MDOI Convergence Chronicles 110.0898/CON.2026.00869
110.0898/CON.2026.00869
Article

Exploring the relationship between empowerment in using artificial intelligence for problem-solving and artificial intelligence ethical awareness: Multi-group structural equation modelling

Siu Cheung Kong, Jinyu Zhu 2026 Convergence Chronicles

Abstract

While increasing attention has been given to cultivating students' artificial intelligence (AI) ethical awareness, the factors that contribute to its development remain underexplored. Psychological empowerment is a crucial motivational factor influencing students' intentions to incorporate ethical norms in developing AI-based solutions. Hence, this study filled this up by exploring the relationship between empowerment in using AI for problem-solving and AI ethical awareness. Empowerment in using AI for problem-solving in this study comprised three components: impact, self-efficacy and meaningfulness. Data was collected from 681 students from secondary schools and a university in Hong Kong. Structural equation modelling (SEM) results revealed that the impact of using AI for problem-solving positively predicted human autonomy, beneficence, and fairness components of ethical awareness. Meaningfulness in using AI for problem-solving was positively associated with beneficence. However, self-efficacy in using AI for problem-solving negatively predicted beneficence. Multi-group SEM results revealed that gender significantly moderated the structural paths between impact/self-efficacy/meaningfulness in using AI for problem-solving and human autonomy. Such promising findings highlight that psychological empowerment is an effective intervention to cultivate students’ ethical awareness in using AI for problem-solving, with the project-based learning approach providing a supportive environment for AI applications.

Identifier Metadata

Identifier 110.0898/CON.2026.00869
Canonical mdoi:110.0898/CON.2026.00869
Resolver URL https://mdoi.org/110.0898/CON.2026.00869
Resource URL Open resource
Document URL Open document
Content Type Article
Authors Siu Cheung Kong, Jinyu Zhu
Year 2026
Depositor Convergence Chronicles Organisation
Prefix 110.0898
Registered July 31, 2026
Updated July 31, 2026
Status Active
Visibility Public

Cite This Identifier

APA 7th Edition

Click to copy

MLA 9th Edition

Click to copy

Chicago 17th Edition

Click to copy

BibTeX

Click to copy

Persistent Identifier

mdoi:110.0898/CON.2026.00869

Click to copy

About MDOI

MDOI identifiers are permanent and unique identifiers assigned to digital objects to ensure long-term access, tracking, and referencing.

  • MDOI provides a permanent identity for digital objects.
  • Each MDOI is unique and points to one specific resource.
  • The prefix, such as 110.XXXX, identifies the registrant.
  • The suffix identifies the exact digital object.
  • MDOI remains stable even when a website URL changes.
  • It helps prevent broken links in digital publishing.
  • It makes academic and digital resources easier to find and cite.
  • MDOI supports proper tracking and management of digital content.
  • It improves the credibility and visibility of published resources.
  • MDOI ensures digital objects remain accessible, traceable, and reliable over time.
CO
Registered by Convergence Chronicles