LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
The De...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Creati...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Learni...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Learni...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Learni...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
The De...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
The De...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Genera...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Data A...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Articl...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Scrapi...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
The Ta...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
The No...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Fusion...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Text V...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Many E...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Tablea...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Open K...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Linked...
LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved -
ulr@ucn.dk . ulr@hum.aau.dk
Linked...
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The Democratization of Data

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The Democratization of Data

  1. 1. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk The Democratization of Data
  2. 2. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Creative Commons http://www.slideshare.net/ulr
  3. 3. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Learning Analytics ”Learning Analytics is 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.” http://www.solaresearch.org ”Learning Analytics is about collecting traces that learners leave behind And using those traces to improve learning” Professor Eric Duval http://erikduval.wordpress.com/2012/01/30/learning-analytics-and-educational-data-mining/
  4. 4. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Learning Analytics Source: Intro to Learning Analytics on LAK13 course https://www.youtube.com/watch?feature=player_embedded&v=KqETXdq68vY
  5. 5. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Learning Analytics – working with data and tools Dr. Grace Owen, Open Universities, Australia http://www.youtube.com/watch?v=XjcSfcahjWY, says that LA is about ”making a meaningfull difference”. She says about the challenges with size and storing: ” If we pulled one week out of learning managementsystem of data from prep students, which were 34 students, it was a tb of data, we are talking massive massive data, so the trick is: how do you get the data? And how are you getting it, is it unstructured or structured, what are you going to do with it and once you get it where are you going to put it?” Key areas, when working with data: First to get hold of the data, storing them, then cleaning them – data is messy, then maybe integration with other datasets, analyzing them and finaly vizualisation and presentation in a format that makes sense and is understandable. Dr. G. Owen highlights the following quistions to consider for an institution working with data: • Who owns learner-produced data? • What are the conditions under which an institution jumps data silos(i.e. blending analytics from student information systems with social media analysis? • Who has access to the analytics an institution conducts on learners? • Or, for what matter, who owns the analytics(if it is individual student data worked through an institutional algoritm, who owns the outcome?) • LASI13: Who owns the data ? or better What does it mean to own the data?
  6. 6. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk The Democratization of Data
  7. 7. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk The Democratization of Data
  8. 8. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk General tutorials about Datavisualization http://www.youtube.com/watch?v=T5lRLA_Vn7o http://www.youtube.com/watch?v=YaGqOPxHFkc
  9. 9. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Data Analysis Tools for Dummies http://gigaom.com/2013/01/31/data-for-dummies-5-data-analysis-tools-anyone- can-use/
  10. 10. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Articles on userfriendly tools e.g. Scraperwiki http://gigaom.com/2013/05/10/scraperwiki-lets-anyone-scrape-twitter- data-without-coding/ http://blog.scraperwiki.com/2013/05/07/summarising-serendipity/
  11. 11. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Scraping Twitter https://beta.scraperwiki.com/ Twitter api`s: https://dev.twitter.com/docs/using-search https://dev.twitter.com/docs/streaming-apishttp://blog.scraperwiki.com/2013/05/07/summarising-serendipity/ Blogpost on using the summerize tool:
  12. 12. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk The Tags explorer http://hawksey.info/tagsexplorer/ http://mashe.hawksey.info/2011/10/tagsexplorer-intro/
  13. 13. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk The Nodexl Graph Gallery http://nodexlgraphgallery.org/Pages/Default.aspx https://www.google.dk/search?source=ig&rlz=1G1ASUT_ENDK388&q=nodexl+how+to&oq=nodexl&gs_l=igoogle.1.9.0l10.5 524.10257.0.16703.6.6.0.0.0.0.343.1057.3j0j1j2.6.0...0.0...1ac.1.12.igoogle.rlA5_XsFB5I
  14. 14. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Fusion tables Google http://www.google.com/drive/apps.html#fusiontables
  15. 15. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Text Visualization Tools
  16. 16. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Many Eyes, IBM http://www.youtube.com/watch?v=aAYDBZt7Xk0 http://www.youtube.com/watch?v=7ivjJs7bSVI http://www.youtube.com/watch?v=yi7HrtCADS4
  17. 17. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Tableau public http://www.tableausoftware.com/public
  18. 18. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Open Knowledge Foundation http://okfn.org/opendata/
  19. 19. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Linkedup-project http://linkedup-project.eu/
  20. 20. LASI-Aalborg, e-Learning LAB, Aalborg Universitet, 3. juni 2013 - Ulla lunde Ringtved - ulr@ucn.dk . ulr@hum.aau.dk Linked Data http://linkeddata.org/

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