Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Review Article
  • Published:

Cost modelling and key drivers in lithium-ion battery recycling

An Author Correction to this article was published on 30 September 2025

This article has been updated

Abstract

As the global deployment of lithium-ion batteries (LIBs) accelerates, efficient and cost-effective recycling strategies are becoming critical to ensure material circularity and supply security. However, although the technical principles of LIB recycling are broadly understood, the economic modelling of recycling processes remains fragmented. In this Review, we examine how recycling costs are assessed across pyrometallurgical, hydrometallurgical and direct recycling routes. Profit margins can vary from US$0.4–3.3 kg−1 (hydrometallurgy) and US$0.5–4.0 kg−1 (pyrometallurgy) to US$2.0–14.4 kg−1 (direct recycling), depending on the process conditions, the cost categories considered and the number and type of recovered products. Models reflect the battery chemistry, scale and regional context. However, many models omit key cost elements such as transport, disassembly or capital expenditures, leading to a general underestimation of costs. These modelling inconsistencies hinder comparability and might misrepresent the economic potential of emerging technologies. Thus, more transparent, geographically diverse and scale-sensitive cost assessments are needed to guide future research and support informed decision-making in industry and policy, especially in light of evolving battery chemistries and regulatory demands.

Key points

  • Recycling costs of lithium-ion batteries can vary from US$1.64 kg−1 to US$22.4 kg−1 depending on the route, feedstock and scale.

  • Cost models often lack transparency and rarely provide full documentation of assumptions, input data and model parameters, limiting reproducibility.

  • Recycling cost models differ in scope: cluster-level models focus on a single process cluster (such as pretreatment, hydrometallurgy or direct recycling), whereas full-route models capture the entire value chain from the battery pack or cell to material recovery.

  • Despite the importance of capital and transport costs for industrial scalability, fixed investment and logistics are frequently omitted from both cluster-level and full-route recycling models.

  • To support industrial planning and regulation, future cost models should be transparent and open-source, and include evolving battery chemistries, regional differences and scale effects.

This is a preview of subscription content, access via your institution

Access options

Buy this article

USD 39.95

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Lithium-ion battery end-of-life value chain.
Fig. 2: Costs, revenues and profits of lithium-ion battery recycling.
Fig. 3: Cost structure of lithium-ion recycling.

Similar content being viewed by others

Change history

References

  1. Lombardo, T. et al. IEA. The battery industry has entered a new phase—analysis. IEA https://www.iea.org/commentaries/the-battery-industry-has-entered-a-new-phase (2025).

  2. Wesselkämper, J. & von Delft, S. Current status and future research on circular business models for electric vehicle battery recycling. Resour. Conserv. Recycl. 206, 107596 (2024).

    Article  Google Scholar 

  3. Wesselkämper, J. et al. A battery value chain independent of primary raw materials: towards circularity in China, Europe and the US. Resour. Conserv. Recycl. 201, 107218 (2024).

    Article  Google Scholar 

  4. Mossali, E. et al. Lithium-ion batteries towards circular economy: a literature review of opportunities and issues of recycling treatments. J. Environ. Manage. 264, 110500 (2020).

    Article  Google Scholar 

  5. Christensen, P. A. et al. Risk management over the life cycle of lithium-ion batteries in electric vehicles. Renew. Sustain. Energy Rev. 148, 111240 (2021).

    Article  Google Scholar 

  6. Greim, P., Solomon, A. A. & Breyer, C. Assessment of lithium criticality in the global energy transition and addressing policy gaps in transportation. Nat. Commun. 11, 4570 (2020).

    Article  CAS  Google Scholar 

  7. Baars, J., Domenech, T., Bleischwitz, R., Melin, H. E. & Heidrich, O. Circular economy strategies for electric vehicle batteries reduce reliance on raw materials. Nat. Sustain. 4, 71–79 (2021).

    Article  Google Scholar 

  8. Wesselkämper, J. et al. Towards circular battery supply chains: strategies to reduce material demand and the impact on mining and recycling. Resour. Policy 95, 105160 (2024).

    Article  Google Scholar 

  9. Jiang, R. et al. Impact of electric vehicle battery recycling on reducing raw material demand and battery life-cycle carbon emissions in China. Sci. Rep. 15, 2267 (2025).

    Article  CAS  Google Scholar 

  10. Harper, G. et al. Recycling lithium-ion batteries from electric vehicles. Nature 575, 75–86 (2019).

    Article  CAS  Google Scholar 

  11. Gaines, L., Richa, K. & Spangenberger, J. Key issues for Li-ion battery recycling. MRS Energy Sustain. 5, 1–14 (2018).

    Article  Google Scholar 

  12. Cornelio, A., Zanoletti, A. & Bontempi, E. Recent progress in pyrometallurgy for the recovery of spent lithium-ion batteries: a review of state-of-the-art developments. Curr. Opin. Green. Sustain. Chem. 46, 100881 (2024).

    Article  CAS  Google Scholar 

  13. Makuza, B., Tian, Q., Guo, X., Chattopadhyay, K. & Yu, D. Pyrometallurgical options for recycling spent lithium-ion batteries: a comprehensive review. J. Power Sources 491, 229622 (2021).

    Article  CAS  Google Scholar 

  14. Asadi Dalini, E., Karimi, G., Zandevakili, S. & Goodarzi, M. A review on environmental, economic and hydrometallurgical processes of recycling spent lithium-ion batteries. Min. Proc. Extr. Metall. Rev. 42, 451–472 (2021).

    Article  CAS  Google Scholar 

  15. Larouche, F. et al. Progress and status of hydrometallurgical and direct recycling of Li-ion batteries and beyond. Mater. 13, 801 (2020).

    Article  CAS  Google Scholar 

  16. Cao, Y. et al. A review of direct recycling methods for spent lithium-ion batteries. Energy Storage Mater. 70, 103475 (2024).

    Article  Google Scholar 

  17. Tembo, P. M., Dyer, C. & Subramanian, V. Lithium-ion battery recycling—a review of the material supply and policy infrastructure. NPG Asia Mater. 16, 1–20 (2024).

