Senior manager buy-in, teaching staff buy-in, legal framework, privacy protection, and ethics guidelines were rated critically important to achieving LA potential¶
Claim · All claims
Evidence · 1 study · associationalr1·q2
Currency · newest study 2020 · not yet checked against its sources · not reviewed by a person · overdue for a recheck since 2025: baselines and conditions change
Subclaims¶
Reading the evidence codes
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the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Respondents rated senior manager buy-in, teaching staff/tutors buy-in, legal framework, privacy protection, and ethics guidelines as critically important elements for achieving LA potential. → Tsai 2020
Evidence¶
Tsai 2020¶
Tsai, Yi-Shan, et al. (2020). Learning Analytics in European Higher Education – Trends and Barriers. Computers & Education. https://doi.org/10.1016/j.compedu.2020.103933
q2 · i? · associational · r1
Survey of 45 participants ranking importance of elements on a 5-Likert scale found "the following items were considered critically important by many: ‘senior manager buy-in’ (Item 1), ‘teaching staff/ tutors buy-in’ (Item 2), ‘legal framework’ (Item 12), ‘privacy protection’ (Item 13), and ‘ethics guidelines’ (Item 14)."
"the following items were considered critically important by many: ‘senior manager buy-in’ (Item 1), ‘teaching staff/ tutors buy-in’ (Item 2), ‘legal framework’ (Item 12), ‘privacy protection’ (Item 13), and ‘ethics guidelines’ (Item 14)."
Discussion¶
Related Claims¶
- Resources, ethics and privacy, buy-in, and capabilities are the most commonly identified barriers to LA adoption — related
- European HE institutions perceive LA primarily as a tool to enhance teaching and institutional management, with teaching and support staff as main users — related
- Privacy and data protection was a critical governance theme, raised by over half the expert panel — related
- Teaching staff distrusted third parties in LA on privacy and ethics, centring on data sharing and ownership — related
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