Abstract

This paper provides a comprehensive synthesis of three decades of scholarly research on reverse supply chains by examining how the field has evolved and identifying promising directions for future research. Specifically, this study addresses two overarching research questions: (1) How has the reverse supply chain field evolved in terms of theoretical perspectives, technological adoption, and research focus over time? (2) What future research trajectories emerge from the literature regarding the role of digital technologies and artificial intelligence in reverse supply chains? To address these questions, a systematic literature review (SLR) is conducted to identify and select high-quality and relevant journal articles, followed by a rigorous content analysis to uncover dominant themes, conceptual shifts, and methodological trends. The analysis reveals six distinct evolutionary stages of reverse logistics research: the infancy stage, the golden age, the strategic stage, the multidisciplinary stage, industrial revolution stage, and artificial intelligence stage. Each stage is characterized by unique research foci, theoretical foundations, and operational challenges. In particular, the most recent stage highlights the growing integration of digital technologies, artificial intelligence, and sustainability considerations, reflecting a shift toward intelligent and system-oriented reverse logistics. Based on this evolutionary analysis, the paper develops a structured research agenda that outlines key theoretical, methodological, and technological opportunities for future investigations. This study contributes to the literature by offering a longitudinal and systematic perspective on the evolution of reverse logistics research and by providing an integrative framework that supports the advancement of future studies in an increasingly digital and sustainable context.

Keywords

  • Reverse supply chains artificial intelligence digitalization sustainability circular economy

References

  1. Atasu, A., Guide, V. D. R., & Van Wassenhove, L. N. (2010). So what if remanufacturing cannibalizes my new product sales? California Management Review, 52(2), 56–76.
  2. Blackburn, J. D., Guide, V. D. R., Souza, G. C., & Wassenhove, L. N. Van. (2004). Reverse supply chains for commercial returns. California Management Review, 46(2), 6–23.
  3. Bressanelli, G., Adrodegari, F., Perona, M., & Saccani, N. (2018). Exploring how usage-focused business models enable circular economy through digital technologies. Sustainability, 10(3), 639.
  4. Chan, H. K., Yin, S., & Chan, F. (2009). Implementing just-in-time philosophy to reverse logistics: a review. International Journal of Production Research, 1–21.
  5. Chen, W., Men, Y., Fuster, N., Osorio, C., & Juan, A. A. (2024). Artificial intelligence in logistics optimization with sustainable criteria: A review. Sustainability, 16(21), 9145.
  6. Cheng, Y. H., & Lee, F. (2010). Outsourcing reverse logistics of high-tech manufacturing firms by using a systematic decision-making approach: TFT-LCD sector in Taiwan. Industrial Marketing Management, 39, 1111–1119.
  7. Chung, C.-J., & Wee, H.-M. (2010). Green-product-design value and information-technology investment on replenishment model with remanufacturing. International Journal of Computer Integrated Manufacturing, 23(5), 466–485.
  8. Ciliberto, C., Szopik‐Depczyńska, K., Tarczyńska‐Łuniewska, M., Ruggieri, A., & Ioppolo, G. (2021). Enabling the Circular Economy transition: A sustainable lean manufacturing recipe for Industry 4.0. Business Strategy and the Environment, 30(7), 3255–3272.
  9. Condea, C., Thiesse, F., & Fleisch, E. (2010). Assessing the impact of RFID and sensor technologies on the returns management of time-sensitive products. Business Process Management Journal, 16(6), 954–971.
  10. Corbett, C. J., & Van Wassenhove, L. N. (1993). The green fee: Internalizing and operationalizing environmental issues. California Management Review, 36(1), 116–135.
  11. Dabo, A.-A. A., & Hosseinian-Far, A. (2023). An integrated methodology for enhancing reverse logistics flows and networks in Industry 5.0. Logistics, 7(4), 97.
  12. Dowlatshahi, S. (2000). Developing a theory of reverse logistics. Interfaces, 30(3), 143–155.
  13. El Saadany, A. M. A., & Jaber, M. Y. (2011). A production/remanufacture model with returns’ subassemblies managed differently. International Journal of Production Economics, 133(1), 119–126.
  14. Ferrer, G., & Swaminathan, J. (2006). Managing new and differentiated remanufactured products. Management Science, 52(1), 15–26.
