Table · dataset · 2026
Supplementary file 1_Measuring attitudes of ethical use of GenAI in the work of university educators in Slovakia.docx
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.3389/feduc.2026.1929871.s001
<p>Existing AI ethics frameworks provide broad principles for responsible AI use in higher education.
Description
However, empirical evidence remains limited on how university educators prioritize and differentiate concrete ethical dilemmas arising across their academic work. Within the literature included in a preceding systematic literature review, no study empirically examined the complete set of 31 identified ethical problems across seven domains of university educators' academic activity.
This cross-sectional quantitative survey therefore investigated educators’ attitudes toward these problems and established their relative priorities for institutional AI governance. Data were collected through an online questionnaire from 388 educators at Slovak public and private universities using a faculty-stratified recruitment strategy. Responses were analyzed using two-tailed one-sample t-tests against the scale midpoint, Cohen's d, repeated-measures ANOVA, and Holm-adjusted pairwise comparisons.
Read the rest (2 more)
Parallel non-parametric analyses were conducted as robustness checks. The analyses were performed in Python 3.14.6 in the Google Colab environment. Mean responses favored ethically safer alternatives for all 31 dilemmas (all p < 0.001; |d| = 0.36–2.02).
Significant differences between dilemmas were found within every academic domain (all p < 0.001; η<sup>2</sup> = 0.032–0.194), while post hoc analyses identified both comparable subsets and distinct ethical concerns. These findings demonstrate that educators' concerns constitute a differentiated hierarchy rather than a homogeneous set. The study provides an empirically grounded basis for universities, policymakers, and ethics committees to develop ethical codes for AI use, prioritize AI-governance provisions, address comparable dilemmas through shared rules, and develop dedicated principles or implementation guidance for conceptually distinct concerns.</p>
Links
Where it is published
- DOI doi.org/10.3389/feduc.2026.1929871.s001 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Artificial intelligence · Artificial intelligence · Artificial intelligence · Artificial intelligence · Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Higher education · Higher education · Higher education · Higher education · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science
Provenance · 4 source records, 45 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/34054842 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34054842 | 3 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34054842 | 3 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34054842 | 3 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:390303 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:group:4602 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['artificial intelligence'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |