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A comparative analysis of machine learning techniques and fuzzy analytic hierarchy process to determine the tacit knowledge criteria

Author

Listed:
  • Ibrahim Yazici

    (Istanbul Technical University)

  • Omer Faruk Beyca

    (Istanbul Technical University)

  • Omer Faruk Gurcan

    (Istanbul Technical University)

  • Halil Zaim

    (Business Administration, American University of the Middle East)

  • Dursun Delen

    (Oklahoma State University)

  • Selim Zaim

    (Istanbul Sabahattin Zaim University)

Abstract

Knowledge management is widely considered as a strategic tool to increase firm performance by enabling the reuse of organizational knowledge. Although many have studied knowledge management in a variety of business settings, the concept of tacit knowledge, especially the individual one, has not been explored in due detail. The objective of this study is to identify and prioritize individual tacit knowledge criteria and to explain their effects on firm performance. In the proposed methodology, first, the most prevalent individual tacit knowledge variables are identified by means of knowledge elicitation and feature selection methods. Then, the extracted variables were prioritized using machine learning methods and fuzzy Analytic Hierarchy Process (AHP). Support vector machine (SVM), logistic regression, and artificial neural networks are used as the first approach, followed by fuzzy AHP as the second approach. Based on the comparative analysis results, SVM (as the best-performed machine-learning technique) and fuzzy AHP methods were identified for the subsequent analysis. The results showed that both SVM and fuzzy AHP determined time efficiency of employees, communication between employees and supervisors, and innovative capability of employees as the most important tacit knowledge criteria. These findings are mostly supported by the extant literature, and collectively shows the synergistic nature of the utilized analytics approaches in determining individual tacit knowledge criteria.

Suggested Citation

  • Ibrahim Yazici & Omer Faruk Beyca & Omer Faruk Gurcan & Halil Zaim & Dursun Delen & Selim Zaim, 2022. "A comparative analysis of machine learning techniques and fuzzy analytic hierarchy process to determine the tacit knowledge criteria," Annals of Operations Research, Springer, vol. 308(1), pages 753-776, January.
    • Handle: RePEc:spr:annopr:v:308:y:2022:i:1:d:10.1007_s10479-020-03697-3
    DOI: 10.1007/s10479-020-03697-3
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    References listed on IDEAS

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    1. Somsuk, Nisakorn & Laosirihongthong, Tritos, 2014. "A fuzzy AHP to prioritize enabling factors for strategic management of university business incubators: Resource-based view," Technological Forecasting and Social Change, Elsevier, vol. 85(C), pages 198-210.
    2. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    3. Park, Chansoo & Vertinsky, Ilan & Becerra, Manuel, 2015. "Transfers of tacit vs. explicit knowledge and performance in international joint ventures: The role of age," International Business Review, Elsevier, vol. 24(1), pages 89-101.
    4. Birger Wernerfelt, 1984. "A resource‐based view of the firm," Strategic Management Journal, Wiley Blackwell, vol. 5(2), pages 171-180, April.
    5. Arnett, Dennis B. & Wittmann, C. Michael, 2014. "Improving marketing success: The role of tacit knowledge exchange between sales and marketing," Journal of Business Research, Elsevier, vol. 67(3), pages 324-331.
    6. Nile W. Hatch & Jeffrey H. Dyer, 2004. "Human capital and learning as a source of sustainable competitive advantage," Strategic Management Journal, Wiley Blackwell, vol. 25(12), pages 1155-1178, December.
    7. Ikujiro Nonaka, 1994. "A Dynamic Theory of Organizational Knowledge Creation," Organization Science, INFORMS, vol. 5(1), pages 14-37, February.
    8. Koskinen, Kaj U. & Vanharanta, Hannu, 2002. "The role of tacit knowledge in innovation processes of small technology companies," International Journal of Production Economics, Elsevier, vol. 80(1), pages 57-64, November.
    9. Linda Argote & Ella Miron-Spektor, 2011. "Organizational Learning: From Experience to Knowledge," Organization Science, INFORMS, vol. 22(5), pages 1123-1137, October.
    10. Marianna Sigala & Kalotina Chalkiti, 2007. "Improving performance through tacit knowledge externalisation and utilisation," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 56(5/6), pages 456-483, June.
    11. Romel Mostafa & Steven Klepper, 2018. "Industrial Development Through Tacit Knowledge Seeding: Evidence from the Bangladesh Garment Industry," Management Science, INFORMS, vol. 64(2), pages 613-632, February.
    12. Heo, Eunnyeong & Kim, Jinsoo & Boo, Kyung-Jin, 2010. "Analysis of the assessment factors for renewable energy dissemination program evaluation using fuzzy AHP," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(8), pages 2214-2220, October.
    13. Mohajan, Haradhan, 2017. "Tacit Knowledge for the Development of Organizations," MPRA Paper 83040, University Library of Munich, Germany, revised 14 Mar 2017.
    14. Choudhary, Devendra & Shankar, Ravi, 2012. "An STEEP-fuzzy AHP-TOPSIS framework for evaluation and selection of thermal power plant location: A case study from India," Energy, Elsevier, vol. 42(1), pages 510-521.
    15. Thuc Anh, Phan Thi & Christopher Baughn, C. & Minh Hang, Ngo Thi & Neupert, Kent E., 2006. "Knowledge acquisition from foreign parents in international joint ventures: An empirical study in Vietnam," International Business Review, Elsevier, vol. 15(5), pages 463-487, October.
    Full references (including those not matched with items on IDEAS)

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