  15. Fleischmann, M., Beullens, P., Bloemhof-Ruwaard, J. M., & Van Wassenhove, L. N. (2001). The impact of product recovery on logistics network design. Production and Operations Management, 10(2), 156.
  16. Fleischmann, M., Bloemhof-Ruwaard, J. M., Dekker, R., van der Laan, E., van Nunen, J., & Van Wassenhove, L. (1997). Quantitative models for reverse logistics: A review. European Journal of Operational Research, 103(1), 1–17.
  17. Fleischmann, M., Krikke, H. R., Dekker, R., & Flapper, S. (2000). A characterisation of logistics networks for product recovery. Omega, 28(6), 653–666.
  18. Gehin, A., Zwolinski, P., & Brissaud, D. (2008). A tool to implement sustainable end-of-life strategies in the product development phase. Journal of Cleaner Production, 16(5), 566–576.
  19. Geyer, R., & Jackson, T. (2004). Supply loops and their constraints: The industrial ecology of recycling and reuse. California Management Review, 46(2), 55–73.
  20. Geyer, R., Van Wassenhove, L. N., & Atasu, A. (2007). The economics of remanufacturing under limited component durability and finite product life cycles. Management Science, 53(1), 88–100.
  21. Giuntini, R., & Gaudette, K. (2003). Remanufacturing: The next great opportunity for boosting US productivity. Business Horizons, Nov-Dec, 41–48.
  22. Gou, Q., Liang, L., Z., H., & Xu, C. (2008). A joint inventory model for an open-loop reverse supply chain. International Journal of Production Economics, 116(1), 28–42.
  23. Govindan, K., Jiménez-Parra, B., Rubio, S., & Vicente-Molina, M. A. (2019). Marketing issues for remanufactured products. Journal of Cleaner Production, 227, 890–899.
  24. Guide Jr., V. (1996). Scheduling using drum-buffer-rope in a remanufacturing environment. International Journal of Production Research, 34, 1081–1091.
  25. Guide Jr., V. (2000). Production planning and control for remanufacturing: Industry practice and research needs. Journal of Operations Management, 18, 467–483.
  26. Guide Jr., V., Harrison, T. P., & Van Wassenhove, L. N. (2003). The challenge of closed-loop supply chains. Interfaces, 33(6), 3–6.
  27. Guide Jr., V., Jayaraman, V., & Srivastava, R. (1999). Production planning and control for remanufacturing: A state-of-the-art survey. Robotics and Computer Integrated Manufacturing, 15, 221–230.
  28. Guide Jr., V., Muyldermands, L., & Van Wassenhove, L. N. (2005). Hawlett-Packard company unlocks the value potential from time-sensitive returns. Interfaces, 35(4), 281–293.
  29. Guide Jr., V., & Srivastava, R. (1998). Inventory buffers in recoverable manufacturing. Journal of Operations Management, 16, 551–568.
  30. Guide Jr, V., Jayaraman, V., Srivastava, R., & Benton, W. C. (2000). Supply-chain management for recoverable manufacturing systems. Interfaces, 30(3), 125–142.
  31. Guide Jr, V., & Li, J. (2010). The potential for cannibalization of new products sales by remanufactured products. Decision Sciences, 41(3), 547–572.
  32. Guide, V. D. R., Kraus, M. E., & Srivastava, R. (1997). Scheduling policies for remanufacturing. International Journal of Production Economics, 48, 187–204.
  33. Guide, V. D. R., & Van Wassenhove, L. N. (2009). The evolution of closed-loop supply chain research. Operations Research, 57(1), 10–18.
  34. Gungor, A., & Gupta, S. M. (1999). Issues in environmental conscious manufacturing and product recovery: a survey. Computer & Industrial Engineering, 36, 811–853.
  35. Hatcher, G. D., Ijomah, W. L., & Windmill, J. F. C. (2011). Design for remanufacture: a literature review and future research needs. Journal of Cleaner Production, 19(17–18), 2004–2014.
  36. Ijomah, W. L., McMahon, C. A., Hammond, G. P., & Newman, S. T. (2007). Development of design for remanufacturing guidelines to support sustainable manufacturing. Robotics and Computer-Integrated Manufacturing, 23(6), 712–719.
