Working Paper

Learning Analytics: Subversive, epistemische und transaktionale Praktiken

Authors:
richter@paedagogik.uni-kiel.de
richter@paedagogik.uni-kiel.de
richter@paedagogik.uni-kiel.de
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This house believes AI could, should and will replace teachers ". http://www.onlineeduca.com/OEB_Newsportal/this-house-believes-ais-could-and-will-replace-teachers/. Zugegriffen am 19
  • Oeb News
Oeb news (2016). " This house believes AI could, should and will replace teachers ". http://www.onlineeduca.com/OEB_Newsportal/this-house-believes-ais-could-and-will-replace-teachers/. Zugegriffen am 19. März 2017.
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  • H Allert
Richter, C. & Allert, H. (2014). Moves Beyond Critique: Design as Inquiry as a Form of Critical Engagement. Proceedings of Professional Practice, Education and Learning (ProPEL) 2014, June 25-27, 2014, University of Stirling, Stirling UK.
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  • C Wolfie
Wolfie, C. (2014). Kommerzielle digitale Überwachung im Alltag. http://crackedlabs.org/dl/Studie_Digitale_Ueberwachung.pdf. Zugegriffen am 29. März 2017.
Learning between Discovery and Invention Saving Learning from " Learnification
  • N Friesen
Friesen, N. (submitted). "Learning between Discovery and Invention: " Saving Learning from " Learnification. " Phenomenology & Practice.
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ITK (2012). Interaktivinen Teknikka Koulutuksessa. Learning Analytics-Tracking Learning, Erik Duval, Katholieke Universiteit Leuven, Belgium. https://www.youtube.com/watch?v=OI5FhTcrIsE. Zugegriffen am 15. Dezember 2016.
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  • P M Leonardi
Leonardi, P.M. (2010). Digital materiality? How artifacts without matter, matter. First Monday, June 2010, Online available at: http://firstmonday.org/ojs/index.php/fm/article/view/3036/2567. Zugegriffen am 19. März 2017.
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  • D Graeber
Graeber, D. (2016). Bürokratie. Die Utopie der Regeln. Stuttgart: Klett Cotta.
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  • C Gerling
Gerling, C. (2014). Tricking Facebook's Algorithm. In The Atlantic vom 08. August. http://www.theatlantic.com/technology/archive/2014/08/tricking-facebooks-algorithm/375801/. Zugegriffen am 19. März 2017.
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  • F Stalder
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  • A Reckwitz
Reckwitz, A. (2013). Die Erfindung der Kreativität: Zum Prozess gesellschaftlicher Ästhetisierung. Berlin: Suhrkamp.
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  • M Hildebrandt
Hildebrandt, M. (2006). Privacy and Identity. In E. Claes, A. Duff, & S. Gutwirth (Hrsg.), Privacy and the criminal law (61-104).
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  • S Buckingham
Buckingham S. (2012). Learning Analytics-Policy Brief. Moscow: UNESCO Institute for Information Technologies in Education. http://iite.unesco.org/pics/publications/en/files/3214711.pdf. Zugegriffen am 19. März 2017.
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  • J Dräger
  • R Müller-Eiselt
Dräger, J., & Müller-Eiselt, R. (2015). Die digitale Bildungsrevolution. Der radikale Wandel des Lernens und wie wir ihn gestalten können. München: Dt. Verlags-Anstalt.
Six Provocations for Big Data In: A Decade in Internet Time: Symposium on the Dynamics of the Internet and Society
  • D Boyd
  • K Crawford
Boyd, D. & Crawford, K. (2011). Six Provocations for Big Data. In: A Decade in Internet Time: Symposium on the Dynamics of the Internet and Society. Oxford Internet Institute: Oxford, UK, 21 Sept. 2011. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1926431. Zugegriffen am 19. März 2017.
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  • A Reckwitz
Reckwitz, A. (2009). Praktiken der Reflexivität. In F. Böhle & M. Weihrich (Hrsg.), Handeln unter Unsicherheit. (S. 169-182). Wiesbaden: Verlag für Sozialwissenschaften.
Warum E-Learning gescheitert ist
  • J Robes
Robes, J. (2017). Warum E-Learning gescheitert ist. Posted on 22 March. http://www.weiterbildungsblog.de/category/elearning/. Zugegriffen am 29. März 2017.
Das politische der Grossdatenforschung
  • R Reichert
Reichert, R. (2016). Das politische der Grossdatenforschung. Politikum, 2(1), 20-31.
Unruhe und Steuerung
  • C Pias
Pias, C. (2004). Unruhe und Steuerung. In J. Rüsen, M. Fehr, & A. Ramsbrock (Hrsg.), Die Unruhe der Kultur: Potentiale des Utopischen (S. 301-325). Weilerswist: Velbrück.
Die List der Regel Zur retroaktiven Konstitution sozialer Praxis
  • K Puhl
Puhl, K. (2002). Die List der Regel. Zur retroaktiven Konstitution sozialer Praxis. In U. Baltzer & G. Schönrich (Hrsg.), Institutionen und Regelfolgen. Paderborn: mentis.
Sentiment Analytics. http://learninganalytics.ca/research/sentiment-analysis/. Zugegriffen am 15
  • S Harris
Harris, S. (2016). Sentiment Analytics. http://learninganalytics.ca/research/sentiment-analysis/. Zugegriffen am 15. Dezember 2016.
Subjektivierung von Arbeit-Ein Überblick zum Stand der Diskussion
  • F Kleemann
  • I Matuschek
  • G G Voß
Kleemann, F., Matuschek, I., & Voß, G.G. (2003). Subjektivierung von Arbeit-Ein Überblick zum Stand der Diskussion. In M. Moldaschl, & G.G. Voß (Hrsg.), Subjektivierung von Arbeit (S. 57-114). München: Rainer Hampp Verlag.