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A quantitative risk analysis model with integrated deliberative Delphi platform for container shipping operational risks

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  • Nguyen, Son
  • Chen, Peggy Shu-Ling
  • Du, Yuquan
  • Shi, Wenming

Abstract

Uncertainty is a fundamental obstacle in container shipping operational risks (CSORs) evaluation and management. This study presents a model to quantitatively analyze CSORs with comprehensive uncertainty handling. The model features a Delphi risk communication platform (RCP) designed to establish a deliberative environment for expert interaction and cooperation. The risk level is assessed through a Bayesian network while a fuzzy-based system is implemented to evaluate the attached base of knowledge. Besides the validation of reliability and robustness by a sensitivity analysis, the conducted case study confirms the feasibility and functionality of the model, especially the impact of the implemented Delphi RCP.

Suggested Citation

  • Nguyen, Son & Chen, Peggy Shu-Ling & Du, Yuquan & Shi, Wenming, 2019. "A quantitative risk analysis model with integrated deliberative Delphi platform for container shipping operational risks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 129(C), pages 203-227.
  • Handle: RePEc:eee:transe:v:129:y:2019:i:c:p:203-227
    DOI: 10.1016/j.tre.2019.08.002
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    as
    1. Kavussanos, Manolis G. & Tsouknidis, Dimitris A., 2016. "Default risk drivers in shipping bank loans," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 94(C), pages 71-94.
    2. Yaniv, Ilan, 2011. "Group diversity and decision quality: Amplification and attenuation of the framing effect," International Journal of Forecasting, Elsevier, vol. 27(1), pages 41-49, January.
    3. Liu, Chiung-Lin & Shang, Kuo-Chung & Lirn, Taih-Cherng & Lai, Kee-Hung & Lun, Y.H. Venus, 2018. "Supply chain resilience, firm performance, and management policies in the liner shipping industry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 110(C), pages 202-219.
    4. Yaniv, Ilan, 2011. "Group diversity and decision quality: Amplification and attenuation of the framing effect," International Journal of Forecasting, Elsevier, vol. 27(1), pages 41-49.
    5. Jones, B. & Jenkinson, I. & Yang, Z. & Wang, J., 2010. "The use of Bayesian network modelling for maintenance planning in a manufacturing industry," Reliability Engineering and System Safety, Elsevier, vol. 95(3), pages 267-277.
    6. George Wright & Fergus Bolger & Gene Rowe, 2002. "An Empirical Test of the Relative Validity of Expert and Lay Judgments of Risk," Risk Analysis, John Wiley & Sons, vol. 22(6), pages 1107-1122, December.
    7. Wang, Haijun & Tan, Jie & Guo, Shuojia & Wang, Shenhao, 2018. "High-value transportation disruption risk management: Shipment insurance with declared value," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 109(C), pages 293-310.
    8. Yuen, Kum Fai & Wang, Xueqin & Wong, Yiik Diew & Zhou, Qingji, 2018. "The effect of sustainable shipping practices on shippers’ loyalty: The mediating role of perceived value, trust and transaction cost," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 116(C), pages 123-135.
    9. Lu, Chin-Shan, 2003. "The impact of carrier service attributes on shipper-carrier partnering relationships: a shipper's perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 39(5), pages 399-415, September.
    10. Roger Flage & Terje Aven & Enrico Zio & Piero Baraldi, 2014. "Concerns, Challenges, and Directions of Development for the Issue of Representing Uncertainty in Risk Assessment," Risk Analysis, John Wiley & Sons, vol. 34(7), pages 1196-1207, July.
    11. Aven, Terje, 2010. "On how to define, understand and describe risk," Reliability Engineering and System Safety, Elsevier, vol. 95(6), pages 623-631.
    12. Emre Akyuz & Erkan Celik, 2018. "A quantitative risk analysis by using interval type-2 fuzzy FMEA approach: the case of oil spill," Maritime Policy & Management, Taylor & Francis Journals, vol. 45(8), pages 979-994, November.
    13. Wilson, Martha C., 2007. "The impact of transportation disruptions on supply chain performance," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 43(4), pages 295-320, July.
    14. Louis Anthony (Tony)Cox, 2008. "What's Wrong with Risk Matrices?," Risk Analysis, John Wiley & Sons, vol. 28(2), pages 497-512, April.
    15. Aven, Terje & Zio, Enrico, 2011. "Some considerations on the treatment of uncertainties in risk assessment for practical decision making," Reliability Engineering and System Safety, Elsevier, vol. 96(1), pages 64-74.
    16. Z. L. Yang & J. Wang & S. Bonsall & Q. G. Fang, 2009. "Use of Fuzzy Evidential Reasoning in Maritime Security Assessment," Risk Analysis, John Wiley & Sons, vol. 29(1), pages 95-120, January.
    17. Hani Alyami & Paul Tae-Woo Lee & Zaili Yang & Ramin Riahi & Stephen Bonsall & Jin Wang, 2014. "An advanced risk analysis approach for container port safety evaluation," Maritime Policy & Management, Taylor & Francis Journals, vol. 41(7), pages 634-650, December.
    18. Terje Aven & Ortwin Renn, 2009. "On risk defined as an event where the outcome is uncertain," Journal of Risk Research, Taylor & Francis Journals, vol. 12(1), pages 1-11, January.
    19. Kerr, Norbert L. & Tindale, R. Scott, 2011. "Group-based forecasting?: A social psychological analysis," International Journal of Forecasting, Elsevier, vol. 27(1), pages 14-40, January.