    Article  Google Scholar 

  18. Beaudet, A., Larouche, F., Amouzegar, K., Bouchard, P. & Zaghib, K. Key challenges and opportunities for recycling electric vehicle battery materials. Sustainability 12, 5837 (2020).

    Article  CAS  Google Scholar 

  19. Velázquez-Martínez, O., Valio, J., Santasalo-Aarnio, A., Reuter, M. & Serna-Guerrero, R. A critical review of lithium-ion battery recycling processes from a circular economy perspective. Batteries 5, 68 (2019).

    Article  Google Scholar 

  20. Baum, Z. J., Bird, R. E., Yu, X. & Ma, J. Lithium-ion battery recycling—overview of techniques and trends. ACS Energy Lett. 7, 712–719 (2022).

    Article  CAS  Google Scholar 

  21. Morse, I. A dead battery dilemma. Science 372, 780–783 (2021).

    Article  CAS  Google Scholar 

  22. Thompson, D. L. et al. The importance of design in lithium ion battery recycling—a critical review. Green. Chem. 22, 7585–7603 (2020).

    Article  CAS  Google Scholar 

  23. Lander, L. et al. Breaking it down: a techno-economic assessment of the impact of battery pack design on disassembly costs. Appl. Energy https://doi.org/10.1016/j.apenergy.2022.120437 (2023).

  24. Degen, F., Winter, M., Bendig, D. & Tübke, J. Energy consumption of current and future production of lithium-ion and post lithium-ion battery cells. Nat. Energy 8, 1284–1295 (2023).

    Article  CAS  Google Scholar 

  25. Yang, T. et al. Sustainable regeneration of spent cathodes for lithium-ion and post-lithium-ion batteries. Nat. Sustain. 7, 776–785 (2024).

    Article  Google Scholar 

  26. Windisch-Kern, S. et al. Recycling chains for lithium-ion batteries: a critical examination of current challenges, opportunities and process dependencies. Waste Manag. 138, 125–139 (2022).

    Article  CAS  Google Scholar 

  27. Porvali, A. et al. Mechanical and hydrometallurgical processes in HCl media for the recycling of valuable metals from Li-ion battery waste. Resour. Conserv. Recycl. 142, 257–266 (2019).

    Article  Google Scholar 

  28. He, B. et al. A comprehensive review of lithium-ion battery (LiB) recycling technologies and industrial market trend insights. Recycl. 9, 9 (2024).

    Article  Google Scholar 

  29. Ma, X. et al. The evolution of lithium-ion battery recycling. Nat. Rev. Clean. Technol. 1, 75–94 (2025).

    Article  Google Scholar 

  30. Thomassen, G., van Dael, M., van Passel, S. & You, F. How to assess the potential of emerging green technologies? Towards a prospective environmental and techno-economic assessment framework. Green. Chem. 21, 4868–4886 (2019).

    Article  CAS  Google Scholar 

  31. Chai, S. Y. W., Phang, F. J. F., Yeo, L. S., Ngu, L. H. & How, B. S. Future era of techno-economic analysis: insights from review. Front. Sustain. 3, 924047 (2022).

    Article  Google Scholar 

  32. Wrålsen, B. et al. Circular business models for lithium-ion batteries—stakeholders, barriers, and drivers. J. Clean. Prod. 317, 128393 (2021).

    Article  Google Scholar 

  33. Stephan, M. Battery recycling in Europe continues to pick up speed: recycling capacities of lithium-ion batteries in Europe. Fraunhofer ISI https://www.isi.fraunhofer.de/en/blog/themen/batterie-update/lithium-ionen-batterie-recycling-europa-kapazitaeten-update-2024.html (2025).

  34. Li, L. et al. The recycling of spent lithium-ion batteries: a review of current processes and technologies. Electrochem. Energ. Rev. 1, 461–482 (2018).

    Article  CAS  Google Scholar 

  35. Premathilake, D. S., Botelho Junior, A. B., Tenório, J. A. S., Espinosa, D. C. R. & Vaccari, M. Designing of a decentralized pretreatment line for EOL-LIBs based on recent literature of LIB recycling for black mass. Metals 13, 374 (2023).

    Article  CAS  Google Scholar 

  36. Slattery, M., Dunn, J. & Kendall, A. Transportation of electric vehicle lithium-ion batteries at end-of-life: a literature review. Resour. Conserv. Recycl. 174, 105755 (2021).

    Article  Google Scholar 

  37. Neumann, J. et al. Recycling of lithium‐ion batteries—current state of the art, circular economy, and next generation recycling. Adv. Energy Mater. https://doi.org/10.1002/aenm.202102917 (2022).

  38. Kampker, A. et al. Cost–benefit analysis of downstream applications for retired electric vehicle batteries. World Electr. Veh. J. https://doi.org/10.3390/wevj14040110 (2023).

  39. Sommerville, R., Shaw-Stewart, J., Goodship, V., Rowson, N. & Kendrick, E. A review of physical processes used in the safe recycling of lithium ion batteries. Sustain. Mater. Technol. 25, e00197 (2020).

    CAS  Google Scholar 

  40. Wu, S., Kaden, N. & Dröder, K. A systematic review on lithium-ion battery disassembly processes for efficient recycling. Batteries 9, 297 (2023).

    Article  CAS  Google Scholar 

  41. Xiao, Y. et al. A comprehensive review of electric vehicle recycling: processes in selective collection, element extraction, and component regeneration. Resour. Conserv. Recycl. 219, 108309 (2025).

    Article  CAS  Google Scholar 

  42. Bhar, M., Ghosh, S., Krishnamurthy, S., Kaliprasad, Y. & Martha, S. K. A review on spent lithium-ion battery recycling: from collection to black mass recovery. RSC Sustain. 1, 1150–1167 (2023).

