IMPLICATIONS OF ARTIFICIAL INTELLIGENCE ON ORGANIZATIONAL AGILITY: A PLS-SEM AND PLS-POS APPROACH

被引:0
|
作者
Stefan, Simona Catalina [1 ]
Olariu, Ana Alexandra [1 ]
Popa, Stefan Catalin [1 ]
机构
[1] Bucharest Univ Econ Studies, Bucharest, Romania
关键词
artificial intelligence (AI); digital capabilities; organisational agility; structural equation modeling (PLS-SEM); prediction-oriented segmentation (PLS-POS); finite mixture partial least squares (FIMIX-PLS); DIGITAL TRANSFORMATION; PERFORMANCE;
D O I
10.24818/EA/2024/66/403
中图分类号
F [经济];
学科分类号
02 ;
摘要
Artificial intelligence (AI) has radically changed companies' vision of business development, based on its widespread assimilation in key organisational processes. However, in organisational practice, the implementation of AI has generated major challenges, such as those related to the high need for investments in technologies, insufficient level of skill development, and resistance to change of personnel. At the same time, under the conditions in which markets become increasingly dynamic, an increasingly emphasised requirement for companies is to maintain increased organisational agility to quickly adapt to the challenges of the external environment. Therefore, this study aims to analyse the role of AI in capitalising on an organisation's digital capabilities as a means of amplifying organisational agility in order to improve internal and external processes. The research conclusions were based on the application of a questionnaire to employees from various Romanian sectors of activity and for data analysis, structural equation modelling (PLS-SEM) and predictionoriented segmentation (PLS-POS) were used. The main results indicate that the more digital capabilities organisations have, the more agile they become in relation to internal processes and changes in the external environment. This relationship is facilitated by the use of AI tools. At the same time, prediction-oriented segmentation highlighted two distinct categories of organisations in terms of AI transformation: in those in which this process is more advanced, the mediation effect is stronger. The originality of the study emerges by extending the PLS-SEM results by respondents' segmentation through finite mixture partial least squares (FIMIX-PLS) and PLS-POS, but also by considering AI implications on internal and external organisational agility, which is less addressed in the literature. The study outlines several possible managerial interventions, both on AI-related public policies and on the optimisation of business processes under AI implementation.
引用
收藏
页数:283
相关论文
共 50 条
  • [41] Antecedents of Indian Green Consumer Behavior - A PLS-SEM Analysis Approach
    Naini, Shalini Reddy
    Reddy, M. Ravinder
    [J]. INDONESIAN JOURNAL OF SUSTAINABILITY ACCOUNTING AND MANAGEMENT, 2023, 7 (01) : 205 - 221
  • [42] The Structural of Effective Materials Management Factors Model: A PLS-SEM Approach
    Jusoh, Zairra Mat
    Kasim, Narimah
    Dodo, Mansir
    [J]. INTERNATIONAL JOURNAL OF SUSTAINABLE CONSTRUCTION ENGINEERING AND TECHNOLOGY, 2021, 12 (01): : 110 - 119
  • [43] THE ROLE OF SUPPORT ON START-UP SUCCESS: A PLS-SEM APPROACH
    Kee, Daisy Mui Hung
    Yusoff, Yusmani Mohd
    Khin, Sabai
    [J]. ASIAN ACADEMY OF MANAGEMENT JOURNAL, 2019, 24 : 43 - 59
  • [44] Examining the Determinants of Electric Vehicle Acceptance in Jordan: A PLS-SEM Approach
    Abudayyeh, Dana
    Almomani, Malek
    Almomani, Omar
    Jaber, Douha
    Alhelo, Eman
    [J]. WORLD ELECTRIC VEHICLE JOURNAL, 2023, 14 (11):
  • [45] Examining the determinants of green innovation adoption in SMEs: a PLS-SEM approach
    Jun, Wen
    Ali, Waheed
    Bhutto, Muhammad Yaseen
    Hussain, Hadi
    Khan, Nadeem Akhtar
    [J]. EUROPEAN JOURNAL OF INNOVATION MANAGEMENT, 2021, 24 (01) : 67 - 87
  • [46] A PLS-SEM approach to the consumer adoption of shopping via mobile apps
    Yildiz, Oguz
    [J]. INTERNATIONAL JOURNAL OF MOBILE COMMUNICATIONS, 2021, 19 (05) : 589 - 614
  • [47] Modeling socially responsible consumption and the need for uniqueness: a PLS-SEM approach
    Andrei, Andreia Gabriela
    Gazzola, Patrizia
    Zbuchea, Alexandra
    Alexandru, Vlad Andrei
    [J]. KYBERNETES, 2017, 46 (08) : 1325 - 1340
  • [49] Do right PLS and do PLS right: A critical review of the application of PLS-SEM in construction management research
    Ningshuang ZENG
    Yan LIU
    Pan GONG
    Marcel HERTOGH
    Markus K?NIG
    [J]. Frontiers of Engineering Management, 2021, (03) : 356 - 369
  • [50] Information undergraduate and non-information undergraduate on an artificial intelligence learning platform: an artificial intelligence assessment model using PLS-SEM analysis
    Zhong, Hua-Xu
    Chang, Jui-Hung
    Lai, Chin-Feng
    Chen, Pei-Wen
    Ku, Shang-Hsuan
    Chen, Shih-Yeh
    [J]. EDUCATION AND INFORMATION TECHNOLOGIES, 2024, 29 (04) : 4371 - 4400