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Chapter 28 - Personal Analytics in the Science of Learning

from Part VII - Futuristic and Ultramodern Higher Education

Published online by Cambridge University Press:  09 June 2022

Andreas Kaplan
Affiliation:
ESCP Business School Berlin
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Summary

Universities, as with other social institutions, have had to adapt to the pressures of change driven by the digital revolution. Given that education as a discipline is rooted in the very practice of transformation, it is not surprising it could play a core role in promoting and developing this new terrain; at least that was the vision in the 1990’s. Twenty years on, it appears higher education may well have missed some opportunities. The recognition of student-centred learning, while upheld in rhetoric, has failed to be realised in practice. Much of the digital influence in higher education has concentrated on technologies for content delivery to support the principle that learning is the result of teaching. In this chapter, we offer an alternative view of learning as a personal endeavour fuelled by inquiry rather than institutional compliance. We argue that emerging wearable technologies offer a new frontier into the science of learning, in ways that were previously unimaginable. We begin by addressing our rationale and some of the historical tensions in this space. This is followed by two scenarios where wearable devices were deployed by students, eager to gain a deeper understanding of the impact of stress and sleep on their academic endeavours. We believe this work illustrates the importance of physiological markers for a more student-centred approach in the practice of learning.

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Publisher: Cambridge University Press
Print publication year: 2022