    Article  CAS  Google Scholar 

  43. Chen, M. et al. Recycling end-of-life electric vehicle lithium-ion batteries. Joule 3, 2622–2646 (2019).

    Article  CAS  Google Scholar 

  44. Fan, E. et al. Sustainable recycling technology for Li-ion batteries and beyond: challenges and future prospects. Chem. Rev. 120, 7020–7063 (2020).

    Article  CAS  Google Scholar 

  45. Abdalla, A. M. et al. Innovative lithium-ion battery recycling: sustainable process for recovery of critical materials from lithium-ion batteries. J. Energy Storage 67, 107551 (2023).

    Article  Google Scholar 

  46. Muneer, F., Strandkvist, I., Engström, F., Andersson, A. & Sundqvist-Öqvist, L. Hydrometallurgical recycling of lithium from the flue dust generated during pyrometallurgical processing of LIB material: a comparative analysis of carbonated and limewater leaching. J. Sustain. Metall. https://doi.org/10.1007/s40831-025-01101-7 (2025).

  47. Georgi-Maschler, T., Friedrich, B., Weyhe, R., Heegn, H. & Rutz, M. Development of a recycling process for Li-ion batteries. J. Power Sources 207, 173–182 (2012).

    Article  CAS  Google Scholar 

  48. Kwon, O. & Sohn, I. Fundamental thermokinetic study of a sustainable lithium-ion battery pyrometallurgical recycling process. Resour. Conserv. Recycl. 158, 104809 (2020).

    Article  Google Scholar 

  49. Brückner, L., Frank, J. & Elwert, T. Industrial recycling of lithium-ion batteries—a critical review of metallurgical process routes. Metals 10, 1107 (2020).

    Article  Google Scholar 

  50. Wagner-Wenz, R. et al. Recycling routes of lithium-ion batteries: a critical review of the development status, the process performance, and life-cycle environmental impacts. MRS. Energy. Sustain. 10, 1–34 (2023).

    Article  Google Scholar 

  51. Dobó, Z., Dinh, T. & Kulcsár, T. A review on recycling of spent lithium-ion batteries. Energy Rep. 9, 6362–6395 (2023).

    Article  Google Scholar 

  52. Yao, Y. et al. Hydrometallurgical processes for recycling spent lithium-ion batteries: a critical review. ACS Sustain. Chem. Eng. 6, 13611–13627 (2018).

    Article  CAS  Google Scholar 

  53. Liang, Z. et al. Hydrometallurgical recovery of spent lithium ion batteries: environmental strategies and sustainability evaluation. ACS Sustain. Chem. Eng. 9, 5750–5767 (2021).

    Article  CAS  Google Scholar 

  54. Wang, J. et al. Direct recycling of spent cathode material at ambient conditions via spontaneous lithiation. Nat. Sustain. https://doi.org/10.1038/s41893-024-01412-9 (2024).

  55. Wu, J. et al. Direct recovery: a sustainable recycling technology for spent lithium-ion battery. Energy Storage Mater. 54, 120–134 (2023).

    Article  CAS  Google Scholar 

  56. Hayagan, N. et al. Challenges and perspectives for direct recycling of electrode scraps and end‐of‐life lithium‐ion batteries. Batteries Supercaps 7, e202400120 (2024).

    Article  CAS  Google Scholar 

  57. Zheng, M. et al. Intelligence-assisted predesign for the sustainable recycling of lithium-ion batteries and beyond. Energy Environ. Sci. 14, 5801–5815 (2021).

    Article  CAS  Google Scholar 

  58. Li, J. et al. Water-based electrode manufacturing and direct recycling of lithium-ion battery electrodes—a green and sustainable manufacturing system. iScience 23, 101081 (2020).

    Article  CAS  Google Scholar 

  59. Xu, P. et al. Efficient direct recycling of lithium-ion battery cathodes by targeted healing. Joule 4, 2609–2626 (2020).

    Article  CAS  Google Scholar 

  60. Wang, H. et al. Reclaiming graphite from spent lithium ion batteries ecologically and economically. Electrochim. Acta 313, 423–431 (2019).

    Article  CAS  Google Scholar 

  61. Natarajan, S., Subramanyan, K., Dhanalakshmi, R. B., Stephan, A. M. & Aravindan, V. Regeneration of polyolefin separators from spent Li‐ion battery for second life. Batteries Supercaps 3, 581–586 (2020).

    Article  CAS  Google Scholar 

  62. Zhu, P. et al. Direct reuse of aluminium and copper current collectors from spent lithium-ion batteries. Green. Chem. 25, 3503–3514 (2023).

    Article  CAS  Google Scholar 

  63. Fu, Y., Schuster, J., Petranikova, M. & Ebin, B. Innovative recycling of organic binders from electric vehicle lithium-ion batteries by supercritical carbon dioxide extraction. Resour. Conserv. Recycl. 172, 105666 (2021).

    Article  CAS  Google Scholar 

  64. Zhang, R., Shi, X., Esan, O. C. & An, L. Organic electrolytes recycling from spent lithium-ion batteries. Glob. Chall. 6, 2200050 (2022).

    Article  Google Scholar 

  65. Tang, L. et al. Monitoring the morphology evolution of LiNi0.8Mn0.1Co0.1O2 during high-temperature solid state synthesis via in situ SEM. J. Energy Chem. 66, 9–15 (2022).

    Article  CAS  Google Scholar 

  66. Zhou, H., Zhao, X., Yin, C. & Li, J. Regeneration of LiNi0.5Co0.2Mn0.3O2 cathode material from spent lithium-ion batteries. Electrochim. Acta 291, 142–150 (2018).

    Article  CAS  Google Scholar 

  67. Shi, Y., Zhang, M., Meng, Y. S. & Chen, Z. Ambient‐pressure relithiation of degraded LixNi0.5Co0.2Mn0.3O2 (0 < x < 1) via eutectic solutions for direct regeneration of lithium‐ion battery cathodes. Adv. Energy Mater. 9, 1900454 (2019).

