IDEAS home Printed from https://ideas.repec.org/a/eee/teinso/v82y2025ics0160791x25000739.html

A study on the impact of entrepreneurial bricolage on enterprise performance management using the BPNN-DEMATEL method and social network analysis

Author

Listed:
  • Kang, Xi
  • Li, Saiyong
  • Chaivirutnukul, Kanchaya

Abstract

With the advancement of artificial intelligence (AI), intelligent methods have become increasingly important for optimizing enterprise development strategies. This study applies the Back Propagation Neural Network-Decision Making Trial and Evaluation Laboratory (BPNN-DEMATEL) method and social network analysis to improve strategic decision-making for emerging enterprises. First, the BPNN-DEMATEL method is developed based on Back Propagation Neural Network (BPNN) and the Decision-Making Trial and Evaluation Laboratory (DEMATEL). Then, it is refined using insights from social network analysis. Finally, the model is evaluated to assess its effectiveness in analyzing performance management strategies. Results indicate that the BPNN-DEMATEL model improves calculation accuracy by approximately 23 %–47 % and reduces reaction time by 20 %–50 % compared to existing models. After optimization, integrating social network analysis further enhances accuracy, increasing it by 38 %–70 %. Additionally, the model effectively examines the impact of entrepreneurial bricolage on performance management, providing insights that support new venture development. These findings contribute to the optimization and practical application of AI in enterprise strategy, offering both technical and theoretical foundations for business growth in the digital era.

