Schools as Digital Figurations?
PDF (Deutsch)

Keywords

Assessment
Datafication
Sociomateriality

How to Cite

Jarke, Juliane, and Andreas Breiter. 2021. “Schools As Digital Figurations? Considering the Sociomateriality of Algorithms and Data”. MediaEducation: Journal for Theory and Practice of Media Education 44 (Data Driven Schools):140-59. https://doi.org/10.21240/mpaed/44/2021.11.01.X.

License

Copyright (c) 2021 Juliane Jarke, Andreas Breiter

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

Abstract

Assessment and evaluation practices are key elements of learning and teaching in schools. As the organisation of schools becomes more and more digitised, new instruments evolve that monitor, assess and classify pupils, teachers and education systems. Digital assessment practices and related data are distinct from pre-digital forms as they are highly detailed, cover a greater scope and can be combined in a flexible manner. The article discusses how datafication and digital assessment practices are transforming schooling. Data and algorithms are not understood as purely technical entities, but as actors within sociomaterial figurations. The consequences of their increased importance for and in education are multivalent: Digital assessment practices may lead to new forms of participation, but they also require a higher media and data literacy. They lead to new spatial extensions of communication and shifting of translocal interrelations, at the same time disguise human agency through software systems. They allow for new options for surveillance, but also afford greater transparency and accountability.

https://doi.org/10.21240/mpaed/44/2021.11.01.X

References

Aho, Alfred V., John E. Hopcroft, und Jeffrey D. Ullman. 1983. Data Structures and Algorithms. Amsterdam: Addison-Wesley.

Alkemeyer, Thomas, Herbert Kalthoff, und Markus Rieger-Ladich, Hrsg. 2015. Bildungspraxis: Körper-Räume-Objekte. Erste Auflage. Weilerswist: Velbrück Wissenschaft.

Amoore, Louise. 2020. Cloud ethics: algorithms and the attributes of ourselves and others. Durham: Duke University Press.

Anagnostopoulos, Dorothea, Stacey A. Rutledge, und Rebecca Jacobsen. 2013. The infrastructure of accountability: Data use and the transformation of American education. Cambridge, MA: Harvard Education Press.

Barry, Andrew. 2006. «Technological Zones». European Journal of Social Theory 9 (2): 239–53. https://doi.org/10.1177/1368431006063343.

Bowker, Geoffrey C. 2008. Memory Practices in the Sciences. Cambridge, MA: MIT Press.

Breiter, Andreas, und Andreas Hepp. 2017. «The Complexity of Datafication: Putting Digital Traces in Context». In Communicative Figurations. Transforming Communications – Studies in Cross-Media Research, herausgegeben von Andreas Hepp, Andreas Breiter, und Uwe Hasebring, 387-405. Cham: Palgrave Macmillan. https://doi.org/10.1007/978-3-319-65584-0_16.

Breiter, Andreas, und Daniel Light. 2006. «Data for school improvement: Factors for designing effective information systems to support decision-making in schools». Journal of Educational Technology & Society 9 (3): 206–17. https://drive.google.com/file/d/1fFuJGyClh6C2mhvTip5XOlqamRy63yNJ/view.

Büchner, Stefanie. 2018. «Zum Verhältnis von Digitalisierung und Organisation: On the Relationship of Digitization and Organization». Zeitschrift für Soziologie 47 (5): 332–48. https://doi.org/10.1515/zfsoz-2018-0121.

Burrell, Jenna. 2015. «How the machine ‘thinks’: Understanding opacity in machine learning algorithms». Big Data & Society Jan-Jun: 1–12. https://doi.org/10.1177/2053951715622512.

Couldry, Nick, und Andreas Hepp. 2016. The mediated construction of reality. Cambridge: Polity Press.

Dalton, Craig, Linnet Taylor, und Jim Thatcher. 2016. «Critical Data Studies: A Dialog on Data and Space». Big Data & Society 3 (1). https://doi.org/10.1177/2053951716648346.

Dalton, Craig, und Jim Thatcher. 2014. «What does a critical data studies look like, and why do we care? Seven points for a critical approach to ‘big data’». Space and Society Open Site (blog). https://societyandspace.com/material/commentaries/craig-dalton-and-jim-thatcher-what-does-a-critical-data-studies-look-like-and-why-do-we-care-seven-points-for-a-critical-approach-to-big-data/.