    Article  Google Scholar 

  68. Chan, K. H., Malik, M. & Azimi, G. Direct recycling of degraded lithium-ion batteries of an electric vehicle using hydrothermal relithiation. Mater. Today Energy 37, 101374 (2023).

    Article  CAS  Google Scholar 

  69. Wang, T. et al. Direct recycling of spent NCM cathodes through ionothermal lithiation. Adv. Energy Mater. 10, 2001204 (2020).

    Article  CAS  Google Scholar 

  70. Yu, X. et al. Achieving low-temperature hydrothermal relithiation by redox mediation for direct recycling of spent lithium-ion battery cathodes. Energy Storage Mater. 51, 54–62 (2022).

    Article  Google Scholar 

  71. Yang, T. et al. An effective relithiation process for recycling lithium‐ion battery cathode materials. Adv. Sustain. Syst. 4, 1900088 (2020).

    Article  CAS  Google Scholar 

  72. Wang, M. et al. Integrated assessment of deep eutectic solvents questions solvometallurgy as a sustainable recycling approach for lithium-ion batteries. One Earth 6, 1400–1413 (2023).

    Article  Google Scholar 

  73. Diaz, L. A. et al. Electrochemical-assisted leaching of active materials from lithium ion batteries. Resour. Conserv. Recycl. 161, 104900 (2020).

    Article  Google Scholar 

  74. Alipanah, M., Reed, D., Thompson, V., Fujita, Y. & Jin, H. Sustainable bioleaching of lithium-ion batteries for critical materials recovery. J. Clean. Prod. 382, 135274 (2023).

    Article  CAS  Google Scholar 

  75. Pindar, S. & Dhawan, N. Rapid recycling of spent lithium-ion batteries using microwave route. Process. Saf. Environ. Prot. 147, 226–233 (2021).

    Article  CAS  Google Scholar 

  76. Roshanfar, M., Sartaj, M. & Kazemeini, S. A greener method to recover critical metals from spent lithium-ion batteries (LIBs): synergistic leaching without reducing agents. J. Environ. Manage. 366, 121862 (2024).

    Article  CAS  Google Scholar 

  77. Thompson, D. et al. To shred or not to shred: a comparative techno-economic assessment of lithium ion battery hydrometallurgical recycling retaining value and improving circularity in LIB supply chains. Resour. Conserv. Recycl. 175, 105741 (2021).

    Article  CAS  Google Scholar 

  78. Woeste, R. et al. A techno-economic assessment of two recycling processes for black mass from end-of-life lithium-ion batteries. Appl. Energy 361, 122921 (2024).

    Article  CAS  Google Scholar 

  79. Tian, X., Ma, Q., Xie, J., Xia, Z. & Liu, Y. Environmental impact and economic assessment of recycling lithium iron phosphate battery cathodes: comparison of major processes in China. Resour. Conserv. Recycl. 203, 107449 (2024).

    Article  CAS  Google Scholar 

  80. Wang, Z. et al. A recrystallization approach to repairing spent LiFePO4 black mass. J. Mater. Chem. A 11, 9057–9065 (2023).

    Article  CAS  Google Scholar 

  81. Leon, E. M. & Miller, S. A. An applied analysis of the recyclability of electric vehicle battery packs. Resour. Conserv. Recycl. 157, 104593 (2020).

    Article  Google Scholar 

  82. Bruno, M. & Fiore, S. Low-cost and environmentally friendly physic-mechanical pre-treatments to recycle lithium iron phosphate cathodes. J. Environ. Chem. Eng. 12, 112106 (2024).

    Article  CAS  Google Scholar 

  83. Park, J. S., Seo, S., Han, K., Lee, S. & Kim, M. J. A process using a thermal reduction for producing the battery grade lithium hydroxide from wasted black powder generated by cathode active materials manufacturing. J. Hazard. Mater. 448, 130952 (2023).

    Article  CAS  Google Scholar 

  84. Rallo, H., Benveniste, G., Gestoso, I. & Amante, B. Economic analysis of the disassembling activities to the reuse of electric vehicles Li-ion batteries. Resour. Conserv. Recycl. 159, 104785 (2020).

    Article  Google Scholar 

  85. Reinhart, L. et al. Pyrometallurgical recycling of different lithium-ion battery cell systems: economic and technical analysis. J. Clean. Prod. 416, 137834 (2023).

    Article  CAS  Google Scholar 

  86. Gonzales-Calienes, G., Kannangara, M. & Bensebaa, F. Economic and environmental viability of lithium-ion battery recycling—case study in two canadian regions with different energy mixes. Batteries 9, 375 (2023).

    Article  CAS  Google Scholar 

  87. Li, H. et al. Multi-perspective evaluation on spent lithium iron phosphate recycling process: for next-generation technology option. J. Environ. Manage. 367, 121983 (2024).

    Article  CAS  Google Scholar 

  88. Bruno, M., Francia, C. & Fiore, S. Closed-loop recycling of lithium iron phosphate cathodic powders via citric acid leaching. Environ. Sci. Pollut. Res. https://doi.org/10.1007/s11356-024-32837-6 (2024).

    Article  Google Scholar 

  89. Hu, G., Huang, K., Du, K., Peng, Z. & Cao, Y. Efficient recovery and regeneration of FePO4 from lithium extraction slag: towards sustainable LiFePO4 battery recycling. J. Clean. Prod. 434, 140091 (2024).

    Article  CAS  Google Scholar 

  90. Han, F. et al. The recovery of high purity iron phosphate from the spent lithium extraction slag by a simple phosphoric acid pickling. Sep. Purif. Technol. 323, 124358 (2023).

    Article  CAS  Google Scholar 

  91. Yang, L. et al. Closed-loop regeneration of battery-grade FePO4 from lithium extraction slag of spent Li-ion batteries via phosphoric acid mixture selective leaching. Chem. Eng. J. 431, 133232 (2022).

    Article  CAS  Google Scholar 

  92. Li, L. et al. Economical recycling process for spent lithium-ion batteries and macro- and micro-scale mechanistic study. J. Power Sources 377, 70–79 (2018).

