mapping in urban and suburban environments is well-served by mobile devices, but what about natural areas, dense leaf cover, or extreme topography?  Even if obtaining absolute mapping coordinates isn’t the issue, much crowdsourcing assumes an ability to connect back to a central data repository (e.g., a web database, ‘the cloud’).  Equipment that can interact with GPS satellites and support data capture is typically expensive and generally requires proprietary software.

wq (https://wq.io/) is a framework that is ‘device first’ and ‘offline-enabled’.  It attempts to leverage several open source technologies to build an entire mobile solution that can support citizen science data collection work, and then synchronize with a central repository once the device (and operator) return to an area served by cellular or wifi networks.

I’m stretching here, so if I get stuff wrong, please don’t yell.  Still, I’ll take a pass at generally describing the framework and its related technology stack.

wq relies upon python, and a web framework called django for building offline-capable web apps that can run on iOS and Android devices.  These web apps, then, rely very heavily upon javascript, particularly requirejs (http://requirejs.org/) and mustache (https://mustache.github.io/), for the templates that permit quick and (somewhat) painless web application development.  Data visualization relies upon d3.js (http://d3js.org/), and geography makes heavy use of Leaflet (http://leafletjs.com/) — maybe the most pertinent layer of the stack for those of us in this course.  If you’re not familiar withLeaflet.js, check it out!

Finally, wq extends several other open source technologies to enable synchronizing between a central data repository and multiple mobile devices in the hands of citizen mappers.  Lastly, wq employs a set of tools to more easily build and distribute customized mapping apps that can be served from Apple’s app store, Google Play, etc.

What wq intends is to allow highly specialized citizen science/citizen mapping apps to be more easily and quickly built, based upon a solid collection of aligned F/OSS tools.  Ideally, an app can spin up quickly to respond to a particular need (e.g., a pipeline spill), or a specialized audience (the run up to a public comment period for a development project), or even something like a high school field trip or higher ed service learning project.

Some examples of citizen mapping projects already built upon wq are here:

https://wq.io/examples/

—————–

Creating a walking tour map with Google Earth_2014

————-

Week 3

Podcast includes:

  • Geocoding
  • Georeferencing
  • Spatial Data Formats
  • Geospatial Data Online
  • Discussion Question

Podcast and Powerpoint available from: http://www.lib.uwaterloo.ca/locations/umd/JuicyLibrarianMaterial.html

Tutorials: BatchGeo (optional); Google Fusion (optional)

https://en.batchgeo.com/

enter Xcel data, and export KLM file ready for google map and/or google earth

https://support.google.com/fusiontables/answer/2571232
http://en.wikipedia.org/wiki/Google_Fusion_Tables

store maps online, no latitude needed.
visualize geospatial data by map
spatial analysis by mapping different layers together
showing data by map, graph or chart
e.g. how many cars cross specific point
crowdsourcing: spotting butterflies, using fusion tables to map the spices and sightings
http://www.theguardian.com/news/datablog/2011/mar/31/deprivation-map-indices-multiple

students: journalism, history, geography.

Georeferencing (geocoding – data, geo referencing – image)
historical air maps or photos are much more useful when they are georeferenced.
Photos from different year is difficult to lay over one another without referencing. the only reference might be the river. usually reference the four corners, but sometimes river. Using GIS program to determine the longitute/latitude for each corner. sometimes only farmland and it is impossible

 

Information Overload Fake News Social Media

Information Overload Helps Fake News Spread, and Social Media Knows It

Understanding how algorithm manipulators exploit our cognitive vulnerabilities empowers us to fight back

https://www.scientificamerican.com/article/information-overload-helps-fake-news-spread-and-social-media-knows-it/

a minefield of cognitive biases.

People who behaved in accordance with them—for example, by staying away from the overgrown pond bank where someone said there was a viper—were more likely to survive than those who did not.

Compounding the problem is the proliferation of online information. Viewing and producing blogs, videos, tweets and other units of information called memes has become so cheap and easy that the information marketplace is inundated. My note: folksonomy in its worst.

At the University of Warwick in England and at Indiana University Bloomington’s Observatory on Social Media (OSoMe, pronounced “awesome”), our teams are using cognitive experiments, simulations, data mining and artificial intelligence to comprehend the cognitive vulnerabilities of social media users.
developing analytical and machine-learning aids to fight social media manipulation.

As Nobel Prize–winning economist and psychologist Herbert A. Simon noted, “What information consumes is rather obvious: it consumes the attention of its recipients.”

attention economy

Nodal diagrams representing 3 social media networks show that more memes correlate with higher load and lower quality of information shared

 Our models revealed that even when we want to see and share high-quality information, our inability to view everything in our news feeds inevitably leads us to share things that are partly or completely untrue.

Frederic Bartlett
Cognitive biases greatly worsen the problem.

We now know that our minds do this all the time: they adjust our understanding of new information so that it fits in with what we already know. One consequence of this so-called confirmation bias is that people often seek out, recall and understand information that best confirms what they already believe.
This tendency is extremely difficult to correct.

Making matters worse, search engines and social media platforms provide personalized recommendations based on the vast amounts of data they have about users’ past preferences.

pollution by bots

Nodal diagrams representing 2 social media networks show that when more than 1% of real users follow bots, low-quality information prevails

Social Herding

social groups create a pressure toward conformity so powerful that it can overcome individual preferences, and by amplifying random early differences, it can cause segregated groups to diverge to extremes.

Social media follows a similar dynamic. We confuse popularity with quality and end up copying the behavior we observe.
information is transmitted via “complex contagion”: when we are repeatedly exposed to an idea, typically from many sources, we are more likely to adopt and reshare it.

Twitter users with extreme political views are more likely than moderate users to share information from low credibility sources

In addition to showing us items that conform with our views, social media platforms such as Facebook, Twitter, YouTube and Instagram place popular content at the top of our screens and show us how many people have liked and shared something. Few of us realize that these cues do not provide independent assessments of quality.

programmers who design the algorithms for ranking memes on social media assume that the “wisdom of crowds” will quickly identify high-quality items; they use popularity as a proxy for quality. My note: again, ill-conceived folksonomy.

Echo Chambers
the political echo chambers on Twitter are so extreme that individual users’ political leanings can be predicted with high accuracy: you have the same opinions as the majority of your connections. This chambered structure efficiently spreads information within a community while insulating that community from other groups.

socially shared information not only bolsters our biases but also becomes more resilient to correction.

machine-learning algorithms to detect social bots. One of these, Botometer, is a public tool that extracts 1,200 features from a given Twitter account to characterize its profile, friends, social network structure, temporal activity patterns, language and other features. The program compares these characteristics with those of tens of thousands of previously identified bots to give the Twitter account a score for its likely use of automation.

Some manipulators play both sides of a divide through separate fake news sites and bots, driving political polarization or monetization by ads.
recently uncovered a network of inauthentic accounts on Twitter that were all coordinated by the same entity. Some pretended to be pro-Trump supporters of the Make America Great Again campaign, whereas others posed as Trump “resisters”; all asked for political donations.

a mobile app called Fakey that helps users learn how to spot misinformation. The game simulates a social media news feed, showing actual articles from low- and high-credibility sources. Users must decide what they can or should not share and what to fact-check. Analysis of data from Fakey confirms the prevalence of online social herding: users are more likely to share low-credibility articles when they believe that many other people have shared them.

Hoaxy, shows how any extant meme spreads through Twitter. In this visualization, nodes represent actual Twitter accounts, and links depict how retweets, quotes, mentions and replies propagate the meme from account to account.

Free communication is not free. By decreasing the cost of information, we have decreased its value and invited its adulteration. 

Coursetune on Future Trends

This week we’re diving into technology and its impact on higher education with the help of a terrific guest.  On Thursday, October 1st, from 2-3 pm EDT, we’ll be joined by Maria Anderson, math professor, futurist, entrepreneur, and previous Forum guest.
Maria is the principal consultant at Edge of Learning and the CEO and Cofounder of Coursetune, an edtech company that builds curriculum design, management, visualization, and collaboration software.

Previously, Maria has been the Director of Learning and Research for Instructure. For ten years she taught mathematics as well as chemistry and social media  full-time at Muskegon Community College.  She was also the Learning Futurist for the LIFT Institute.

I plan on asking Maria about how campuses are using new and emerging technology to improve online or blended learning this fall.  Which technologies have moved to the forefront in this pandemic semester?

And, as always, you will have the chance to ask your own questions. After all, the way the Forum works is that all attendees can ask our guests questions, engage and collaborate with other leaders in education technology, and also invite friends and colleagues to join.

To RSVP ahead of time, or to jump straight in at 2 pm EDT this Thursday, click here:

++++++++++++
my notes from the meeting:
CMS do not cut it anymore
class sections are obsolete in online environment

++++++++++++++
more on future trends in this IMS blog
https://blog.stcloudstate.edu/ims?s=future+trends

students videos and presentations

https://www.chronicle.com/newsletter/teaching/2020-08-13

worked together to analyze scientific information and visually represent it in a way that demonstrated their understanding.
When he tested his students, the scores among those who had created videos and visualizations were about 25 percent higher than those who had done traditional note-taking summaries.

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more on effective presentations in this IMS blog
https://blog.stcloudstate.edu/ims?s=presentations

 

 

 

Immersive Scholarship and Technologies in Academic Libraries

We define immersive scholarship as any scholarly work developed through or implemented utilizing technologies including Virtual Reality, Augmented Reality, Mixed Reality, Visualization (i.e., large format displays and visualization walls, GIS, Tableau), and any related hardware, programs or software.

We are seeking survey participants who are employed in an academic library and who currently support immersive scholarship and technologies at their institution.

how your academic library has developed tools, implemented third party hardware/software, and in what barriers you have identified at your institution in supporting immersive scholarship.