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References

Andrade, A., Bevilacqua, G., Casagrande, P., Brandt, R., and Coimbra, D. (2019) Sleep Quality Associated with Mood in Elite Athletes. The Physician and Sportsmedicine, 47(3), 312317. doi.org/10.1080/00913847.2018.1553467.CrossRefGoogle ScholarPubMed
Andrews, M. (2017) Universities Must Adapt to Constant Change to Thrive. www.universityworldnews.com/post.php?story=20170306203023355.Google Scholar
Arkowitz, H., and Lilienfeld, S. (2010) Why Science Tells Us Not to Rely on Eyewitness Accounts. Scientific American. www.scientificamerican.com/article/do-the-eyes-have-it/.Google Scholar
Arksey, H., and Knight, P. (1999) Interviewing for Social Scientists: An Introductory Resource with Examples. http://public.eblib.com/choice/publicfullrecord.aspx?p=1046475.Google Scholar
Barr, R. B., and Tagg, J. (1995) From Teaching to Learning – A New Paradigm For Undergraduate Education. Change: The Magazine of Higher Learning, 27(6), 1226. doi.org/10.1080/00091383.1995.10544672.Google Scholar
Bélanger, J. J., Pierro, A., Barbieri, B., De Carlo, N. A., Falco, A., and Kruglanski, A. W. (2015) One Size Doesn’t Fit All: The Influence of Supervisors’ Power Tactics and Subordinates’ Need for Cognitive Closure on Burnout and Stress. European Journal of Work and Organizational Psychology, 25(2), 287300. doi.org/10.1080/1359432x.2015.1061999.Google Scholar
Biasi, V., De Vincenzo, C., and Patrizi, N. (2018) Cognitive Strategies, Motivation to Learning, Levels of Wellbeing and Risk of Drop-Out: An Empirical Longitudinal Study for Qualifying Ongoing University Guidance Services. Journal of Educational and Social Research, 8(2), 7991. doi.org/10.2478/jesr-2018-0019.Google Scholar
Bowers, J. S. (2016) The Practical and Principled Problems with Educational Neuroscience. Psychological Review, 123(5), 600612. doi.org/10.1037/rev0000025.Google Scholar
Brooke, M. S., An, M. H.-S., Kang, E. S.-K., Noble, E. J., Berg, E. K., and Lee, E. J.-M. (2017) Concurrent Validity of Wearable Activity Trackers under Free-Living Conditions. Journal of Strength and Conditioning Research, 31(4), 10971106. doi.org/10.1519/JSC.0000000000001571.Google Scholar
Bruer, J. T. (1997) Education and the Brain: A Bridge Too Far. Educational Researcher, 26(8), 416. doi.org/10.3102/0013189x026008004.Google Scholar
Buckhout, R. (1974) Eyewitness Testimony. Scientific American, 231(6), 2331. www.jstor.org.ezproxy.otago.ac.nz/stable/24950236.Google Scholar
Butson, R., and Sim, K. (2013) The Role of Personal Computers in Undergraduate Education. International Journal of Digital Literacy and Digital Competence, 4(3), 19. doi.org/10.4018/ijdldc.2013070101.CrossRefGoogle Scholar
Buysse, D. J., Reynolds Iii, C. F., Monk, T. H., Berman, S. R., and Kupfer, D. J. (1989) The Pittsburgh Sleep Quality Index: A New Instrument for Psychiatric Practice and Research. Psychiatry Research, 28(2), 193213. doi.org/10.1016/0165-1781(89)90047-4.Google Scholar
Cohen, L., Manion, L., and Morrison, K. (2011) Research Methods in Education. 7th ed. London: Routledge.Google Scholar
Cvejic, E., Huang, S., and Vollmer-Conna, U. (2018) Can You Snooze Your Way to an ‘A’? Exploring the Complex Relationship between Sleep, Autonomic Activity, Wellbeing and Performance in Medical Students. Australian and New Zealand Journal of Psychiatry, 52(1), 3946. doi.org/10.1177/0004867417716543.Google Scholar
Danner, S. A., Endert, E., Koster, R. W., and Dunning, A. J. (1979) Stress Parameters during the Doctoral Examination in Internal Medicine. Netherlands Journal of Medicine, 22(2), 57.Google Scholar
De Zambotti, M., Goldstone, A., Claudatos, S., Colrain, I. M., and Baker, F. C. (2018) A Validation Study of Fitbit Charge 2™ Compared with Polysomnography in Adults. Chronobiology International, 35(4), 465476. doi.org/10.1080/07420528.2017.1413578.CrossRefGoogle ScholarPubMed
Feehan, L. M., Geldman, J., Sayre, E. C., Park, C., Ezzat, A. M., Young Yoo, J., Hamilton, C. B., and Li, L. C. (2018) Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data. JMIR mHealth and uHealth, 6(8), e10527. doi.org/10.2196/10527.Google Scholar
Haynes, C., Bulosan, M., Citty, J. M., Grant-Harris, M., Hudson, J., and Koro-Ljungberg, M. (2012) My World Is Not My Doctoral Program & Or Is It?: Female Students’ Perceptions of Well-Being. International Journal of Doctoral Studies, 7, 117.CrossRefGoogle Scholar
Hershner, S., and Chervin, R. (2014) Causes and Consequences of Sleepiness among College Students. Nature and Science of Sleep, 6, 7384. doi.org/10.2147/NSS.S62907.Google Scholar
Hesse-Biber, S. N., and Leavy, P. (2011) The Practice of Qualitative Research. Thousand Oaks: SAGE.Google Scholar
Hill, J. D., and Smith, R. J. H. (2009) Monitoring Stress Levels in Postgraduate Medical Training. Laryngoscope, 119(1), 7578. doi.org/10.1002/lary.20013.Google Scholar
Kearns, H., Gardiner, M., and Marshall, K. (2008) Innovation in PhD Completion: The Hardy Shall Succeed (and Be Happy!). Higher Education Research & Development, 27(1), 7789. doi.org/10.1080/07294360701658781.Google Scholar
Kellehear, A. (1993) The Unobtrusive Researcher: A Guide to Methods. Crows Nest: Allen & Unwin.Google Scholar
Kelly, F., and Brailsford, I. (2013) The Role of the Disciplines: Alternative Methodologies in Higher Education. Higher Education Research & Development, 32(1), 14. doi.org/10.1080/07294360.2012.751864.Google Scholar
Kelly, W. E. (2003) Worry Content Associated with Decreased Sleep-Length among College Students (Sleep Deprivation Leads to Increased Worrying). College Student Journal, 37(1), 93.Google Scholar
Lagemann, E. C. (2000) An Elusive Science: The Troubling History of Education Research. Chicago: University of Chicago Press.Google Scholar