    Article  CAS  Google Scholar 

  93. Tanong, K., Tran, L.-H., Mercier, G. & Blais, J.-F. Recovery of Zn(II), Mn(II), Cd(II) and Ni(II) from the unsorted spent batteries using solvent extraction, electrodeposition and precipitation methods. J. Clean. Prod. 148, 233–244 (2017).

    Article  CAS  Google Scholar 

  94. Verma, A., Henne, A. J., Corbin, D. R. & Shiflett, M. B. Lithium and cobalt recovery from LiCoO2 using oxalate chemistry: scale-up and techno-economic analysis. Ind. Eng. Chem. Res. 61, 5285–5294 (2022).

    Article  CAS  Google Scholar 

  95. Tang, Y.-C., Wang, J.-Z., Chou, C.-M. & Shen, Y.-H. Material and waste flow analysis for environmental and economic impact assessment of inorganic acid leaching routes for spent lithium batteries’ cathode scraps. Batteries 9, 207 (2023).

    Article  CAS  Google Scholar 

  96. Castro et al. Design of recycling processes for NCA-type Li-ion batteries from electric vehicles toward the circular economy. Energy Fuels 38, 5545–5557 (2024).

    Article  Google Scholar 

  97. Vieceli, N. et al. Optimization of metals extraction from spent lithium-ion batteries by sulphuric acid and sodium metabisulphite through a techno-economic evaluation. J. Environ. Manage. 228, 140–148 (2018).

    Article  CAS  Google Scholar 

  98. Ou, H., Zhang, J., Shen, A., Chen, Y. & Wang, C. A simplified method for the recycling of spent lithium-ion batteries via manganese selective recovery by anoxic ammonia leaching and spontaneous precipitation. J. Power Sources 590, 233799 (2024).

    Article  CAS  Google Scholar 

  99. Ran, Y. et al. Reviving spent lithium‐ion batteries: the advancements and challenges of sustainable black mass recovery. Batter. Energy. 3, 20230059 (2024).

    Article  CAS  Google Scholar 

  100. Diekmann, J. et al. Ecological recycling of lithium-ion batteries from electric vehicles with focus on mechanical processes. J. Electrochem. Soc. 164, A6184–A6191 (2017).

    Article  CAS  Google Scholar 

  101. Han, F. et al. Alkali-enhanced polyvinylidene fluoride cracking to deeply remove aluminum impurities for regeneration of battery-grade lithium iron phosphate. Chem. Eng. J. 483, 148973 (2024).

    Article  CAS  Google Scholar 

  102. Jiang, X. et al. Regeneration of black powders of waste lithium iron phosphate battery produced by large-scale industrialization. Energy Technol. 12, 2400175 (2024).

    Article  CAS  Google Scholar 

  103. Wang, H. et al. Green and low-cost approach for recovering valuable metals from spent lithium-ion batteries. Ind. Eng. Chem. Res. 62, 3973–3984 (2023).

    Article  Google Scholar 

  104. Duarte Castro, F., Mehner, E., Cutaia, L. & Vaccari, M. Life cycle assessment of an innovative lithium-ion battery recycling route: a feasibility study. J. Clean. Prod. 368, 133130 (2022).

    Article  CAS  Google Scholar 

  105. Cai, L. et al. Eco-friendly organic acid-assisted mechanochemical process for metal extraction from spent lithium-ion batteries. ACS Sustain. Chem. Eng. 10, 10649–10657 (2022).

    Article  CAS  Google Scholar 

  106. Yang, C. et al. Recovery of valuable metals from spent LiNixCoyMnzO2 cathode material via phase transformation and stepwise leaching. Sep. Purif. Technol. 267, 118609 (2021).

    Article  CAS  Google Scholar 

  107. Yun, T., Kim, J., Lee, S. & Hong, S. Application of vacuum membrane distillation process for lithium recovery in spent lithium ion batteries (LIBs) recycling process. Desalination 565, 116874 (2023).

    Article  CAS  Google Scholar 

  108. Lv, X. et al. An emerging and consummate photocatalysis-assisted strategy for efficient recycling of spent lithium-ion batteries. ACS Energy Lett. 8, 4287–4295 (2023).

    Article  CAS  Google Scholar 

  109. Roy, J. J., Cao, B. & Madhavi, S. A review on the recycling of spent lithium-ion batteries (LIBs) by the bioleaching approach. Chemosphere 282, 130944 (2021).

    Article  CAS  Google Scholar 

  110. Kim, J. & Moon, I. Integration of wastewater electro-electrodialysis and CO2 capture for sustainable LIB recycling: process design and economic analyses. J. Clean. Prod. 391, 136241 (2023).

    Article  CAS  Google Scholar 

  111. SMM Information & Technology Co., Ltd. Natural graphite(mid-end) price, USD/mt. SMM https://www.metal.com/Anode_Materials/202005200008 (2025).

  112. SMM Information & Technology Co., Ltd. Refined cobalt price, USD/mt. SMM https://www.metal.com/Cobalt/201102250375 (2025).

  113. SMM Information & Technology Co., Ltd. SMM #1 nickel price, USD/mt. SMM https://www.metal.com/Nickel/201102250239 (2025).

  114. SMM Information & Technology Co., Ltd. Battery-grade lithium metal (weekly) price, USD/mt. SMM https://www.metal.com/Lithium/202304250002 (2025).

  115. Xie, S. et al. Tailored anion radii of molten-salts systems toward graphite regeneration with excellent energy-storage properties. Energy Storage Mater. 70, 103510 (2024).

    Article  Google Scholar 

  116. Yi, C., Ge, P., Wu, X., Sun, W. & Yang, Y. Tailoring carbon chains for repairing graphite from spent lithium-ion battery toward closed-circuit recycling. J. Energy Chem. 72, 97–107 (2022).

    Article  CAS  Google Scholar 

  117. He, K., Zhang, Z.-Y. & Zhang, F.-S. Synthesis of graphene and recovery of lithium from lithiated graphite of spent Li-ion battery. Waste Manage. 124, 283–292 (2021).

