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The mean-variance approach for global supply chain risk analysis with air logistics in the blockchain technology era

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  • Choi, Tsan-Ming
  • Wen, Xin
  • Sun, Xuting
  • Chung, Sai-Ho

Abstract

Supply chain operations have entered the digital era with the emergence of blockchain technology. In this paper, we discuss how the mean–variance (MV) approach can be applied to explore global supply chain operations risk with air logistics in the blockchain technology era. To be specific, we examine the related literature from four areas, namely air-logistics operations, demand management, supply management, and supply-demand coordination. We propose how the blockchain technology can be applied to facilitate the implementation of mean-variance risk analysis for global supply chain operations. We then highlight several promising areas for further studies. A future research agenda is developed.

Suggested Citation

  • Choi, Tsan-Ming & Wen, Xin & Sun, Xuting & Chung, Sai-Ho, 2019. "The mean-variance approach for global supply chain risk analysis with air logistics in the blockchain technology era," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 127(C), pages 178-191.
  • Handle: RePEc:eee:transe:v:127:y:2019:i:c:p:178-191
    DOI: 10.1016/j.tre.2019.05.007
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    as
    1. Wei, Ying & Choi, Tsan-Ming, 2010. "Mean-variance analysis of supply chains under wholesale pricing and profit sharing schemes," European Journal of Operational Research, Elsevier, vol. 204(2), pages 255-262, July.
    2. Sara Saberi & Mahtab Kouhizadeh & Joseph Sarkis & Lejia Shen, 2019. "Blockchain technology and its relationships to sustainable supply chain management," International Journal of Production Research, Taylor & Francis Journals, vol. 57(7), pages 2117-2135, April.
    3. Andrew J. Schaefer & Ellis L. Johnson & Anton J. Kleywegt & George L. Nemhauser, 2005. "Airline Crew Scheduling Under Uncertainty," Transportation Science, INFORMS, vol. 39(3), pages 340-348, August.
    4. Altug, Mehmet Sekip & Muharremoglu, Alp, 2011. "Inventory management with advance supply information," International Journal of Production Economics, Elsevier, vol. 129(2), pages 302-313, February.
    5. Min, Hokey, 2019. "Blockchain technology for enhancing supply chain resilience," Business Horizons, Elsevier, vol. 62(1), pages 35-45.
    6. Youhua (Frank) Chen & Minghui Xu & Zhe George Zhang, 2009. "Technical Note---A Risk-Averse Newsvendor Model Under the CVaR Criterion," Operations Research, INFORMS, vol. 57(4), pages 1040-1044, August.
    7. Choi, Tsan-Ming & Chiu, Chun-Hung, 2012. "Mean-downside-risk and mean-variance newsvendor models: Implications for sustainable fashion retailing," International Journal of Production Economics, Elsevier, vol. 135(2), pages 552-560.
    8. Chiu, Chun-Hung & Choi, Tsan-Ming & Hao, Gang & Li, Xun, 2015. "Innovative menu of contracts for coordinating a supply chain with multiple mean-variance retailers," European Journal of Operational Research, Elsevier, vol. 246(3), pages 815-826.
    9. Vaagen, Hajnalka & Wallace, Stein W., 2008. "Product variety arising from hedging in the fashion supply chains," International Journal of Production Economics, Elsevier, vol. 114(2), pages 431-455, August.
    10. WEI, Ying & CHOI, Tsan-Ming, 2010. "Mean-variance analysis of supply chains under wholesale pricing and profit sharing schemes," LIDAM Reprints CORE 2186, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    11. Shankar, Ravi & Gupta, Rachita & Pathak, Devendra Kumar, 2018. "Modeling critical success factors of traceability for food logistics system," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 119(C), pages 205-222.
    12. Jiarong Luo & Xu Chen, 2017. "Risk hedging via option contracts in a random yield supply chain," Annals of Operations Research, Springer, vol. 257(1), pages 697-719, October.
    13. Wang, Yingli & Singgih, Meita & Wang, Jingyao & Rit, Mihaela, 2019. "Making sense of blockchain technology: How will it transform supply chains?," International Journal of Production Economics, Elsevier, vol. 211(C), pages 221-236.
    14. Choi, Tsan-Ming, 2018. "Launching the right new product among multiple product candidates in fashion: Optimal choice and coordination with risk consideration," International Journal of Production Economics, Elsevier, vol. 202(C), pages 162-171.
    15. Liu, Zugang & Nagurney, Anna, 2011. "Supply chain outsourcing under exchange rate risk and competition," Omega, Elsevier, vol. 39(5), pages 539-549, October.
    16. A. Negahban & J.S. Smith, 2016. "The effect of supply and demand uncertainties on the optimal production and sales plans for new products," International Journal of Production Research, Taylor & Francis Journals, vol. 54(13), pages 3852-3869, July.
    17. Chun-Hung Chiu & Tsan-Ming Choi, 2016. "Supply chain risk analysis with mean-variance models: a technical review," Annals of Operations Research, Springer, vol. 240(2), pages 489-507, May.
    18. Shi Chen & Hau Lee & Kamran Moinzadeh, 2016. "Supply Chain Coordination with Multiple Shipments: The Optimal Inventory Subsidizing Contracts," Operations Research, INFORMS, vol. 64(6), pages 1320-1337, December.
    19. Tsan-Ming Choi & Kannan Govindan & Xiang Li & Yongjian Li, 2017. "Innovative supply chain optimization models with multiple uncertainty factors," Annals of Operations Research, Springer, vol. 257(1), pages 1-14, October.
    20. Tsan‐Ming Choi & Stein W. Wallace & Yulan Wang, 2018. "Big Data Analytics in Operations Management," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1868-1883, October.
    21. Nicky J. Welton & Howard H. Z. Thom, 2015. "Value of Information," Medical Decision Making, , vol. 35(5), pages 564-566, July.
    22. Da Lu & Fatma Gzara, 2015. "The robust crew pairing problem: model and solution methodology," Journal of Global Optimization, Springer, vol. 62(1), pages 29-54, May.
    23. Long Gao & Nan Yang & Renyu Zhang & Ting Luo, 2017. "Dynamic Supply Risk Management with Signal-Based Forecast, Multi-Sourcing, and Discretionary Selling," Production and Operations Management, Production and Operations Management Society, vol. 26(7), pages 1399-1415, July.
    24. Sergey Shebalov & Diego Klabjan, 2006. "Robust Airline Crew Pairing: Move-up Crews," Transportation Science, INFORMS, vol. 40(3), pages 300-312, August.
    25. Xiang Li, 2017. "Optimal procurement strategies from suppliers with random yield and all-or-nothing risks," Annals of Operations Research, Springer, vol. 257(1), pages 167-181, October.
    26. Choi, Tsan-Ming & Li, Duan & Yan, Houmin, 2008. "Mean-variance analysis of a single supplier and retailer supply chain under a returns policy," European Journal of Operational Research, Elsevier, vol. 184(1), pages 356-376, January.
    27. Choi, Tsan-Ming, 2019. "Blockchain-technology-supported platforms for diamond authentication and certification in luxury supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 128(C), pages 17-29.
    28. ManMohan S. Sodhi & Christopher S. Tang, 2019. "Research Opportunities in Supply Chain Transparency," Production and Operations Management, Production and Operations Management Society, vol. 28(12), pages 2946-2959, December.
    29. Gérard P. Cachon & Robert Swinney, 2011. "The Value of Fast Fashion: Quick Response, Enhanced Design, and Strategic Consumer Behavior," Management Science, INFORMS, vol. 57(4), pages 778-795, April.
    30. Lau, Hon-Shiang & Lau, Amy Hing-Ling, 1999. "Manufacturer's pricing strategy and return policy for a single-period commodity," European Journal of Operational Research, Elsevier, vol. 116(2), pages 291-304, July.
    31. Liang, Zhe & Xiao, Fan & Qian, Xiongwen & Zhou, Lei & Jin, Xianfei & Lu, Xuehua & Karichery, Sureshan, 2018. "A column generation-based heuristic for aircraft recovery problem with airport capacity constraints and maintenance flexibility," Transportation Research Part B: Methodological, Elsevier, vol. 113(C), pages 70-90.
    32. Michelle Dunbar & Gary Froyland & Cheng-Lung Wu, 2012. "Robust Airline Schedule Planning: Minimizing Propagated Delay in an Integrated Routing and Crewing Framework," Transportation Science, INFORMS, vol. 46(2), pages 204-216, May.
    33. Keren, Baruch & Pliskin, Joseph S., 2006. "A benchmark solution for the risk-averse newsvendor problem," European Journal of Operational Research, Elsevier, vol. 174(3), pages 1643-1650, November.
    34. Arunachalam, Deepak & Kumar, Niraj & Kawalek, John Paul, 2018. "Understanding big data analytics capabilities in supply chain management: Unravelling the issues, challenges and implications for practice," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 114(C), pages 416-436.
    35. Christopher Bayliss & Geert Maere & Jason A. D. Atkin & Marc Paelinck, 2017. "A simulation scenario based mixed integer programming approach to airline reserve crew scheduling under uncertainty," Annals of Operations Research, Springer, vol. 252(2), pages 335-363, May.
    36. Wang, Fan & Zhuo, Xiaopo & Niu, Baozhuang, 2017. "Strategic entry to regional air cargo market under joint competition of demand and promised delivery time," Transportation Research Part B: Methodological, Elsevier, vol. 104(C), pages 317-336.
    37. Basole, Rahul C. & Nowak, Maciek, 2018. "Assimilation of tracking technology in the supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 114(C), pages 350-370.
    38. Sai Ho Chung & Hoi Lam Ma & Hing Kai Chan, 2017. "Cascading Delay Risk of Airline Workforce Deployments with Crew Pairing and Schedule Optimization," Risk Analysis, John Wiley & Sons, vol. 37(8), pages 1443-1458, August.
    39. Azadian, Farshid & Murat, Alper, 2018. "Service location grouping and pricing in transportation: Application in air cargo," European Journal of Operational Research, Elsevier, vol. 267(3), pages 933-943.
    40. Tsan-Ming Choi, 2018. "Impacts of retailer’s risk averse behaviors on quick response fashion supply chain systems," Annals of Operations Research, Springer, vol. 268(1), pages 239-257, September.
    41. Babich, Volodymyr & Hilary, Gilles, 2019. "Blockchain and other Distributed Ledger Technologies in Operations," Foundations and Trends(R) in Technology, Information and Operations Management, now publishers, vol. 12(2-3), pages 152-172, March.
    42. Giri, B.C., 2011. "Managing inventory with two suppliers under yield uncertainty and risk aversion," International Journal of Production Economics, Elsevier, vol. 133(1), pages 80-85, September.
    43. Yang, Daojian & Qi, Ershi & Li, Yajiao, 2015. "Quick response and supply chain structure with strategic consumers," Omega, Elsevier, vol. 52(C), pages 1-14.
    44. Tsan-Ming Choi & Chun-Hung Chiu, 2012. "Risk Analysis in Stochastic Supply Chains," International Series in Operations Research and Management Science, Springer, edition 127, number 978-1-4614-3869-4, September.
    45. Dettenbach, Marcus & Thonemann, Ulrich W., 2015. "The value of real time yield information in multi-stage inventory systems – Exact and heuristic approaches," European Journal of Operational Research, Elsevier, vol. 240(1), pages 72-83.
    46. Levy, H & Markowtiz, H M, 1979. "Approximating Expected Utility by a Function of Mean and Variance," American Economic Review, American Economic Association, vol. 69(3), pages 308-317, June.
    47. Tsan-Ming Choi & Stein W Wallace & Yulan Wang, 2016. "Risk management and coordination in service supply chains: information, logistics and outsourcing," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 67(2), pages 159-164, February.
    48. Wu, Jun & Wang, Shouyang & Chao, Xiuli & Ng, C.T. & Cheng, T.C.E., 2010. "Impact of risk aversion on optimal decisions in supply contracts," International Journal of Production Economics, Elsevier, vol. 128(2), pages 569-576, December.
    49. Keji Wei & Vikrant Vaze, 2018. "Modeling Crew Itineraries and Delays in the National Air Transportation System," Transportation Science, INFORMS, vol. 52(5), pages 1276-1296, October.
    50. Chen, Kebing & Xiao, Tiaojun, 2015. "Outsourcing strategy and production disruption of supply chain with demand and capacity allocation uncertainties," International Journal of Production Economics, Elsevier, vol. 170(PA), pages 243-257.
    51. Ananth. V. Iyer & Mark E. Bergen, 1997. "Quick Response in Manufacturer-Retailer Channels," Management Science, INFORMS, vol. 43(4), pages 559-570, April.
    52. John Buzacott & Houmin Yan & Hanqin Zhang, 2011. "Risk analysis of commitment–option contracts with forecast updates," IISE Transactions, Taylor & Francis Journals, vol. 43(6), pages 415-431.
    53. Xue, Weili & Choi, Tsan-Ming & Ma, Lijun, 2016. "Diversification strategy with random yield suppliers for a mean–variance risk-sensitive manufacturer," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 90(C), pages 90-107.
    54. Jabbarzadeh, Armin & Fahimnia, Behnam & Sheu, Jiuh-Biing & Moghadam, Hani Shahmoradi, 2016. "Designing a supply chain resilient to major disruptions and supply/demand interruptions," Transportation Research Part B: Methodological, Elsevier, vol. 94(C), pages 121-149.
    55. Jabbarzadeh, Armin & Fahimnia, Behnam & Sheu, Jiuh-Biing, 2017. "An enhanced robustness approach for managing supply and demand uncertainties," International Journal of Production Economics, Elsevier, vol. 183(PC), pages 620-631.
    56. Xin Chen & Melvyn Sim & David Simchi-Levi & Peng Sun, 2007. "Risk Aversion in Inventory Management," Operations Research, INFORMS, vol. 55(5), pages 828-842, October.
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