Suggested Citation

  • Kang, Xi & Li, Saiyong & Chaivirutnukul, Kanchaya, 2025. "A study on the impact of entrepreneurial bricolage on enterprise performance management using the BPNN-DEMATEL method and social network analysis," Technology in Society, Elsevier, vol. 82(C).
    • Handle: RePEc:eee:teinso:v:82:y:2025:i:c:s0160791x25000739
    DOI: 10.1016/j.techsoc.2025.102883
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0160791X25000739
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techsoc.2025.102883?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Sun, Liangliang & Peng, Jiayu & Dinçer, Hasan & Yüksel, Serhat, 2022. "Coalition-oriented strategic selection of renewable energy system alternatives using q-ROF DEMATEL with golden cut," Energy, Elsevier, vol. 256(C).
    2. Ilse Schoeman & James Chakwizira, 2023. "Advancing a Performance Management Tool for Service Delivery in Local Government," Administrative Sciences, MDPI, vol. 13(2), pages 1-29, January.
    3. Braga, Irina F.B. & Ferreira, Fernando A.F. & Ferreira, João J.M. & Correia, Ricardo J.C. & Pereira, Leandro F. & Falcão, Pedro F., 2021. "A DEMATEL analysis of smart city determinants," Technology in Society, Elsevier, vol. 66(C).
    4. Mubarik, Muhammad Shujaat & Kazmi, Syed Hasnain Alam & Zaman, Syed Imran, 2021. "Application of gray DEMATEL-ANP in green-strategic sourcing," Technology in Society, Elsevier, vol. 64(C).
    5. Qianqian Ju & Yankun Sun & Ran Chen, 2023. "An Approach for Measuring Complexity Degree of International Engineering Projects," Sustainability, MDPI, vol. 15(12), pages 1-19, June.
    6. Xu, Qianwen Ariel & Jayne, Chrisina & Chang, Victor, 2024. "An emoji feature-incorporated multi-view deep learning for explainable sentiment classification of social media reviews," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    7. Alzahrani, Ahmed Ibrahim & Al-Samarraie, Hosam & Eldenfria, Atef & Dodoo, Joana Eva & Alalwan, Nasser, 2022. "Users’ intention to continue using mHealth services: A DEMATEL approach during the COVID-19 pandemic," Technology in Society, Elsevier, vol. 68(C).
    8. Mohammad Mujahid Irfan & Sushama Malaji & Chandrashekhar Patsa & Shriram S. Rangarajan & S. M. Suhail Hussain, 2022. "Control of DSTATCOM Using ANN-BP Algorithm for the Grid Connected Wind Energy System," Energies, MDPI, vol. 15(19), pages 1-14, September.
    9. Roman A. Lewandowski & Giuseppe T. Cirella, 2023. "Performance management systems: Trade-off between implementation and strategy development," Operations Management Research, Springer, vol. 16(1), pages 280-295, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Han, Minglong & Liu, Yupeng, 2026. "Dynamic pricing mechanisms for generative artificial intelligence models across heterogeneous scenarios: An evolutionary game and complex network approach," Applied Mathematics and Computation, Elsevier, vol. 516(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Lin, Sheng-Hau & Zhang, Hejie & Li, Jia-Hsuan & Ye, Cheng-Zhou & Hsieh, Jing-Chzi, 2022. "Evaluating smart office buildings from a sustainability perspective: A model of hybrid multi-attribute decision-making," Technology in Society, Elsevier, vol. 68(C).
    2. Kumar, Shashank & Raut, Rakesh D. & Queiroz, Maciel M. & Narkhede, Balkrishna E., 2021. "Mapping the barriers of AI implementations in the public distribution system: The Indian experience," Technology in Society, Elsevier, vol. 67(C).
    3. Erol, Ismail & Peker, Iskender & Medeni, Ihsan Tolga & Yuce, Fatma, 2025. "Towards precision dentistry through artificial intelligence and blockchain-based digital Twins: Investigating challenges and solution strategies," Technology in Society, Elsevier, vol. 83(C).
    4. Tang, Jia-Wei & Tsai, Pei-Hsuan, 2024. "Exploring critical determinants influencing businesses’ continuous usage of mobile payment in post-pandemic era: Based on the UTAUT2 perspective," Technology in Society, Elsevier, vol. 77(C).
    5. Weck, Marina & Jackson, Eric Blake & Sihvonen, Markus & Pappel, Ingrid, 2022. "Building smart living environments for ageing societies: Decision support for cross-border e-services between Estonia and Finland," Technology in Society, Elsevier, vol. 71(C).
    6. Serhat Yüksel & Hasan Dinçer & Duygu Yavuz, 2023. "Determination of Priority Factors for the Development of Green Banking Practices in Turkey with the Fuzzy DEMATEL Method," Journal of Sustainable Development Issues (JOSDI), SDIjournals, vol. 1(1), pages 23-41, December.
    7. Bruno M. B. Pinto & Fernando A. F. Ferreira & Ronald W. Spahr & Mark A. Sunderman & Leandro F. Pereira, 2023. "Analyzing causes of urban blight using cognitive mapping and DEMATEL," Annals of Operations Research, Springer, vol. 325(2), pages 1083-1110, June.
    8. Wenhui Luo & Peiling Yang & Zhenning Zhu & Fengwei Ying & Zihan Lin, 2025. "RETRACTED ARTICLE: Promoting Cleaner Industry: Assessing the Impact of Smart City Pilot Policies in China within the Context of Knowledge-Based Economic Dynamics," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 6360-6409, June.
    9. Tsai, Pei-Hsuan & Kao, Ya-Ling & Kuo, Szu-Yu, 2023. "Exploring the critical factors influencing the outlying island talent recruitment and selection evaluation model: Empirical evidence from Penghu, Taiwan," Evaluation and Program Planning, Elsevier, vol. 99(C).
    10. Tsai, Pei-Hsuan & Tang, Jia-Wei & Ou, Mei-Ling, 2024. "Applying the extended UTAUT-2 to assess the factors contributing to consumers’ usage intention towards over-the-top video streaming platforms," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    11. Vieira, Fabiana C. & Ferreira, Fernando A.F. & Govindan, Kannan & Ferreira, Neuza C.M.Q.F. & Banaitis, Audrius, 2022. "Measuring urban digitalization using cognitive mapping and the best worst method (BWM)," Technology in Society, Elsevier, vol. 71(C).
    12. Li, Yongbo & Barrueta Pinto, Mark Christhian & Kumar, D. Thresh, 2023. "Analyzing sustainability indicator for Chinese mining sector," Resources Policy, Elsevier, vol. 80(C).
    13. Alexey Mikhaylov & N. B. A. Yousif & Hasan Dincer & Serhat Yüksel & Zuleima Karpyn, 2025. "RETRACTED ARTICLE: Analysis of the knowledge and innovation-based customer expectations for the green crypto assets in investment strategies using artificial intelligence and facial expression-based fuzzy modelling," Quality & Quantity: International Journal of Methodology, Springer, vol. 59(3), pages 2861-2890, June.
    14. Wang, Mengmeng & Zhou, Tao, 2022. "Understanding the dynamic relationship between smart city implementation and urban sustainability," Technology in Society, Elsevier, vol. 70(C).
    15. Nebiyu Kedir & Phuong H. D. Nguyen & Citlaly Pérez & Pedro Ponce & Aminah Robinson Fayek, 2023. "Systematic Literature Review on Fuzzy Hybrid Methods in Photovoltaic Solar Energy: Opportunities, Challenges, and Guidance for Implementation," Energies, MDPI, vol. 16(9), pages 1-38, April.
    16. Anchal Gupta & Rajesh Kumar Singh & Muhammad Mustafa Kamal, 2026. "Blockchain technology adoption for secured and carbon neutral logistics operations: barrier intensity index framework," Annals of Operations Research, Springer, vol. 359(1), pages 861-894, April.
    17. Puertas, Rosa & Guaita-Martinez, José M. & Carracedo, Patricia & Ribeiro-Soriano, Domingo, 2022. "Analysis of European environmental policies: Improving decision making through eco-efficiency," Technology in Society, Elsevier, vol. 70(C).
    18. Franciely Velozo Aragão & Daiane Maria de Genaro Chiroli & Fernanda Cavicchioli Zola & Emanuely Velozo Aragão & Luis Henrique Nogueira Marinho & Ana Lidia Cascales Correa & João Carlos Colmenero, 2023. "Smart Cities Maturity Model—A Multicriteria Approach," Sustainability, MDPI, vol. 15(8), pages 1-20, April.
    19. Dongshi Sun & Di Guo & Danlan Xie, 2023. "Using Multicriteria Decision Making to Evaluate the Risk of Hydrogen Energy Storage and Transportation in Cities," Sustainability, MDPI, vol. 15(2), pages 1-27, January.
    20. Cayetano Medina-Molina & María de la Sierra Rey-Tienda & Eva María Suárez-Redondo, 2022. "The Transition of Cities towards Innovations in Mobility: Searching for a Global Perspective," IJERPH, MDPI, vol. 19(12), pages 1-17, June.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:teinso:v:82:y:2025:i:c:s0160791x25000739. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/technology-in-society .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.