Link to Online Survey

Library Technology Conference 2019

#LTC2019

Intro to XR in Libraries from Plamen Miltenoff

keynote: equitable access to information

keynote spaker

https://sched.co/JAqk
the type of data: wikipedia. the dangers of learning from wikipedia. how individuals can organize mitigate some of these dangers. wikidata, algorithms.
IBM Watson is using wikipedia by algorythms making sense, AI system
youtube videos debunked of conspiracy theories by using wikipedia.

semantic relatedness, Word2Vec
how does algorithms work: large body of unstructured text. picks specific words

lots of AI learns about the world from wikipedia. the neutral point of view policy. WIkipedia asks editors present as proportionally as possible. Wikipedia biases: 1. gender bias (only 20-30 % are women).

conceptnet. debias along different demographic dimensions.

citations analysis gives also an idea about biases. localness of sources cited in spatial articles. structural biases.

geolocation on Twitter by County. predicting the people living in urban areas. FB wants to push more local news.

danger (biases) #3. wikipedia search results vs wkipedia knowledge panel.

collective action against tech: Reddit, boycott for FB and Instagram.

Mechanical Turk https://www.mturk.com/  algorithmic / human intersection

data labor: what the primary resources this companies have. posts, images, reviews etc.

boycott, data strike (data not being available for algorithms in the future). GDPR in EU – all historical data is like the CA Consumer Privacy Act. One can do data strike without data boycott. general vs homogeneous (group with shared identity) boycott.

the wikipedia SPAM policy is obstructing new editors and that hit communities such as women.

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Twitter and Other Social Media: Supporting New Types of Research Materials

https://sched.co/JAWp

Nancy Herther Cody Hennesy

http://z.umn.edu/

twitter librarieshow to access at different levels. methods and methodological concerns. ethical concerns, legal concerns,

tweetdeck for advanced Twitter searches. quoting, likes is relevant, but not enough, sometimes screenshot

engagement option

social listening platforms: crimson hexagon, parsely, sysomos – not yet academic platforms, tools to setup queries and visualization, but difficult to algorythm, the data samples etc. open sources tools (Urbana, Social Media microscope: SMILE (social media intelligence and learning environment) to collect data from twitter, reddit and within the platform they can query Twitter. create trend analysis, sentiment analysis, Voxgov (subscription service: analyzing political social media)

graduate level and faculty research: accessing SM large scale data web scraping & APIs Twitter APIs. Jason script, Python etc. Gnip Firehose API ($) ; Web SCraper Chrome plugin (easy tool, Pyhon and R created); Twint (Twitter scraper)

Facepager (open source) if not Python or R coder. structure and download the data sets.

TAGS archiving google sheets, uses twitter API. anything older 7 days not avaialble, so harvest every week.

social feed manager (GWUniversity) – Justin Litman with Stanford. Install on server but allows much more.

legal concerns: copyright (public info, but not beyond copyrighted). fair use argument is strong, but cannot publish the data. can analyize under fair use. contracts supercede copyright (terms of service/use) licensed data through library.

methods: sampling concerns tufekci, 2014 questions for sm. SM data is a good set for SM, but other fields? not according to her. hashtag studies: self selection bias. twitter as a model organism: over-represnted data in academic studies.

methodological concerns: scope of access – lack of historical data. mechanics of platform and contenxt: retweets are not necessarily endorsements.

ethical concerns. public info – IRB no informed consent. the right to be forgotten. anonymized data is often still traceable.

table discussion: digital humanities, journalism interested, but too narrow. tools are still difficult to find an operate. context of the visuals. how to spread around variety of majors and classes. controversial events more likely to be deleted.

takedowns, lies and corrosion: what is a librarian to do: trolls, takedown,

++++++++++++++vr in library

Crague Cook, Jay Ray

the pilot process. 2017. 3D printing, approaching and assessing success or failure.  https://collegepilot.wiscweb.wisc.edu/

development kit circulation. familiarity with the Oculus Rift resulted in lesser reservation. Downturn also.

An experience station. clean up free apps.

question: spherical video, video 360.

safety issues: policies? instructional perspective: curating,WI people: user testing. touch controllers more intuitive then xbox controller. Retail Oculus Rift

app Scatchfab. 3modelviewer. obj or sdl file. Medium, Tiltbrush.

College of Liberal Arts at the U has their VR, 3D print set up.
Penn State (Paul, librarian, kiniseology, anatomy programs), Information Science and Technology. immersive experiences lab for video 360.

CALIPHA part of it is xrlibraries. libraries equal education. content provider LifeLiqe STEM library of AR and VR objects. https://www.lifeliqe.com/

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Access for All:

https://sched.co/JAXn

accessibilityLeah Root

bloat code (e.g. cleaning up MS Word code)

ILLiad Doctype and Language declaration helps people with disabilities.

https://24ways.org/

 

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A Seat at the Table: Embedding the Library in Curriculum Development

https://sched.co/JAY5

embedded librarianembed library resources.

libraians, IT staff, IDs. help faculty with course design, primarily online, master courses. Concordia is GROWING, mostly because of online students.

solve issues (putting down fires, such as “gradebook” on BB). Librarians : research and resources experts. Librarians helping with LMS. Broadening definition of Library as support hub.

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