  37. Ilgin, M. A., Gupta, S. M., & Battaia, O. (2015). Use of MCDM techniques in environmentally conscious manufacturing and product recovery: State of the art. Journal of Manufacturing Systems, 37, 746–758. https://doi.org/10.1016/j.jmsy.2015.04.010
  38. Jayaraman, V., Ross, A. D., & Agarwal, A. (2008). Role of information technology and collaboration in reverse logistics supply chains. International Journal of Logistics Research and Applications, 11(6), 409 — 425.
  39. Jeung, K. H., & Gerald, W. E. (2007). A genetic algorithm-based heuristic for the dynamic integrated forward/reverse logistics network for 3PLS. Computers & Operations Research, 34(2), 346–366.
  40. Kelle, P., & Silver, E. (1989). Forecasting the returns of reusable containers. Journal of Operations Management, 8(1), 17–35.
  41. King, A., Miemczyk, J., & Bufton, D. (2006). Photocopier remanufacturing at Xerox UK. In D. Brissaudet al. (eds.) Innovation in life cycle engineering and sustainable development. (pp. 173–186).
  42. Knemeyer, A. M., Ponzurick, T. G., & Logar, C. M. (2002). A qualitative examination of factors affecting reverse logistics systems for end-of-life computers. International Journal of Physical Distribution and Logistics Management, 32(6), 455–479.
  43. Kondoh, S., & Salmi, T. (2011). Strategic decision making method for sharing resources among multiple manufacturing/remanufacturing systems. Journal of Remanufacturing, 1(1), 5. https://doi.org/10.1186/2210-4690-1-5
  44. Konstantaras, I., Skouri, K., & Jaber, M. Y. (2010). Lot sizing for a recoverable product with inspection and sorting. Computers & Industrial Engineering, 58(3), 452–462.
  45. Krikke, H., Blanc, L., & va de Velde, S. (2004). Product modularity and the design of closed-loop supply chain management. California Management Review, 46(2), 23–39.
  46. Krumwiede, D. W., & Sheu, C. (2002). A model for reverse logistics entry by third-party providers. Omega, 30(5), 325–333.
  47. Kumar, V., Shirodkar, P. S., Camelio, J. a., & Sutherland, J. W. (2007). Value flow characterization during product lifecycle to assist in recovery decisions. International Journal of Production Research, 45(18–19), 4555–4572.
  48. Lambert, A. (2003). Disassembly sequencing: A survey. International Journal of Production Research, 41(16), 3721–3759.
  49. Langer, N., Forman, C., Kekre, S., & Scheller-Wolf, A. (2007). Assessing the impact of RFID on return center logistics. Interfaces, 37(6), 501–514.
  50. Lee, C. K. M., & Lam, J. S. L. (2012). Managing reverse logistics to enhance sustainability of industrial marketing. Industrial Marketing Management, 41(4), 589–598.
  51. Loomba, A. P. S., & Nakashima, K. (2012). Enhancing value in reverse supply chains by sorting before product recovery. Production Planning & Control, 23(2–3), 37–41.
  52. Lund, R. T. (1984). Remanufacturing: the experience of the USA and implications for the developing countries. World Bank.
  53. Lund, R. T. (1996). The Remanufacturing Industry: Hidden Giant. Report, Boston University.
  54. Martin, P., Guide Jr., V. D. R., & Craighead, C. W. (2010). Supply chain sourcing in remanufacturing operations: An empirical investigation of remake versus buy. Decision Sciences, 41(2), 301–324.
  55. Mcconocha, D. M., & Speh, T. W. (1991). Remarketing: Commercialization of remanufacturing technology. The Journal of Business and Industrial Marketing, 6(1–2), 23–37.
  56. Meade, L., & Sarkis, J. (2002). A conceptual model for selecting and evaluating third-party reverse logistics providers. Supply Chain Management: An International Journal, 7(5), 283–295.
  57. Mont, O., & Tukker, A. (2006). Product-Service Systems: reviewing achievements and refining the research agenda. Journal of Cleaner Production, 14(17), 1451–1454.
  58. Moreno, M., Court, R., Wright, M., & Charnley, F. (2019). Opportunities for redistributed manufacturing and digital intelligence as enablers of a circular economy. International Journal of Sustainable Engineering, 12(2), 77–94.
