Maritime AI socialisation: Exploring the impact of digital enablers on human-AI collaboration and service and process innovation

Min Wu, Nien En Tsai, Le Yi Koh, Kum Fai Yuen*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Despite the emerging consensus in the maritime field that AI could significantly enhance operational efficiency, safety, and sustainability, the industry has been slow to embrace AI due to employee resistance and the sector's inherent complexity. Thus, this study applies the “AI socialisation” process to analyse the symbiotic relationship between AI systems and human employees, which can enhance Human-AI collaboration and innovation within maritime companies. In contrast to prior research focusing on individual attitudes or group dynamics, this study highlights three key organisational digital enablers—digital leadership, digital culture, and digital human resource management— that are crucial for effective AI socialisation. Data were collected from maritime companies in Singapore, and structural equation modelling was used to analyse 123 responses. The findings reveal that these digital enablers significantly impact AI task mastery. This mastery influences AI job clarity and trust, which subsequently drive both service and process innovation. The interplay between digital enablers and human-AI collaboration demonstrates satisfactory explanatory power for service innovation (R2 = 36 %) and process innovation (R2 = 34 %). This study deepens the understanding of human-AI collaboration and innovation and also offers strategic insights for maritime companies on seamlessly integrating AI into their operations.

Original languageEnglish
Article number104053
JournalTransportation Research Part E: Logistics and Transportation Review
Volume197
DOIs
Publication statusPublished - May 2025
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2025 Elsevier Ltd

ASJC Scopus Subject Areas

  • Business and International Management
  • Civil and Structural Engineering
  • Transportation

Keywords

  • AI socialisation
  • Digital enablers
  • Human-AI collaboration
  • Process innovation
  • Service innovation

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