    20. Louis Anthony (Tony) Cox, 2012. "Confronting Deep Uncertainties in Risk Analysis," Risk Analysis, John Wiley & Sons, vol. 32(10), pages 1607-1629, October.
    21. Yang, Zaili & Ng, Adolf K.Y. & Wang, Jin, 2014. "A new risk quantification approach in port facility security assessment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 59(C), pages 72-90.
    22. Celik, Erkan & Bilisik, Ozge Nalan & Erdogan, Melike & Gumus, Alev Taskin & Baracli, Hayri, 2013. "An integrated novel interval type-2 fuzzy MCDM method to improve customer satisfaction in public transportation for Istanbul," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 58(C), pages 28-51.
    23. Crott, Helmut W. & Szilvas, Klaus & Zuber, Johannes A., 1991. "Group decision, choice shift, and polarization in consulting, political, and local political scenarios: An experimental investigation and theoretical analysis," Organizational Behavior and Human Decision Processes, Elsevier, vol. 49(1), pages 22-41, June.
    24. Bjerga, Torbjørn & Aven, Terje, 2015. "Adaptive risk management using new risk perspectives – an example from the oil and gas industry," Reliability Engineering and System Safety, Elsevier, vol. 134(C), pages 75-82.
    25. Goerlandt, Floris & Montewka, Jakub, 2015. "Maritime transportation risk analysis: Review and analysis in light of some foundational issues," Reliability Engineering and System Safety, Elsevier, vol. 138(C), pages 115-134.
    26. Kerr, Norbert L. & Tindale, R. Scott, 2011. "Group-based forecasting?: A social psychological analysis," International Journal of Forecasting, Elsevier, vol. 27(1), pages 14-40.
    27. Wan, Chengpeng & Yan, Xinping & Zhang, Di & Qu, Zhuohua & Yang, Zaili, 2019. "An advanced fuzzy Bayesian-based FMEA approach for assessing maritime supply chain risks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 125(C), pages 222-240.
    28. Vilko, Jyri P.P. & Hallikas, Jukka M., 2012. "Risk assessment in multimodal supply chains," International Journal of Production Economics, Elsevier, vol. 140(2), pages 586-595.
    29. Zhen, Xueping & Li, Yongjian & Cai, Gangshu (George) & Shi, Dan, 2016. "Transportation disruption risk management: business interruption insurance and backup transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 90(C), pages 51-68.
    30. Aven, Terje, 2012. "The risk concept—historical and recent development trends," Reliability Engineering and System Safety, Elsevier, vol. 99(C), pages 33-44.
    31. Hristos Karahalios, 2017. "Evaluating the knowledge of experts in the maritime regulatory field," Maritime Policy & Management, Taylor & Francis Journals, vol. 44(4), pages 426-441, May.
    32. Terje Aven & Enrico Zio, 2014. "Foundational Issues in Risk Assessment and Risk Management," Risk Analysis, John Wiley & Sons, vol. 34(7), pages 1164-1172, July.
    33. Cantor, David E. & Blackhurst, Jennifer V. & Cortes, Juan David, 2014. "The clock is ticking: The role of uncertainty, regulatory focus, and level of risk on supply chain disruption decision making behavior," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 72(C), pages 159-172.
    34. Rae, Andrew & Alexander, Rob & McDermid, John, 2014. "Fixing the cracks in the crystal ball: A maturity model for quantitative risk assessment," Reliability Engineering and System Safety, Elsevier, vol. 125(C), pages 67-81.
    35. Kuo, Szu-Yu & Lin, Pei-Chun & Lu, Chin-Shan, 2017. "The effects of dynamic capabilities, service capabilities, competitive advantage, and organizational performance in container shipping," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 356-371.
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    3. Zhou, Yusheng & Li, Xue & Yuen, Kum Fai, 2022. "Holistic risk assessment of container shipping service based on Bayesian Network Modelling," Reliability Engineering and System Safety, Elsevier, vol. 220(C).
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    5. Mohamed Ramadan A. Rezk & Amr Radwan & Nahed Salem & Mahmoud M. Sakr & Manuela TvaronaviÄ ienÄ—, 2019. "Foresight for sustainable energy policy in Egypt: results from a Delphi survey," Insights into Regional Development, VsI Entrepreneurship and Sustainability Center, vol. 1(4), pages 357-369, December.
    6. Jia, Xiaohui & Zhang, Donghui, 2021. "Prediction of maritime logistics service risks applying soft set based association rule: An early warning model," Reliability Engineering and System Safety, Elsevier, vol. 207(C).
    7. Gebhardt, Maximilian & Spieske, Alexander & Birkel, Hendrik, 2022. "The future of the circular economy and its effect on supply chain dependencies: Empirical evidence from a Delphi study," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 157(C).
    8. Seddigh, Mohammad Reza & Targholizadeh, Aida & Shokouhyar, Sajjad & Shokoohyar, Sina, 2023. "Social media and expert analysis cast light on the mechanisms of underlying problems in pharmaceutical supply chain: An exploratory approach," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    9. Shoukohyar, Sajjad & Seddigh, Mohammad Reza, 2020. "Uncovering the dark and bright sides of implementing collaborative forecasting throughout sustainable supply chains: An exploratory approach," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    10. Martin Folch-Calvo & Francisco Brocal-Fernández & Cristina González-Gaya & Miguel A. Sebastián, 2020. "Analysis and Characterization of Risk Methodologies Applied to Industrial Parks," Sustainability, MDPI, vol. 12(18), pages 1-35, September.

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