Constarium
← Search

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

Catalogue records · 1

Topics

Provenance · 4 source records, 45 field assertions
SourceKeyLast seenRaw
figshareoai:figshare.com:article/340548424 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/340548423 d agoJSON v1
GRANTS Dataoai:figshare.com:article/340548423 d agoJSON v1
UP Research Data Repositoryoai:figshare.com:article/340548423 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · figshare comconnector:figshare_com@1.0.0
concepts[field].anzsrc:field:390303mapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['higher education']
concepts[field].anzsrc:field:390303mapping · researchdata up ac zavocabulary-mapper@1.0.0keywords['higher education']
concepts[field].anzsrc:field:390303mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['higher education']
concepts[field].anzsrc:field:390303mapping · figshare comvocabulary-mapper@1.0.0keywords['higher education']
concepts[field].anzsrc:group:4602mapping · figshare comvocabulary-mapper@1.0.0keywords['artificial intelligence']
concepts[field].anzsrc:group:4602mapping · researchdata up ac zavocabulary-mapper@1.0.0keywords['artificial intelligence']
concepts[field].anzsrc:group:4602mapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['artificial intelligence']
concepts[field].anzsrc:group:4602mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['artificial intelligence']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:computer-science-aimapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:engineeringmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:engineeringmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:humanitiesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:humanitiesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:social-sciencemapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
descriptionsource · figshare comconnector:figshare_com@1.0.0/metadata/dc/description
licensesource · figshare comconnector:figshare_com@1.0.0/metadata/dc/rights
publication_datesource · figshare comconnector:figshare_com@1.0.0
titlesource · figshare comconnector:figshare_com@1.0.0/metadata/dc/title