  59. Navin-Chandra, D. (1991). Design for environmentability. Design Theory and Methodology, 31, 99–124.
  60. Oliveira Neto, G. C. de, de Araujo, S. A., Gomes, R. A., Alliprandini, D. H., Flausino, F. R., & Amorim, M. (2023). Simulation of electronic waste reverse chains for the sao paulo circular economy: An artificial intelligence-based approach for economic and environmental optimizations. Sensors, 23(22), 9046.
  61. Olorunniwo, F., & Li, X. (2010). Information sharing and collaboration practices in reverse logistics. Supply Chain Management: An International Journal, 15(6), 454–462.
  62. Ordoobadi, S. M. (2009). Outsourcing reverse logistics and remanufacturing functions: a conceptual strategic model. Management Research News, 32(9), 831–845.
  63. Ostlin, J. (2005). Material and process complexity - Implications for remanufacturing. 4th International Symposium on Environmentally Conscious Design and Inverse Manufacturingand Inverse Manufacturing, 154–161.
  64. Östlin, J., Sundin, E., & Björkman, M. (2009). Product life-cycle implications for remanufacturing strategies. Journal of Cleaner Production, 17(11), 999–1009. https://doi.org/10.1016/j.jclepro.2009.02.021
  65. Plakas, G., Ponis, S. T., Agalianos, K., & Aretoulaki, E. (2020). Reverse logistics of end-of-life plastics using industrial IoT and LPWAN technologies–a proposed solution for the bottled water industry. Procedia Manufacturing, 51, 1680–1687.
  66. Pohlen, T. L., & Farris, M. T. (1992). Reverse logistics in plastic recycling. International Journal of Physical Distribution & Logistics Management, 22, 35–47.
  67. Qiaolun, G., Jianhua, J., & Tiegang, G. (2011). Pricing decisions for reverse supply chains. Kybernetes, 40(5/6), 831–841.
  68. Rodrigues, S. P., Gomes, L. de C., Peres, F. A. P., Correa, R. G. de F., & Baierle, I. C. (2025). A Framework for Leveraging Digital Technologies in Reverse Logistics Actions: A Systematic Literature Review. Logistics, 9(2), 54.
  69. Rogers, R. S. T., & Rogers, D. S. (2002). Differences between forward and reverse logistics in a retail environment. Supply Chain Management: An International Journal, 7(5), 271–282. https://doi.org/10.1108/13598540210447719
  70. Romero, M. C., Lara, P., & Villalobos, J. (2021). Evolution of the business model: Arriving at open business model dynamics. Journal of Open Innovation: Technology, Market, and Complexity, 7(1), 86.
  71. Rousseaua, Manning, J., & Denyer, D. (2008). Evidence in Management and Organizational Science: Assembling the Field’s Full Weight of Scientific Knowledge through Syntheses. The Academy of Management Annals, 2(1), 475–515.
  72. Rubio, S., Chamorro, A., & Miranda, F. (2008). Characteristics of the research on reverse logistics (1995-2005). International Journal of Production Research, 46(4), 1099.
  73. Sarkis, J., Gonzalez-Torre, P., & Adenso-Diaz, B. (2010). Stakeholder pressure and the adoption of environmental practices: The mediating effect of training. Journal of Operations Management, 28(2), 163–176.
  74. Seliger, G., Basdere, B., Keil, T., & Rebafka, U. (2002). Innovative processes and tools for disassembly. CIRP Annals - Manufacturing Technology, 51(1), 37–40. https://doi.org/10.1016/S0007-8506(07)61460-7
  75. Sheu, J.-B., & Gao, X.-Q. (2014). Alliance or no alliance—Bargaining power in competing reverse supply chains. European Journal of Operational Research, 233(2), 313–325. https://doi.org/10.1016/j.ejor.2013.09.021
  76. Shi, J., Zhang, G., & Sha, J. (2011). Optimal production planning for a multi-product closed loop system with uncertain demand and return. Computers & Operations Research, 38(3), 641–650.
  77. Silva, A. F. S. da, Moris, V. A. da S., Silva, J. E. A. R. da, Voltarelli, M. A., & Sigahi, T. F. A. C. (2025). Machine Learning in Reverse Logistics: A Systematic Literature Review. Algorithms, 18(10), 650.