    Article  CAS  Google Scholar 

  118. Xie, X., Zhang, J., Chen, Y. & Wang, C. A method for the preparation of graphene from spent graphite of retired lithium-ion batteries. J. Power Sources 594, 234023 (2024).

    Article  CAS  Google Scholar 

  119. Cao, Y. et al. Co-products recovery does not necessarily mitigate environmental and economic tradeoffs in lithium-ion battery recycling. Resour. Conserv. Recycl. https://doi.org/10.1016/j.resconrec.2022.106689 (2023).

    Article  Google Scholar 

  120. Dunn, J., Kendall, A. & Slattery, M. Electric vehicle lithium-ion battery recycled content standards for the US—targets, costs, and environmental impacts. Resour. Conserv. Recycl. 185, 106488 (2022).

    Article  CAS  Google Scholar 

  121. Gaines, L., Dai, Q., Vaughey, J. T. & Gillard, S. Direct recycling R&D at the recell center. Recycl. 6, 31 (2021).

    Article  Google Scholar 

  122. Xiong, S., Ji, J. & Ma, X. Environmental and economic evaluation of remanufacturing lithium-ion batteries from electric vehicles. Waste Manage. 102, 579–586 (2020).

    Article  CAS  Google Scholar 

  123. Wang, J. et al. Direct conversion of degraded LiCoO2 cathode materials into high-performance LiCoO2: a closed-loop green recycling strategy for spent lithium-ion batteries. Energy Storage Mater. 45, 768–776 (2022).

    Article  Google Scholar 

  124. Blömeke, S. et al. Material and energy flow analysis for environmental and economic impact assessment of industrial recycling routes for lithium-ion traction batteries. J. Clean. Prod. 377, 134344 (2022).

    Article  Google Scholar 

  125. Gutsch, M. & Leker, J. Costs, carbon footprint, and environmental impacts of lithium-ion batteries—from cathode active material synthesis to cell manufacturing and recycling. Appl. Energy 353, 122132 (2024).

    Article  CAS  Google Scholar 

  126. Liu, Y. et al. Retrieving lost Li in LIBs for co-regeneration of spent anode and cathode materials. Energy Storage Mater. 72, 103684 (2024).

    Article  Google Scholar 

  127. Wasesa, M. et al. Economic and environmental assessments of an integrated lithium-ion battery waste recycling supply chain: a hybrid simulation approach. J. Clean. Prod. 379, 134625 (2022).

    Article  CAS  Google Scholar 

  128. Wang, K. et al. Energy-economy-environment assessment of key feedstock production for ternary lithium-ion batteries via hydrometallurgical recycling and natural exploitation. J. Clean. Prod. 468, 143088 (2024).

    Article  CAS  Google Scholar 

  129. Li, X. et al. NaOH-assisted low-temperature roasting to recover spent LiFePO4 batteries. Waste Manage. 153, 347–354 (2022).

    Article  CAS  Google Scholar 

  130. Guo, Y. et al. Rejuvenating LiNi0.5Co0.2Mn0.3O2 cathode directly from battery scraps. eSci. 3, 100091 (2023).

    Google Scholar 

  131. Qian, G. et al. Value-creating upcycling of retired electric vehicle battery cathodes. Cell Rep. Phys. Sci. 3, 100741 (2022).

    Article  CAS  Google Scholar 

  132. Ciez, R. E. & Whitacre, J. F. Examining different recycling processes for lithium-ion batteries. Nat. Sustain. 2, 148–156 (2019).

    Article  Google Scholar 

  133. Jia, X. et al. Coupling ferricyanide/ferrocyanide redox mediated recycling spent LiFePO4 with hydrogen production. Angew. Chem. Int. Ed. https://doi.org/10.1002/anie.202318248 (2024).

    Article  Google Scholar 

  134. Shan, W. et al. Coupling redox flow desalination with lithium recovery from spent lithium-ion batteries. Water Res. 252, 121205 (2024).

    Article  CAS  Google Scholar 

  135. Lander, L. et al. Financial viability of electric vehicle lithium-ion battery recycling. iScience 24, 102787 (2021).

    Article  Google Scholar 

  136. Dai, Q. et al. EverBatt: a Closed-Loop Battery Recycling Cost and Environmental Impacts Model. Technical report ANL-19/16 (Argonne National Laboratory, 2019).

  137. Nelson, P., Ahmed, S., Gallagher, K. & Dees, D. Modeling the Performance and Cost of Lithium-Ion Batteries for Electric-Drive Vehicles. Technical report ANL/CSE-19/2 3rd edn (Argonne National Laboratory, 2019).

  138. Knehr, K., Kubal, J., Nelson, P. & Ahmed, S. Battery Performance and Cost Modeling for Electric-Drive Vehicles (A Manual for BatPaC v5.0). Technical report ANL/CSE-22/1 (Argonne National Laboratory, 2022).

  139. Burnham, A., Wang, M. Q. & Wu, Y. Development and Applications of GREET 2.7 — the Transportation Vehicle-Cycle Model. Technical report ANL/ESD/06-5 (Argonne National Laboratory, 2006).

  140. Yu, M., Bai, B., Xiong, S. & Liao, X. Evaluating environmental impacts and economic performance of remanufacturing electric vehicle lithium-ion batteries. J. Clean. Prod. 321, 128935 (2021).

    Article  CAS  Google Scholar 

  141. Narang, P., De, P. K., Kumari, M. & Shah, N. H. A bottom-up method to analyze the environmental and economic impacts of recycling lithium-ion batteries with different cathode chemistries. Environ. Dev. Sustain. https://doi.org/10.1007/s10668-023-04169-x (2023).

    Article  Google Scholar 

  142. Han, Y. et al. Efficient recovery of Al foil and regeneration of cathode materials from spent lithium-ion batteries with methanol–citric acid. J. Power Sources 603, 234417 (2024).

