Responsible AI and employee service innovation behavior: A sequential mediation model of AI self-efficacy and AI crafting

  • Yong Xu
  • , Peijun Xie*
  • , Rana Muhammad Naeem
  • , Intesar Almugren
  • , Zahid Hameed
  • , Shivani Agarwal
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

While the use of artificial intelligence (AI) has become an effective tool for transforming individuals and organizations, adopting a responsible approach to AI systems is imperative. Drawing on conservation of resources theory and social learning theory, this study examines how responsible AI enhances employees' service innovation behavior via employee AI self-efficacy and employee AI crafting, with a particular focus on the moderating role of leader AI crafting. We tested the proposed relationships using structural equation modeling with data collected from 335 U.S. employees working in various service organizations. The findings demonstrate that the indirect effect of responsible AI on employee service innovation behavior is mediated serially by employee AI self-efficacy and employee AI crafting. Furthermore, leader AI crafting strengthens the positive relationship between responsible AI and employee AI self-efficacy. This study contributes to the AI and management literature by highlighting the importance of responsible AI systems in promoting service innovation behavior among employees. This study addresses both theoretical and practical dimensions, as well as proposing directions for future research.

Original languageEnglish
Article number124470
JournalTechnological Forecasting and Social Change
Volume224
DOIs
StatePublished - Mar 2026

Bibliographical note

Publisher Copyright:
© 2025 Elsevier Inc.

Keywords

  • Employee AI crafting
  • Employee AI self-efficacy
  • Leader AI crafting
  • Responsible AI
  • Service innovation behavior

ASJC Scopus subject areas

  • Business and International Management
  • Applied Psychology
  • Management of Technology and Innovation

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