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An Integrated Approach for Modeling Sustainability Risks in Freight Transportation Systems

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  • Divya Choudhary
  • Ravi Shankar
  • Alok Choudhary

Abstract

Integrating sustainability into freight transportation systems (FTSs) is a complex and challenging task due to the sheer number of inherent sustainability risks. Sustainability risks disrupt the economic, social and environmental objectives of freight operations and act as impediments in the development of sustainable freight transportation systems. The area of sustainability risk management is still unexplored and immature in the operational research domain. This study addresses these research gaps and contributes in a threefold manner. First, a total of 36 potential sustainability risks related to FTSs are identified and uniquely classified into seven categories using a rigourous approach. Second, the research proposes two prominent perspectives, namely, ontological and epistemological perspectives to understand risks and develops a novel framework for managing sustainability risks in FTSs. Third, a novel approach by integrating fuzzy evidential reasoning algorithm (FERA) with expected utility theory is developed to quantitatively model and profile sustainability risk for different risk preferences, namely, risk‐averse, risk‐neutral, and risk‐taking scenarios. The proposed FERA is a flexible and robust approach, which transforms the experts’ inputs into belief structures and aggregates them using the evidence combination rule proposed in Dempster–Shafer theory to overcome the problem of imprecise results caused by average scoring in existing models. A sensitivity analysis is conducted to demonstrate the robustness of the proposed model. Unlike conventional perception, our study suggests that most of the high priority sustainability risks are behaviorally and socially induced rather than financially driven. The results provide significant managerial implications including a focus on skills development, and on social and behavioral dimensions while managing risks in FTSs.