    Article  CAS  Google Scholar 

  143. Wang, T. et al. Direct recycling of spent nickel-rich cathodes in reciprocal ternary molten salts. J. Power Sources 593, 233798 (2024).

    Article  CAS  Google Scholar 

  144. Wu, C. et al. Cost-effective recycling of spent LiMn2O4 cathode via a chemical lithiation strategy. Energy Storage Mater. 55, 154–165 (2023).

    Article  Google Scholar 

  145. Yang, C., Zhang, J., Chen, Y. & Wang, C. Pollutant reduction and closed-loop process for recovering high value-added products from spent lithium-ion batteries. J. Power Sources 584, 233611 (2023).

    Article  CAS  Google Scholar 

  146. Fan, M.-C. et al. Room-temperature extraction of individual elements from charged spent LiFePO4 batteries. Rare Met. 41, 1595–1604 (2022).

    Article  CAS  Google Scholar 

  147. Niazi, A., Dai, J. S., Balabani, S. & Seneviratne, L. Product cost estimation: technique classification and methodology review. J. Manuf. Sci. Eng. 128, 563–575 (2006).

    Article  Google Scholar 

  148. Maske, T. & Methekar, R. Usage of recycled alkali waste for delamination of cathode electrodes: systematic selection and optimization of hydrometallurgical approach. JOM 75, 3674–3686 (2023).

    Article  CAS  Google Scholar 

  149. Ali, H., Khan, H. A. & Pecht, M. Preprocessing of spent lithium-ion batteries for recycling: need, methods, and trends. Renew. Sustain. Energy Rev. 168, 112809 (2022).

    Article  CAS  Google Scholar 

  150. Lee, J., Park, K. W., Sohn, I. & Lee, S. Pyrometallurgical recycling of end-of-life lithium-ion batteries. Int. J. Min. Metall. Mater. 31, 1554–1571 (2024).

    Article  CAS  Google Scholar 

  151. Lazou, A., Meskers, C., Olivetti, E., Diaz, F. & Gökelma, M. (eds) REWAS 2025. Circular Economy for the Energy Transition 1st edn (Springer, 2025).

  152. Yang, L. et al. Minimized carbon emissions to recycle lithium from spent ternary lithium-ion batteries via sulfation roasting. Resour. Conserv. Recycl. 203, 107460 (2024).

    Article  CAS  Google Scholar 

  153. European Union. Regulation (EU) 2023/1542 of the European Parliament and of the Council of 12 July 2023 concerning batteries and waste batteries, amending Directive 2008/98/EC and Regulation (EU) 2019/1020 and repealing Directive 2006/66/EC (European Commission, 2023).

  154. Gratz, E., Sa, Q., Apelian, D. & Wang, Y. A closed loop process for recycling spent lithium ion batteries. J. Power Sources 262, 255–262 (2014).

    Article  CAS  Google Scholar 

  155. Liang, J. et al. Sustainable recycling of spent ternary lithium-ion batteries via an environmentally friendly process: selective recovery of lithium and non-hazardous upcycling of residue. Chem. Eng. J. 481, 148516 (2024).

    Article  CAS  Google Scholar 

  156. Choux, M., Marti Bigorra, E. & Tyapin, I. Task planner for robotic disassembly of electric vehicle battery pack. Metals 11, 387 (2021).

    Article  CAS  Google Scholar 

  157. Baazouzi, S., Rist, F. P., Weeber, M. & Birke, K. P. Optimization of disassembly strategies for electric vehicle batteries. Batteries 7, 74 (2021).

    Article  CAS  Google Scholar 

  158. Arshad, F. et al. A comprehensive review of the advancement in recycling the anode and electrolyte from spent lithium ion batteries. ACS Sustain. Chem. Eng. 8, 13527–13554 (2020).

    Article  CAS  Google Scholar 

  159. Chen, X. & Zhou, T. Hydrometallurgical process for the recovery of metal values from spent lithium-ion batteries in citric acid media. Waste Manage. Res. 32, 1083–1093 (2014).

    Article  Google Scholar 

  160. Jumari, A. et al. An environmentally friendly hydrometallurgy process for the recovery and reuse of metals from spent lithium-ion batteries, using organic acid. Open. Eng. 12, 485–494 (2022).

    Article  CAS  Google Scholar 

  161. Punt, T., Akdogan, G., Bradshaw, S. & van Wyk, P. Development of a novel solvent extraction process using citric acid for lithium-ion battery recycling. Miner. Eng. 173, 107204 (2021).

    Article  CAS  Google Scholar 

  162. Shin, S. M., Kim, N. H., Sohn, J. S., Yang, D. H. & Kim, Y. H. Development of a metal recovery process from Li-ion battery wastes. Hydrometallurgy 79, 172–181 (2005).

    Article  CAS  Google Scholar 

  163. Or, T., Gourley, S. W. D., Kaliyappan, K., Yu, A. & Chen, Z. Recycling of mixed cathode lithium‐ion batteries for electric vehicles: current status and future outlook. Carb. Energy. 2, 6–43 (2020).

    Article  CAS  Google Scholar 

  164. Zeng, X., Li, J. & Singh, N. Recycling of spent lithium-ion battery: a critical review. Crit. Rev. Environ. Sci. Technol. 44, 1129–1165 (2014).

    Article  CAS  Google Scholar 

  165. Alfaro-Algaba, M. & Ramirez, F. J. Techno-economic and environmental disassembly planning of lithium-ion electric vehicle battery packs for remanufacturing. Resour. Conserv. Recycl. 154, 104461 (2020).

    Article  Google Scholar 

  166. Cerrillo-Gonzalez, M., Villen-Guzman, M., Vereda-Alonso, C., Rodriguez-Maroto, J. & Paz-Garcia, J. Towards sustainable lithium-ion battery recycling: advancements in circular hydrometallurgy. Process. 12, 1485 (2024).

    Article  CAS  Google Scholar 

  167. Davis, K. & Demopoulos, G. P. Hydrometallurgical recycling technologies for NMC Li-ion battery cathodes: current industrial practice and new R&D trends. RSC Sustain. 1, 1932–1951 (2023).