Diakopoulos, Nicholas. 2014. «Algorithmic Accountability: On the Investigation of Black Boxes». Tow Center for Digital Journalism, Columbia Journalism School. https://www.cjr.org/tow_center_reports/algorithmic_accountability_on_the_investigation_of_black_boxes.php.

Ebner, Martin, Philipp Leitner, und Markus Ebner. 2020. «Learning Analytics in der Schule – Anforderungen an Lehrerinnen und Lehrer». In Bildung und Digitalisierung, herausgegeben von Christine Trültzsch-Wijnen und Gerhard Brandhofer, 255–70. Baden-Baden: Nomos. https://doi.org/10.5771/9783748906247-255.

Espeland, Wendy, und Michael Sauder. 2007. «Rankings and reactivity: How public measures recreate social worlds». American journal of sociology 113 (1): 1–40. https://doi.org/10.1086/517897.

Ferguson, Rebecca. 2012. «Learning Analytics: Drivers, Developments and Challenges». International Journal of Technology Enhanced Learning 4 (5/6): 304–17. https://doi.org/10.1504/IJTEL.2012.051816.

Geiger, R. Stuart. 2014. «Bots, bespoke, code and the materiality of software platforms». Information, Communication & Society 17 (3): 342–56. https://doi.org/10.1080/1369118X.2013.873069.

Gillespie, Tarleton. 2014. «The Relevance of Algorithms». In Media Technologies: Essays on Communication, Materiality, and Society, herausgegeben von Tarleton Gillespie, Pablo J Boczkowski, und Kirsten A Foot, 167–94. Cambridge, MA: MIT Press.

Gitelman, Lisa, Hrsg. 2013. ‹Raw Data› is an Oxymoron. Cambridge, MA: MIT Press.

Granger, Christophe. 2019. «Orchestrer les calendriers: L’école, l’État et la question des grandes vacances, 1880-1914». Actes de la recherche en sciences sociales 226-227 (1): 86. https://doi.org/10.3917/arss.226.0086.

Hartig, Johannes, und Eckhard Klieme. 2007. «Möglichkeiten und Voraussetzungen technologiebasierter Kompetenzdiagnostik. Eine Expertise im Auftrag des Bundesministeriums für Bildung und Forschung». Bundesministerium für Bildung und Forschung (BMBF). http://www.bmbf.de/pub/band_zwanzig_bildungsforschung.pdf.

Hartong, Sigrid, und Andreas Breiter. 2021. «Between fairness optimization and ‘inequalities of dataveillance’: The emergence and transformation of social indices in German school monitoring and management». In World Yearbook of Education 2021. Accountability and Datafication in the Governance of Education, herausgegeben von Sotiria Grek, Christian Maroy, und Antoni Verger, 54–71. London: New York: Routledge.

Hartong, Sigrid, Andreas Breiter, Juliane Jarke, und Annina Förschler. 2020. «Digitalisierung von Schule, Schulverwaltung und Schulaufsicht». In Handbuch Digitalisierung in Staat und Verwaltung, herausgegeben von T. Klenk, F. Nullmeier, und G. Wewer, 485–94, Wiesbaden: Springer. https://doi.org/10.1007/978-3-658-23668-7_43.

Hartong, Sigrid, und Annina Förschler. 2019. «Opening the Black Box of Data-Based School Monitoring: Data Infrastructures, Flows and Practices in State Education Agencies». Big Data & Society 6 (1): https://doi.org/10.1177/2053951719853311.

Hepp, Andreas, Juliane Jarke, und Leif Kramp, Hrsg. New Perspectives in Critical Data Studies: The Ambivalences of Data Power. Transforming Communications. Palgrave.

Heuer, Hendrik. 2020. «Users and Machine Learning-Based Curation Systems». Diss., Universität Bremen. https://doi.org/10.26092/ELIB/241.

Ifenthaler, Dirk, und Hendrik Drachsler. 2018. «Learning Analytics». In Lernen mit Bildungstechnologien: Praxisorientiertes Handbuch zum intelligenten Umgang mit digitalen Medien, herausgegeben von H. Niegemann und Armin Weinberger, 1–20. Berlin Heidelberg: Springer. https://doi.org/10.1007/978-3-662-54373-3_42-1.

Introna, Lucas D. 2015. «Algorithms, Governance, and Governmentality. On Governing Academic Writing». Science, Technology & Human Values, 41 (1): 17-49. https://doi.org/10.1177/0162243915587360.

Introna, Lucas D., und Helen Nissenbaum. 2000. «Shaping the Web: Why the politics of search engines matters». The information society 16 (3): 169–85. https://doi.org/10.1080/01972240050133634.

Jarke, Juliane. 2018. «Digitalisierung und Gesellschaft». Soziologische Revue 41 (1): 3–20. https://doi.org/10.1515/srsr-2018-0002.

Jarke, Juliane, und Andreas Breiter. 2019. «Editorial: the datafication of education». Learning, Media and Technology 44 (1): 1–6. https://doi.org/10.1080/17439884.2019.1573833.

Jarke, Juliane, und Felicitas Macgilchrist. 2021. «Dashboard stories: How narratives told by predictive analytics reconfigure roles, risk and sociality in education». Big Data & Society 8 (1): 1-13. https://doi.org/10.1177/20539517211025561.

Jude, Nina, Jeanette Ziehm, Frank Goldhammer, Hendrik Drachsler, und Marcus Hasselhorn. 2020. «Digitalisierung an Schulen - eine Bestandsaufnahme». Frankfurt am Main: DIPF | Leibniz-Institut für Bildungsforschung und Bildungsinformation. https://doi.org/10.25656/01:20522.

Kitchin, Rob. 2014. The Data Revolution: Big Data, Open Data, Data Infrastructures and Their Consequences. Thousand Oaks, CA: SAGE.

Kitchin, Rob. 2017. «Thinking critically about and researching algorithms». Information, Communication & Society 20 (1): 14–29. https://doi.org/10.1080/1369118X.2016.1154087.

Knuth, Donald E. 1985. Fundamental Algorithms: The Art of Computer Programming Volume 1. New Delhi: Narosa.

Kubicek, Herbert, Andreas Breiter, und Juliane Jarke. 2019. «Daten, Metadaten und Interoperabilität». In Handbuch Digitalisierung in Staat und Verwaltung, herausgegeben von Tanja Klenk, Frank Nullmeier, und Göttrik Wewer, 28-39, Wiesbaden: Springer. https://doi.org/10.1007/978-3-658-23669-4_1-1.

Latour, Bruno. 1987. Science in Action: How to Follow Scientists and Engineers through Society. 11. print. Cambridge, MA: Harvard University Press.

Latour, Bruno. 1988. The pasteurization of France. Cambridge, MA: Harvard University Press.

Latour, Bruno. 2004. «The Social as Association». In The future of social theory, herausgegeben von Nicholas Gane, 77–90. London: Continuum.

Latour, Bruno. 2007. Reassembling the social: An introduction to Actor-Network-Theory. Oxford: Oxford University Press.

Law, John. 1994. Organizing Modernity. Oxford: Blackwell.

Law, John. 2001. «Ordering and Obduracy». Centre for Science Studies, Lancaster University. http://www.lancs.ac.uk/fass/sociology/papers/law-ordering-and-obduracy.pdf.

Linn, Robert L., Eva L. Baker, und Damian W. Betebenner. 2002. «Accountability Systems: Implications of Requirements of the No Child Left Behind Act of 2001». Educational Researcher 31 (6): 3–16. https://doi.org/10.3102/0013189X031006003.

Livingstone, Sonia, und Julian Sefton-Green. 2016. The class: living and learning in the digital age. Connected youth and digital futures. New York: New York University Press.

Ludwig, Harald. 1995. «Moderne Ganztagsschule als Leitmodell von Schulreform im 20. Jahrhundert. Historische Entwicklung und reformpädagogische Ursprünge der heutigen Ganztagsschule». In Ganztagserziehung in der Schule, 49–66. Wiesbaden: VS. https://doi.org/10.1007/978-3-322-95711-5_3.

Mager, Astrid. 2012. «Algorithmic Ideology». Information, Communication & Society 15 (5): 769–87. https://doi.org/10.1080/1369118X.2012.676056.

Mandinach, Ellen B., und Margaret Honey. 2008. Data-Driven School Improvement. New York: Teacher College: Columbia University.

Martens, Kerstin, Alexander-Kenneth Nagel, Michael Windzio, und Ansgar Weymann. 2010. Transformation of Education Policy. Basingstoke: Palgrave.

Martens, Kerstin, und Dennis Niemann. 2013. «When Do Numbers Count? The Differential Impact of the PISA Rating and Ranking on Education Policy in Germany and the US». German Politics 22 (3): 314–32. https://doi.org/10.1080/09644008.2013.794455.

Mau, Steffen. 2017. Das metrische Wir: über die Quantifizierung des Sozialen. Berlin: Suhrkamp.

Mills, Craig N., Maria T. Potenza, John J. Fremer, und William C. Ward, Hrsg. 2002. Computer-Based Testing: Building the Foundation for Future Assessments. Mahwah, NJ: Lawrence Erlbaum.

Neyland, Daniel 2006. Privacy, Surveillance and Public Trust. London: Palgrave-Macmillan. http://eprints.gold.ac.uk/7690/.

Oertzen, Christine von. 2017. «Die Historizität der Verdatung: Konzepte, Werkzeuge und Praktiken im 19. Jahrhundert». NTM Zeitschrift für Geschichte der Wissenschaften, Technik und Medizin 25 (4): 407–34. https://doi.org/10.1007/s00048-017-0183-6.

Orlikowski, Wanda J. 2006. «Material knowing: the scaffolding of human knowledgeability». European Journal of Information Systems 15 (5): 460–66. https://doi.org/10.1057/palgrave.ejis.3000639.

Orlikowski, Wanda J., und Susan V. Scott. 2008. «Sociomateriality: Challenging the Separation of Technology, Work and Organization». The Academy of Management Annals 2 (1): 433–74. https://doi.org/10.1080/19416520802211644.

Orlikowski, Wanda J., und Susan V. Scott. 2014. «What Happens When Evaluation Goes Online? Exploring Apparatuses of Valuation in the Travel Sector». Organization Science 25 (3): 868–91. https://doi.org/10.1287/orsc.2013.0877.

Ottmann, Thomas, und Peter Widmayer. 2012. Algorithmen und Datenstrukturen. Heidelberg: Spektrum.

Papamitsiou, Zacharoula, und Anastasios A. Economides. 2014. «Learning Analytics and Educational Data Mining in Practice: A Systematic Literature Review of Empirical Evidence». Educational Technology & Society 17 (4): 49–64. https://drive.google.com/file/d/1iLb4Mf3uClTltv0JAUpYbBWOQ-CjeMt-/view.

Parks, Malcolm R. 2014. «Big Data in Communication Research: Its Contents and Discontents». Journal of Communication 64 (2): 355–60. https://doi.org/10.1111/jcom.12090.

Pollock, Neil. 2012. «Ranking devices: The socio-materiality of ratings». In Materiality and Organizing: Social Interaction in a Technological World, herausgegeben von Paul Leonardi, Bonnie Nardi, und Jannis Kallinikos, 91–112. Oxford: Oxford University Press.

Ruppert, Evelyn. 2011. «Population Objects: Interpassive Subjects». Sociology 45 (2): 218–33. https://doi.org/10.1177/0038038510394027.

Ruppert, Evelyn, und Engin Isin. 2015. Being digital citizens. London; New York: Rowman & Littlefield.

Selwyn, Neil. 2015. «Data entry: towards the critical study of digital data and education». Learning, Media and Technology 40 (1): 64–82. https://doi.org/10.1080/17439884.2014.921628.

Sommerville, Ian. 2011. Software engineering. 9th edition. Harlow: Addison-Wesley.

Suchman, Lucy. 2012. «Configuration». In Inventive Methods the Happening of the Social, herausgegeben von Celia Lury und Nina Wakeford, 48–60. Hoboken: Taylor and Francis. https://doi.org/10.4324/9780203854921.

Wehner, Josef, Jan-Hendrik Passoth, und Tilmann Sutter. 2012. «Gesellschaft im Spiegel der Zahlen - Die Rolle der Medien». In Mediatisierte Welten: Forschungsfelder und Beschreibungsansätze, herausgegeben von Friedrich Krotz und Andreas Hepp, 59–85. Wiesbaden: Springer VS. https://doi.org/10.1007/978-3-531-94332-9_3.

Williamson, Ben. 2015. «Governing software: networks, databases and algorithmic power in the digital governance of public education». Learning, Media and Technology 40 (1): 83–105. https://doi.org/10.1080/17439884.2014.924527.

Williamson, Ben, und Nelli Piattoeva. 2018. «Objectivity as Standardization in Data-Scientific Education Policy, Technology and Governance». Learning, Media and Technology, 1–13. https://doi.org/10.1080/17439884.2018.1556215.

Youdell, Deborah. 2004. «Engineering School Markets, Constituting Schools and Subjectivating Students: The Bureaucratic, Institutional and Classroom Dimensions of Educational Triage». Journal of Education Policy 19 (4): 407–31. https://doi.org/10.1080/0268093042000227474.