Suggested Citation

  • Divya Choudhary & Ravi Shankar & Alok Choudhary, 2020. "An Integrated Approach for Modeling Sustainability Risks in Freight Transportation Systems," Risk Analysis, John Wiley & Sons, vol. 40(4), pages 858-883, April.
  • Handle: RePEc:wly:riskan:v:40:y:2020:i:4:p:858-883
    DOI: 10.1111/risa.13435
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    1. Seongtae Kim & Stephan M. Wagner & Claudia Colicchia, 2019. "The Impact of Supplier Sustainability Risk on Shareholder Value," Journal of Supply Chain Management, Institute for Supply Management, vol. 55(1), pages 71-87, January.
    2. Govindan, Kannan & Chaudhuri, Atanu, 2016. "Interrelationships of risks faced by third party logistics service providers: A DEMATEL based approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 90(C), pages 177-195.
    3. Terje Aven, 2018. "An Emerging New Risk Analysis Science: Foundations and Implications," Risk Analysis, John Wiley & Sons, vol. 38(5), pages 876-888, May.
    4. Gan, Lin, 2003. "Globalization of the automobile industry in China: dynamics and barriers in greening of the road transportation," Energy Policy, Elsevier, vol. 31(6), pages 537-551, May.
    5. Bing Wu & Xinping Yan & Yang Wang & C. Guedes Soares, 2017. "An Evidential Reasoning‐Based CREAM to Human Reliability Analysis in Maritime Accident Process," Risk Analysis, John Wiley & Sons, vol. 37(10), pages 1936-1957, October.
    6. Tang, Christopher S. & Davarzani, Hoda & Sarkis, Joseph, 2015. "Quantitative models for managing supply chain risks: A reviewAuthor-Name: Fahimnia, Behnam," European Journal of Operational Research, Elsevier, vol. 247(1), pages 1-15.
    7. Yu Chen & Longcang Shu & Thomas J. Burbey, 2014. "An Integrated Risk Assessment Model of Township‐Scaled Land Subsidence Based on an Evidential Reasoning Algorithm and Fuzzy Set Theory," Risk Analysis, John Wiley & Sons, vol. 34(4), pages 656-669, April.
    8. Dan R. Anderson & Kenneth E. Anderson, 2009. "Sustainability Risk Management," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 12(1), pages 25-38, March.
    9. 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.
    10. 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.
    11. Demir, Emrah & Huang, Yuan & Scholts, Sebastiaan & Van Woensel, Tom, 2015. "A selected review on the negative externalities of the freight transportation: Modeling and pricing," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 77(C), pages 95-114.
    12. Heckmann, Iris & Comes, Tina & Nickel, Stefan, 2015. "A critical review on supply chain risk – Definition, measure and modeling," Omega, Elsevier, vol. 52(C), pages 119-132.
    13. Jianqiang Cui & Jago Dodson & Peter V. Hall, 2015. "Planning for Urban Freight Transport: An Overview," Transport Reviews, Taylor & Francis Journals, vol. 35(5), pages 583-598, September.
    14. Yang, Jian-Bo, 2001. "Rule and utility based evidential reasoning approach for multiattribute decision analysis under uncertainties," European Journal of Operational Research, Elsevier, vol. 131(1), pages 31-61, May.
    15. Chaminda Wijethilake & Tek Lama, 2019. "Sustainability core values and sustainability risk management: Moderating effects of top management commitment and stakeholder pressure," Business Strategy and the Environment, Wiley Blackwell, vol. 28(1), pages 143-154, January.
    16. Giannakis, Mihalis & Papadopoulos, Thanos, 2016. "Supply chain sustainability: A risk management approach," International Journal of Production Economics, Elsevier, vol. 171(P4), pages 455-470.
    17. Jaehn, Florian, 2016. "Sustainable Operations," European Journal of Operational Research, Elsevier, vol. 253(2), pages 243-264.
    18. Goldman, Todd & Gorham, Roger, 2006. "Sustainable urban transport: Four innovative directions," Technology in Society, Elsevier, vol. 28(1), pages 261-273.
    19. Xiaoyan Su & Sankaran Mahadevan & Peida Xu & Yong Deng, 2015. "Dependence Assessment in Human Reliability Analysis Using Evidence Theory and AHP," Risk Analysis, John Wiley & Sons, vol. 35(7), pages 1296-1316, July.
    20. Marcus Brandenburg & Tobias Rebs, 2015. "Sustainable supply chain management: a modeling perspective," Annals of Operations Research, Springer, vol. 229(1), pages 213-252, June.
    21. Piecyk, Maja I. & McKinnon, Alan C., 2010. "Forecasting the carbon footprint of road freight transport in 2020," International Journal of Production Economics, Elsevier, vol. 128(1), pages 31-42, November.
    22. Chunguang Bai & Behnam Fahimnia & Joseph Sarkis, 2017. "Sustainable transport fleet appraisal using a hybrid multi-objective decision making approach," Annals of Operations Research, Springer, vol. 250(2), pages 309-340, March.
    23. Elke U. Weber & Richard A. Milliman, 1997. "Perceived Risk Attitudes: Relating Risk Perception to Risky Choice," Management Science, INFORMS, vol. 43(2), pages 123-144, February.
    24. Wang, Ying-Ming & Yang, Jian-Bo & Xu, Dong-Ling, 2006. "Environmental impact assessment using the evidential reasoning approach," European Journal of Operational Research, Elsevier, vol. 174(3), pages 1885-1913, November.
    25. Aven, Terje, 2016. "Risk assessment and risk management: Review of recent advances on their foundation," European Journal of Operational Research, Elsevier, vol. 253(1), pages 1-13.
    26. SteadieSeifi, M. & Dellaert, N.P. & Nuijten, W. & Van Woensel, T. & Raoufi, R., 2014. "Multimodal freight transportation planning: A literature review," European Journal of Operational Research, Elsevier, vol. 233(1), pages 1-15.
    27. Reefke, Hendrik & Sundaram, David, 2017. "Key themes and research opportunities in sustainable supply chain management – identification and evaluation," Omega, Elsevier, vol. 66(PB), pages 195-211.
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