The Nexus of AI Ethics, Mobile Learning, and Sustainable Development Goals in Higher Education: The Mediating Role of Law-Compliant Strategies.
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| Title: | The Nexus of AI Ethics, Mobile Learning, and Sustainable Development Goals in Higher Education: The Mediating Role of Law-Compliant Strategies. |
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| Authors: | Zemlyak, Svetlana1 svzemlyak@fa.ru, Khromenkova, Galina1 gakhromenkova@fa.ru, Gusarova, Olga1 omgusarova@fa.ru |
| Source: | International Journal of Interactive Mobile Technologies. 2026, Vol. 20 Issue 9, p95-107. 13p. |
| Subjects: | Sustainable Development Goals (United Nations), Artificial intelligence & ethics, Mobile learning, Sustainability, Innovation adoption, Sustainable development, Higher education, Ethical problems |
| Abstract: | This study investigated the relationships among perceived AI ethical concerns, mobile learning adoption, law-compliant strategy, and integration of the Sustainable Development Goals (SDGs) in higher education, with technology readiness as a moderating variable. A quantitative cross-sectional survey was administered to 370 university students experienced with artificial intelligence (AI)-based educational tools and mobile learning platforms. Data analysis employed SPSS and partial least squares structural equation modelling (PLS-SEM). Results indicated that perceived AI ethical concerns (ß = 0.42, p < 0.001) and mobile learning adoption (ß = 0.31, p < 0.001) significantly influenced law-compliant strategy, which strongly predicted SDG integration (ß = 0.48, p < 0.001). Law-compliant strategy mediated the relationship between ethical concerns and sustainability outcomes (ß = 0.20, p < 0.001). The direct effect of technology readiness on sustainability was not significant (ß = 0.09, p = 0.072), and law-compliant strategy did not mediate the mobile learningsustainability relationship (ß = 0.08, p = 0.110). Technology readiness significantly moderated the relationship between law-compliant strategy and sustainability (ß = 0.14, p < 0.001). The model accounted for 46% of the variance in SDG integration. These findings highlight the need for robust, law-compliant governance frameworks to translate ethical awareness and technology adoption into sustainable development outcomes. The study demonstrates that law-compliant strategies are essential mechanisms linking ethics-aware AI systems and mobile learning to sustainable development. [ABSTRACT FROM AUTHOR] |
| Copyright of International Journal of Interactive Mobile Technologies is the property of International Journal of Interactive Mobile Technologies and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 193831336 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: The Nexus of AI Ethics, Mobile Learning, and Sustainable Development Goals in Higher Education: The Mediating Role of Law-Compliant Strategies. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Zemlyak%2C+Svetlana%22">Zemlyak, Svetlana</searchLink><relatesTo>1</relatesTo><i> svzemlyak@fa.ru</i><br /><searchLink fieldCode="AR" term="%22Khromenkova%2C+Galina%22">Khromenkova, Galina</searchLink><relatesTo>1</relatesTo><i> gakhromenkova@fa.ru</i><br /><searchLink fieldCode="AR" term="%22Gusarova%2C+Olga%22">Gusarova, Olga</searchLink><relatesTo>1</relatesTo><i> omgusarova@fa.ru</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Interactive+Mobile+Technologies%22">International Journal of Interactive Mobile Technologies</searchLink>. 2026, Vol. 20 Issue 9, p95-107. 13p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Sustainable+Development+Goals+%28United+Nations%29%22">Sustainable Development Goals (United Nations)</searchLink><br /><searchLink fieldCode="DE" term="%22Artificial+intelligence+%26+ethics%22">Artificial intelligence & ethics</searchLink><br /><searchLink fieldCode="DE" term="%22Mobile+learning%22">Mobile learning</searchLink><br /><searchLink fieldCode="DE" term="%22Sustainability%22">Sustainability</searchLink><br /><searchLink fieldCode="DE" term="%22Innovation+adoption%22">Innovation adoption</searchLink><br /><searchLink fieldCode="DE" term="%22Sustainable+development%22">Sustainable development</searchLink><br /><searchLink fieldCode="DE" term="%22Higher+education%22">Higher education</searchLink><br /><searchLink fieldCode="DE" term="%22Ethical+problems%22">Ethical problems</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: This study investigated the relationships among perceived AI ethical concerns, mobile learning adoption, law-compliant strategy, and integration of the Sustainable Development Goals (SDGs) in higher education, with technology readiness as a moderating variable. A quantitative cross-sectional survey was administered to 370 university students experienced with artificial intelligence (AI)-based educational tools and mobile learning platforms. Data analysis employed SPSS and partial least squares structural equation modelling (PLS-SEM). Results indicated that perceived AI ethical concerns (ß = 0.42, p < 0.001) and mobile learning adoption (ß = 0.31, p < 0.001) significantly influenced law-compliant strategy, which strongly predicted SDG integration (ß = 0.48, p < 0.001). Law-compliant strategy mediated the relationship between ethical concerns and sustainability outcomes (ß = 0.20, p < 0.001). The direct effect of technology readiness on sustainability was not significant (ß = 0.09, p = 0.072), and law-compliant strategy did not mediate the mobile learningsustainability relationship (ß = 0.08, p = 0.110). Technology readiness significantly moderated the relationship between law-compliant strategy and sustainability (ß = 0.14, p < 0.001). The model accounted for 46% of the variance in SDG integration. These findings highlight the need for robust, law-compliant governance frameworks to translate ethical awareness and technology adoption into sustainable development outcomes. The study demonstrates that law-compliant strategies are essential mechanisms linking ethics-aware AI systems and mobile learning to sustainable development. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of International Journal of Interactive Mobile Technologies is the property of International Journal of Interactive Mobile Technologies and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3991/ijim.v20i09.61493 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 13 StartPage: 95 Subjects: – SubjectFull: Sustainable Development Goals (United Nations) Type: general – SubjectFull: Artificial intelligence & ethics Type: general – SubjectFull: Mobile learning Type: general – SubjectFull: Sustainability Type: general – SubjectFull: Innovation adoption Type: general – SubjectFull: Sustainable development Type: general – SubjectFull: Higher education Type: general – SubjectFull: Ethical problems Type: general Titles: – TitleFull: The Nexus of AI Ethics, Mobile Learning, and Sustainable Development Goals in Higher Education: The Mediating Role of Law-Compliant Strategies. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zemlyak, Svetlana – PersonEntity: Name: NameFull: Khromenkova, Galina – PersonEntity: Name: NameFull: Gusarova, Olga IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 05 Text: 2026 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 18657923 Numbering: – Type: volume Value: 20 – Type: issue Value: 9 Titles: – TitleFull: International Journal of Interactive Mobile Technologies Type: main |
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