Lagopoulos, J. (2007) Electrodermal Activity. Acta Neuropsychiatrica, 19(5), 316317. doi.org/10.1111/j.1601-5215.2007.00247.x.Google Scholar
Lee, J.-M., Byun, W., Keill, A., Dinkel, D., and Seo, Y. (2018) Comparison of Wearable Trackers’ Ability to Estimate Sleep. International Journal of Environmental Research and Public Health, 15(6), 1265. doi.org/10.3390/ijerph15061265.Google Scholar
Lund, H. G., Reider, B. D., Whiting, A. B., and Prichard, J. R. (2010) Sleep Patterns and Predictors of Disturbed Sleep in a Large Population of College Students. Journal of Adolescent Health, 46(2), 124132. doi.org/10.1016/j.jadohealth.2009.06.016.Google Scholar
Mackie, S. A., and Bates, G. W. (2019) Contribution of the Doctoral Education Environment to PhD Candidates’ Mental Health Problems: A Scoping Review. Higher Education Research & Development, 38(3), 565578. doi.org/10.1080/07294360.2018.1556620.Google Scholar
Meriläinen, M., and Kuittinen, M. (2014) The Relation between Finnish University Students Perceived Level of Study-Related Burnout, Perceptions of the Teaching and Learning Environment and Perceived Achievement Motivation. Pastoral Care in Education, 32(3), 186196. doi.org/10.1080/02643944.2014.893009.CrossRefGoogle Scholar
Norris, G. (2015) Neuromyths, Neuroeducation and Neurosophisms [video]. https://youtu.be/hE_hl4qXb0I.Google Scholar
Offstein, E., Larson, M., McNeill, A., and Mwale, H. (2004) Are We Doing Enough for Today’s Graduate Student? International Journal of Educational Management, 18, 396407. doi.org/10.1108/09513540410563103.Google Scholar
Peach, H. D., Gaultney, J. F., and Ruggiero, A. R. (2018) Direct and Indirect Associations of Sleep Knowledge and Attitudes with Objective and Subjective Sleep Duration and Quality via Sleep Hygiene. Journal of Primary Prevention, 39(6), 555570. doi.org/10.1007/s10935–018-0526-7.Google Scholar
Ranasinghe, A. N., Gayathri, R., and Vishnu Priya, V. (2018) Awareness of Effects of Sleep Deprivation among College Students. Drug Invention Today, 10(9), 18061809. www.scopus.com/inward/record.uri?eid=2-s2.0-85051572624&partnerID=40&md5=ce555cac0f0c1b2cfe04068429739c96.Google Scholar
Rios-Aguilar, C. (2014) The Changing Context of Critical Quantitative Inquiry. New Directions for Institutional Research, 2013(158), 95107. doi.org/10.1002/ir.20048.CrossRefGoogle Scholar
Roenneberg, T., Zerbini, G., and Winnebeck, E. (2019) Chronotype and Social Jetlag: A (Self-) Critical Review. Biology, 8(3), 54. doi.org/10.3390/biology8030054.Google Scholar
Routledge, C. (2017) Why Social Scientists Should Not Particpate in the March for Science. Quillete. https://quillette.com/2017/03/03/why-social-scientists-should-not-participate-in-the-march-for-science/.Google Scholar
Scullin, M. K. (2019) The Eight Hour Sleep Challenge during Final Exams Week. Teaching of Psychology, 46(1), 5563. doi.org/10.1177/0098628318816142.Google Scholar
Scutt, C., and Hobson, J. (2013) The Stories We Need: Anthropology, Philosophy, Narrative and Higher Education Research. Higher Education Research & Development, 32(1), 1729. doi.org/10.1080/07294360.2012.751088.Google Scholar
Suhlmann, M., Sassenberg, K., Nagengast, B., and Trautwein, U. (2018) Belonging Mediates Effects of Student-University Fit on Well-Being, Motivation, and Dropout Intention. Social Psychology, 49(1), 1628. doi.org/10.1027/1864-9335/a000325.Google Scholar
Summers, L. (2017) Larry Summers on Macroeconomics, Mentorship, and Avoiding Complacency. https://medium.com/conversations-with-tyler/tyler-cowen-larry-summers-blog-secular-stagnation-twitter-421a69ed84c8.Google Scholar
Svensson, T., Chung, U. I., Tokuno, S., Nakamura, M., and Svensson, A. K. (2019) A Validation Study of a Consumer Wearable Sleep Tracker Compared to a Portable EEG System in Naturalistic Conditions. Journal of Psychosomatic Research, 126, 109822. doi.org/10.1016/j.jpsychores.2019.109822.Google Scholar
Thacher, P. V. (2008) University Students and ‘The All Nighter’: Correlates and Patterns of Students’ Engagement in a Single Night of Total Sleep Deprivation. Behavioral Sleep Medicine, 6(1), 1631. doi.org/10.1080/15402000701796114.Google Scholar
Thomas, G. (2012) Changing Our Landscape of Inquiry for a New Science of Education. Harvard Educational Review, 82(1), 2651. doi.org/10.17763/haer.82.1.6t2r089l715x3377.Google Scholar
Tight, M. (2013) Discipline and Methodology in Higher Education Research. Higher Education Research & Development, 32(1), 136151. doi.org/10.1080/07294360.2012.750275.Google Scholar
Waghachavare, V. B., Dhumale, G. B., Kadam, Y. R., and Gore, A. D. (2013) A Study of Stress among Students of Professional Colleges from an Urban Area in India. Sultan Qaboos University Medical Journal, 13(3), 429436. www.ncbi.nlm.nih.gov/pmc/articles/PMC3749028/; www.ncbi.nlm.nih.gov/pmc/articles/PMC3749028/pdf/squmj1303-429-436.pdf.Google Scholar
Wells, R., Kolek, E., Williams, E., and Saunders, D. (2015) ‘How We Know What We Know’: A Systematic Comparison of Research Methods Employed in Higher Education Journals, 1996–2000 v. 2006–2010. The Journal of Higher Education, 86, 171198. doi.org/10.1353/jhe.2015.0006.Google Scholar
Wing, Y. K., Chan, N. Y., Yu, M. W. M., Lam, S. P., Zhang, J., Li, S. X., Kong, A. P. S., and Li, A. M. (2015. A School-Based Sleep Education Program for Adolescents: A Cluster Randomized Trial. Pediatrics, 135(3), e635e643. doi.org/10.1542/peds.2014-2419CrossRefGoogle ScholarPubMed
Woodgate, P. (2017) Universities Must Innovate to Adapt and Succeed. Times Higher Education (THE). www.timeshighereducation.com/hub/pa-consulting/p/universities-must-innovate-adapt-and-succeed.Google Scholar

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