  78. Simolowo, F. M., Mousavi, A., & Adjapong, P. O. (2011). A computer-based product classification and component detection for demanufacturing processes. International Journal of Computer Integrated Manufacturing, 24(10), 900–914.
  79. Sun, X., Yu, H., & Solvang, W. D. (2022). Towards the smart and sustainable transformation of Reverse Logistics 4.0: a conceptualization and research agenda. Environmental Science and Pollution Research, 29(46), 69275–69293.
  80. Sutherland, J. W., Gunter, K. L., & Weinmann, K. J. (2002). A model for improving economic performance of a demanufacturing system for reduced product end-of-life environmental impact. CIRP Annals - Manufacturing Technology, 51(1), 45–48.
  81. Thierry, M., Salomon, M., Nunen, J. Van, & Wassenhove, L. Van. (1995). Strategic issues in product recovery management. California Management Review, 37(2), 114–135.
  82. Tibben-Lembke, R. S. (2002). Life after death: Reverse logistics and the product life cycle. International Journal of Physical Distribution & Logistics Management, 32(3), 223–244. https://doi.org/10.1108/09600030210426548
  83. Tranfield, D., Denyer, D., & Smart, P. (2003). Towards a methodology for developing evidence-informed management knowledge by means of systematic review. British Journal of Management, 14(3), 207–222.
  84. Tranfield, D., & Starkey, K. (1998). The nature, social organization and promotion of management research: rowards policy. British Journal of Management, 9(4), 341–353.
  85. Upadhyay, A., Kumar, A., Kumar, V., & Alzaben, A. (2021). A novel business strategies framework of do‐it‐yourself practices in logistics to minimise environmental waste and improve performance. Business Strategy and the Environment, 30(8), 3882–3892.
  86. Usama, M., & Ramish, A. (2020). Towards a sustainable reverse logistics framework/typologies based on radio frequency identification (RFID). Operations and Supply Chain Management: An International Journal, 13(3), 222–232.
  87. van der Laan, E., Salomon, M., Dekker, R., & van Wassenhove, L. V. (1999). Inventory control in hybrid systems with remanufacturing. Management Science, 45(5), 733–747.
  88. van der Laan, M., & Salomon, M. (1997). Production planning and inventory control with remanufacturing and disposal. European Journal of Operational Research, 102, 264–278.
  89. Visich, J. K., Li, S., & Khumawala, B. M. (2007). Enhancing product recovery value in closed-loop supply chains with RFID. Journal of Management Issues, 19(3), 436–453.
  90. Webster, S., & Mitra, S. (2007). Competitive strategy in remanufacturing and the impact of take-back laws. Journal of Operations Management, 1123–1140.
  91. Weeks, K., Gao, H., Alidaeec, B., & Rana, D. S. (2010). An empirical study of impacts of production mix, product route efficiencies on operations performance and profitability: a reverse logistics approach. International Journal of Production Research, 48(4), 1087–1104.
  92. Wells, P., & Seitz, M. (2005). Business models and closed-loop supply chains: a typology. Supply Chain Management: An International Journal, 10(4), 249–251.
  93. Wilson, M., Paschen, J., & Pitt, L. (2022). The circular economy meets artificial intelligence (AI): Understanding the opportunities of AI for reverse logistics. Management of Environmental Quality: An International Journal, 33(1), 9–25.
  94. Wu, C.-H. (2012). Product-design and pricing strategies with remanufacturing. European Journal of Operational Research, 222(2), 204–215.
  95. Wu, C.-H. (2013). OEM product design in a price competition with remanufactured product. Omega, 41(2), 287–298.
  96. Zhu, Q. H., Sarkis, J., & Geng, Y. (2005). Green supply chain management in China: Pressures, practices and performance. International Journal of Operations & Production Management, 25(5–6), 449–468.
  97. Zhu, Q., & Sarkis, J. (2007). The moderating effects of institutional pressures on emergent green supply chain practices and performance. International Journal of Production Research, 45, 4333-4355.
  98. Zwolinski, P., & Brissaud, D. (2008). Remanufacturing strategies to support product design and redesign. Journal of Engineering Design, 19(4), 321–335.