Definition
Learning analytics is defined as the measurement, gathering, analysis, and reporting of data about learners and their environments, for the aim of understanding and improving learning process and the contexts in which learning occurs (Siemens and Baker 2012).
Introduction
The technology era has been growing very quickly, and it leads to the new industrial revolution which is also known as Industry 4.0. The inventions of new technologies like virtual reality, 3D printer, and the Internet have greatly influenced different sectors of the world economy. The digital technology sector in the UK has grown tremendously despite the economic crisis in 2008. Based on the Tech Nation Report in 2018, the UK digital tech sector is worth nearly £184bn to the economy, a rise from £170bn in 2016 (Cahill et al. 2018). However, Job Market Report 2017 has shown that...
References
Bacigalupo, M., Kampylis, P., Punie, Y., Van den Brande, G.: EntreComp: The Entrepreneurship Competence Framework. Publication Office of the European Union, Luxembourg (2016)
Balula, A.: The use of DigComp in teaching and learning strategies: a roadmap towards inclusion. In: Proceedings of the 7th International Conference on Software Development and Technologies for Enhancing Accessibility and Fighting Info-Exclusion, Vila Real, Portugal pp. 275–282. ACM (2016)
Bandura, H.: Human agency in social cognitive theory. Am. Psychol. 44(9), 1175 (1989)
Bandura, A.: Self-Efficacy: The Exercise of Control. Freeman, New York (1997)
Cahill, F., Windsor, G., Sorotos, H.E., Cousins, L., Boga, S., Mohamed, S.B.: Connection and collaboration: powering UK tech and driving the economy. Tech Nation. https://technation.io/wp-content/uploads/2018/05/Tech-Nation-Report-2018-WEB-180514.pdf (2018). Accessed 25 July 2018
Cai, S., Chiang, F.K., Sun, Y., Lin, C., Lee, J.J.: Applications of augmented reality-based natural interactive learning in magnetic field instruction. Interact. Learn. Environ. 25(6), 1–14 (2017)
Campbell, J.P., DeBlois, P.B., Oblinger, D.G.: Academic analytics: a new tool for a new era. EDUCAUSE Rev. 42(4), 40 (2007)
Chatti, M.A., Dyckhoff, A.L., Schroeder, U., Thüs, H.: A reference model for learning analytics. Int. J. Technol. Enhanc. Learn. 4(5–6), 318–331 (2012)
Daniel, B.: Big data and analytics in higher education: opportunities and challenges. Br. J. Educ. Technol. 46(5), 904–920 (2015)
Dice: Job Market Report 2017. Dice Publishing. http://assets.theitjobboard.com/JE/uk/Dice_Job_Market_Report_2017.pdf (2017). Accessed 25 July 2018
Evangelinos, G., Holley, D.: Investigating the digital literacy needs of healthcare students when using mobile tablet devices. EAI Endorsed Trans. e-Learn. 160, 60–67 (2016)
Ferguson, R.: Learning analytics: drivers, developments and challenges. Int. J. Technol. Enhanc. Learn. 4(5–6), 304–317 (2012)
Ferrari, A.: DIGCOMP: A Framework for Developing and Understanding Digital Competence in Europe. JRC83167 Scientific and Policy Report. Publications Office of the European Union, Seville, Spain (2013)
Gerstein, J.: Moving from Education 1.0 through Education 2.0 towards Education 3.0. In: Blaschke, L.M., Kenyon, C., Hase, S. (eds.) Experiences in Self-Determined Learning, pp. 83–98. Createspace Independent Publishing Platform, California (2014)
Greenwood, J.: The Third Industrial Revolution: Technology, Productivity, and Income Inequality (No. 435). American Enterprise Institute, Washington, DC (1997)
Greller, W., Drachsler, H.: Translating learning into numbers: a generic framework for learning analytics. J. Educ. Technol. Soc. 15(3), 42 (2012)
Hatlevik, O.E., Guðmundsdóttir, G.B., Loi, M.: Examining factors predicting students’ digital competence. J. Inf. Technol. Educ. Res. 14, 123–137 (2015)
Hughes, T.P.: Networks of Power: Electrification in Western Society, pp. 1880–1930. JHU Press, Baltimore (1993)
Khalil, M., Ebner, M.: What is learning analytics about? A survey of different methods used in 2013–2015. In: The Smart Learning Conference, Dubai, UAE, 294–304. Dubai: HBMSU Publishing House (2016)
Khan, R.N.: The Third Industrial Revolution: An Economic Overview. Impact of Science on Society, vol. 146, pp. 115–122. Taylor and Francis/UNESCO, London (1987)
Larusson, J.A., White, B.: Learning Analytics: From Research to Practice, vol. 13. Springer, Heidelberg (2014)
Leadbeater, C.: What’s Next? 21 Ideas for 21st Century Learning, Innovation Unit, London (2008)
Lepper, M.R., Corpus, J.H., Iyengar, S.S.: Intrinsic and extrinsic motivational orientations in the classroom: age differences and academic correlates. J. Educ. Psychol. 97(2), 184 (2005)
Liñán, L.C., Pérez, Á.A.J.: Educational data mining and learning analytics: differences, similarities, and time evolution. Int. J. Educ. Technol. High. Educ. 12(3), 98–112 (2015)
Lortie, D.: Schoolteacher: A Sociological Study. University of Chicago Press, Chicago (2002)
Manpower Group: Talent Shortage Survey 2018- Solving the Talent Shortage: Build, Buy, Borrow and Bridge. Manpower Group Publishing. https://go.manpowergroup.com/hubfs/TalentShortage%202018%20(Global)%20Assets/PDFs/MG_TalentShortage2018_lo%206_25_18_FINAL.pdf (2018). Accessed 20 Sept 2018
Mavroudi, A., Giannakos, M., Krogstie, J.: Supporting adaptive learning pathways through the use of learning analytics: developments, challenges and future opportunities. Interact. Learn. Environ. 26(2), 206–220 (2018)
McWilliam, E.: Teaching for creativity: from sage to guide to meddler. Asia Pac. J. Educ. 29(3), 281–293 (2009)
Meyer, B., Haywood, N., Sachdev, D., Faraday, S.: Independent Learning: Literature Review. Research Report No. DCSF-RR051. Department for Children, Schools and Families, Nottingham (2010). www.gov.uk/government/uploads/system/uploads/attachment_data/file/222277/DCSF-RR051.pdf. Last accessed 8 Apr 2018
Pérez-López, D., Contero, M.: Delivering educational multimedia contents through an augmented reality application: a case study on its impact on knowledge acquisition and retention. Turk. Online J. Educ. Technol. 12(4), 19–28 (2013)
Petrina, S.: Multidisciplinary technology education. Int. J. Technol. Des. Educ. 8, 103–138 (1998)
Robinson, K.: Out of Our Minds: Learning to Be Creative. Wiley, West Sussex (2011)
Romero, C., Ventura, S., Pechenizkiy, M., Baker, R.S.: Handbook of Educational Data Mining. CRC Press, London (2010)
Ryan, R.M., Deci, E.L.: Intrinsic and extrinsic motivations: classic definitions and new directions. Contemp. Educ. Psychol. 25(1), 54–67 (2000)
Saveedra, A., Opfer, V.: Teaching and Learning 21st Century Skills: Lessons from the Learning Sciences. A Global Cities Education Network Report. Asia Society, New York (2012). http://asiasociety.org/files/rand-0512report.pdf. Accessed 8 Apr 2018
Siemens, G., d Baker, R.S.: Learning analytics and educational data mining: towards communication and collaboration. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, pp. 252–254. ACM, Vancouver, British Columbia, Canada (2012)
Tang, M., Werner, C.H. (eds.): Handbook of the Management of Creativity and Innovation: Theory and Practice, pp. 225–229. World Scientific, London (2017)
Van den Bogaard, M.E.D., De Vries, P.: Learning analytics is about learning, not about analytics. A reflection on the current state of affairs. In: 45th Annual SEFI Conference, Terceira Portugal, Lisbon (2017)
Vuorikari, R., Punie, Y., Carretero Gomez, S., Van den Brande, G.: DigComp 2.0: The Digital Competence Framework for Citizens. Update Phase 1: The Conceptual Reference Model. JRC27948 Scientific and Policy Report. Office of the European Union, Luxembourg (2016)
Wallner, T.: The return of the human. In: Jeschke, S., Hees, F., Richert, A., Trantow, S. (eds.) Prethinking Work – Insights on the Future of Work, pp. 19–20. Lit-Verlag, Hamburg (2012)
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Tan, S.Y., Al-Jumeily, D., Mustafina, J., Hussain, A., Shen, Y. (2020). Design Framework for Learning to Support Industry 4.0. In: Lee, N. (eds) Encyclopedia of Computer Graphics and Games. Springer, Cham. https://doi.org/10.1007/978-3-319-08234-9_382-1
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