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Short-lived product returns forecasting when customers are unwilling to return the product: A grey-graphical evaluation and review technique

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  • Tripathy, Satchidananda
  • Kumar, Akhilesh
  • Mahanty, Biswajit

Abstract

Consumer electronics, such as mobile phones, laptops, and tablets, encounter the challenge of short product life cycles due to the rapid advancement of technology, marketing models, and rapidly changing consumer tastes. This study attempts to provide a forecasting model for a short-lived product for closed-loop supply chain planning. Importantly, we model the setting where the customers prefer to store the product instead of returning it for various reasons such as security and secondary use. We proposed a generic method that can be implemented for any technology-driven product's returns and remanufacturing process. We used the Graphical Evaluation and Review Technique to calculate the probability and quantity of product returns, the quantity of modules, parts, materials, and disposal. Then, we employed the Grey-Graphical Evaluation and Review Technique to calculate the expected time interval for core returns and the expected interval for the availability of module/parts/material for reconditioning/ remanufacturing of the product. An illustrative case study demonstrates the results of the forecasting model. Further, we analyzed the effect of customers' unwillingness to return the product on the reverse network. Our analysis asserts that the customer storing an end-of-use product has a greater impact on the probability of overall product return. Our analysis found that when customers tend to return the product instead of storing it for secondary use, the equivalence probability of returns can increase up to 91 %. In addition, we also address the effect of product return on the “ecological rucksack” of mobile phones. This can help policymakers design hassle-free return experiences and attractive customer incentives.

Suggested Citation

  • Tripathy, Satchidananda & Kumar, Akhilesh & Mahanty, Biswajit, 2023. "Short-lived product returns forecasting when customers are unwilling to return the product: A grey-graphical evaluation and review technique," Technological Forecasting and Social Change, Elsevier, vol. 195(C).
  • Handle: RePEc:eee:tefoso:v:195:y:2023:i:c:s0040162523004407
    DOI: 10.1016/j.techfore.2023.122755
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    References listed on IDEAS

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    1. L. Beril Toktay & Lawrence M. Wein & Stefanos A. Zenios, 2000. "Inventory Management of Remanufacturable Products," Management Science, INFORMS, vol. 46(11), pages 1412-1426, November.
    2. García-Alvarado, M.S. & Paquet, M. & Chaabane, A., 2015. "On inventory control of product recovery systems subject to environmental mechanisms," International Journal of Production Economics, Elsevier, vol. 165(C), pages 132-144.
    3. V. Daniel R. Guide , Jr. & Gilvan C. Souza & Luk N. Van Wassenhove & Joseph D. Blackburn, 2006. "Time Value of Commercial Product Returns," Management Science, INFORMS, vol. 52(8), pages 1200-1214, August.
    4. Hui Zhao & Vinayak Deshpande & Jennifer K. Ryan, 2005. "Inventory Sharing and Rationing in Decentralized Dealer Networks," Management Science, INFORMS, vol. 51(4), pages 531-547, April.
    5. Richter, Knut, 1996. "The extended EOQ repair and waste disposal model," International Journal of Production Economics, Elsevier, vol. 45(1-3), pages 443-447, August.
    6. Tao, Liangyan & Wu, Desheng & Liu, Sifeng & Lambert, James H., 2017. "Schedule risk analysis for new-product development: The GERT method extended by a characteristic function," Reliability Engineering and System Safety, Elsevier, vol. 167(C), pages 464-473.
    7. Saurabh Agrawal & Rajesh K. Singh & Qasim Murtaza, 2014. "Forecasting product returns for recycling in Indian electronics industry," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 11(1), pages 102-114, April.
    8. Zhou, Li & Xie, Jiaping & Gu, Xiaoyu & Lin, Yong & Ieromonachou, Petros & Zhang, Xiaole, 2016. "Forecasting return of used products for remanufacturing using Graphical Evaluation and Review Technique (GERT)," International Journal of Production Economics, Elsevier, vol. 181(PB), pages 315-324.
    9. Biswas, Indranil & Raj, Alok & Srivastava, Samir K., 2018. "Supply chain channel coordination with triple bottom line approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 115(C), pages 213-226.
    10. Richter, Knut, 1996. "The EOQ repair and waste disposal model with variable setup numbers," European Journal of Operational Research, Elsevier, vol. 95(2), pages 313-324, December.
    11. Villalba, G. & Segarra, M. & Chimenos, J.M. & Espiell, F., 2004. "Using the recyclability index of materials as a tool for design for disassembly," Ecological Economics, Elsevier, vol. 50(3-4), pages 195-200, October.
    12. Gregory A. DeCroix & Paul H. Zipkin, 2005. "Inventory Management for an Assembly System with Product or Component Returns," Management Science, INFORMS, vol. 51(8), pages 1250-1265, August.
    13. Bayindir, Z. Pelin & Erkip, Nesim & Gullu, Refik, 2003. "A model to evaluate inventory costs in a remanufacturing environment," International Journal of Production Economics, Elsevier, vol. 81(1), pages 597-607, January.
    14. Korhonen, Jouni & Honkasalo, Antero & Seppälä, Jyri, 2018. "Circular Economy: The Concept and its Limitations," Ecological Economics, Elsevier, vol. 143(C), pages 37-46.
    15. Govindan, Kannan & Soleimani, Hamed & Kannan, Devika, 2015. "Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future," European Journal of Operational Research, Elsevier, vol. 240(3), pages 603-626.
    16. Zeng, Jing & Liu, Sifeng, 2023. "Forecasting the sustainable classified recycling of used lithium batteries by gray Graphical Evaluation and Review Technique," Renewable Energy, Elsevier, vol. 202(C), pages 602-612.
    17. Wang, Haiyan & Zhan, Sha-lei & Ng, Chi To & Cheng, T.C.E., 2020. "Coordinating quality, time, and carbon emissions in perishable food production: A new technology integrating GERT and the Bayesian approach," International Journal of Production Economics, Elsevier, vol. 225(C).
    18. Wang, Nengmin & He, Qidong & Jiang, Bin, 2019. "Hybrid closed-loop supply chains with competition in recycling and product markets," International Journal of Production Economics, Elsevier, vol. 217(C), pages 246-258.
    19. Choudhary, Divya & Qaiser, Fahham Hasan & Choudhary, Alok & Fernandes, Kiran, 2022. "A model for managing returns in a circular economy context: A case study from the Indian electronics industry," International Journal of Production Economics, Elsevier, vol. 249(C).
    20. de Brito, Marisa P. & van der Laan, Erwin A., 2009. "Inventory control with product returns: The impact of imperfect information," European Journal of Operational Research, Elsevier, vol. 194(1), pages 85-101, April.
    21. Ene, Seval & Öztürk, Nursel, 2017. "Grey modelling based forecasting system for return flow of end-of-life vehicles," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 155-166.
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