    Article  CAS  Google Scholar 

  168. Ji, H., Wang, J., Ma, J., Cheng, H.-M. & Zhou, G. Fundamentals, status and challenges of direct recycling technologies for lithium ion batteries. Chem. Soc. Rev. 52, 8194–8244 (2023).

    Article  CAS  Google Scholar 

  169. Wang, J. et al. Toward direct regeneration of spent lithium-ion batteries: a next-generation recycling method. Chem. Rev. 124, 2839–2887 (2024).

    Article  CAS  Google Scholar 

  170. Roy, J. J. et al. Direct recycling of Li‐ion batteries from cell to pack level: challenges and prospects on technology, scalability, sustainability, and economics. Carb. Energy. 6, e492 (2024).

    Article  CAS  Google Scholar 

  171. Wei, G. et al. Direct recycling of spent Li-ion batteries: challenges and opportunities toward practical applications. iScience 26, 107676 (2023).

    Article  CAS  Google Scholar 

  172. Andre, D. et al. Future generations of cathode materials: an automotive industry perspective. J. Mater. Chem. A 3, 6709–6732 (2015).

    Article  CAS  Google Scholar 

  173. Xu, P. et al. A materials perspective on direct recycling of lithium‐ion batteries: principles, challenges and opportunities. Adv. Funct. Mater. 33, 2213168 (2023).

    Article  CAS  Google Scholar 

  174. Pražanová, A., Plachý, Z., Kočí, J., Fridrich, M. & Knap, V. Direct recycling technology for spent lithium-ion batteries: limitations of current implementation. Batteries 10, 81 (2024).

    Article  Google Scholar 

  175. Kim, K., Raymond, D., Candeago, R. & Su, X. Selective cobalt and nickel electrodeposition for lithium-ion battery recycling through integrated electrolyte and interface control. Nat. Commun. 12, 6554 (2021).

    Article  CAS  Google Scholar 

  176. GlobalPetrolPrices.com. Electricity prices. GlobalPetrolPrices.com https://www.globalpetrolprices.com/electricity_prices/ (2025).

  177. Bundesnetzagentur. Energy market topics: industrial electricity price trends. SMARD https://www.smard.de/page/en/topic-article/5892/216044 (2025).

  178. US Energy Information Administration. Electric power monthly. Table 5.6.A. Average price of electricity to ultimate customers by end-use sector. eia https://www.eia.gov/electricity/monthly/epm_table_grapher.php?t=epmt_5_6_a (2025).

  179. Trading Economics. China labour costs index. Trading Economics https://tradingeconomics.com/china/labour-costs (2025).

  180. Statista. Manufacturing labor costs per hour for select countries from 2002 to 2019. Statista https://www.statista.com/statistics/744060/manufacturing-labor-costs-per-hour-for-select-countries/ (2025).

  181. International Labour Organization. Statistics on labour costs. ILOSTAT https://ilostat.ilo.org/topics/labour-costs/ (2025).

  182. Statistisches Bundesamt. Labour cost comparison across EU countries (annual estimate of labour costs). Destatis https://www.destatis.de/Europa/EN/Topic/Population-Labour-Social-Issues/Labour-market/EU_LabourCostPerHourWorked.html (2025).

  183. European Commission. Proposal for a regulation of the European Parliament and of the Council concerning batteries and waste batteries, repealing Directive 2006/66/EC and amending Regulation (EU) No 2019/1020. COM/2020/798 final (European Commission, 2020).

  184. Duffner, F. et al. Post-lithium-ion battery cell production and its compatibility with lithium-ion cell production infrastructure. Nat. Energy 6, 123–134 (2021).

    Article  CAS  Google Scholar 

  185. Greitemeier, T. & Lux, S. The intellectual property enabling gigafactory battery cell production: an in-depth analysis of international patenting trends. J. Energy Storage 108, 115083 (2025).

    Article  Google Scholar 

  186. Recyclus Group. The UK’s first industrial scale lithium-ion battery recyclers. Lithium battery recycling—recyclus group | the UK’s first industrial scale lithium-ion battery recyclers. Recyclus Group https://recyclusgroup.com/lithium-battery-recycling/ (2025).

  187. Zhou, M., Li, B., Li, J. & Xu, Z. Pyrometallurgical technology in the recycling of a spent lithium ion battery: evolution and the challenge. ACS EST. Eng. 1, 1369–1382 (2021).

    Article  CAS  Google Scholar 

  188. Bruno, M. & Fiore, S. Material flow analysis of lithium-ion battery recycling in Europe: environmental and economic implications. Batteries 9, 231 (2023).

    Article  CAS  Google Scholar 

Download references

Acknowledgements

The authors thank the German Federal Ministry of Education and Research (BMBF) under grant number 03XP0537A (project ‘ProRec’). The authors used ChatGPT with GPT-4 from OpenAI for language editing of earlier drafts of this manuscript.

Author information

Authors and Affiliations

Authors

Contributions

L.S. researched data for the article, contributed substantially to discussion of the content and wrote the article. L.S and M.G. contributed to the conceptualization of the article. J.L. supervised the work. All authors reviewed and/or edited the manuscript before submission.

Corresponding author

Correspondence to Lisa Schlott.

Ethics declarations

Competing interests

The authors declare no competing interests.

Peer review

Peer review information

Nature Reviews Clean Technology thanks Jens F. Peters; and Hongyue Jin, who co-reviewed with Shoaib Raza Khan, for their contribution to the peer review of this work.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Schlott, L., Gutsch, M. & Leker, J. Cost modelling and key drivers in lithium-ion battery recycling. Nat. Rev. Clean Technol. 1, 656–670 (2025). https://doi.org/10.1038/s44359-025-00095-5

Download citation

  • Accepted:

  • Published:

  • Version of record:

  • Issue date:

  • DOI: https://doi.org/10.1038/s44359-025-00095-5

This article is cited by

Search

Quick links

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing