Effects of the energy transition on environmental impacts of cobalt supply: A prospective life cycle assessment study on future supply of cobalt
Open accessAbstract
Abstract Cobalt is considered a key metal in the energy transition, and demand is expected to increase substantially by 2050. This demand is for an important part because of cobalt use in (electric vehicle) batteries. This study investigated the environmental impacts of the production of cobalt and how these could change in the future. We modeled possible future developments in the cobalt supply chain using four variables: (v1) ore grade, (v2) primary market shares, (v3) secondary market shares, and (v4) energy transition. These variables are driven by two metal‐demand scenarios, which we derived from scenarios from the shared socioeconomic pathways, a “business as usual” (BAU) and a “sustainable development” (SD) scenario. We estimated future environmental impacts of cobalt supply by 2050 under these two scenarios using prospective life cycle assessment. We found that the environmental impacts of cobalt production could likely increase and are strongly dependent on the recycling market share and the overall energy transition. The results showed that under the BAU scenario, climate change impacts per unit of cobalt production could increase by 9% by 2050 compared to 2010, while they decreased by 28% under the SD scenario. This comes at a trade‐off to other impacts like human toxicity, which could strongly increase in the SD scenario (112% increase) compared to the BAU scenario (71% increase). Furthermore, we found that the energy transition could offset most of the increase of climate change impacts induced by a near doubling in cobalt demand in 2050 between the two scenarios.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Electricity consumption is influenced by resource characteristics (e.g., ore grade and mineralogy) and technology.
“It is noteworthy that electricity consumption is influenced by resource characteristics (e.g., ore grade and mineralogy) 29,30 and technology.”
From Decarbonizing lithium-ion battery primary raw materials supply chain (2024) · cites this paper as [29]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The ecoinvent database version 3 (part I): overview and methodology
Wernet, G., Bauer, C., Steubing, B., Reinhard, J., Moreno-Ruiz, E., & Weidema, B. (2016) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-016-1087-8 · Cited by 5,564 · see citing works
Self-citationA new scenario framework for climate change research: the concept of shared socioeconomic pathways
O’Neill, B. C., Kriegler, E., Riahi, K., Ebi, K. L., Hallegatte, S., Carter, T. R., Mathur, R., & van Vuuren, D. P. (2014) · Climatic Change · doi:10.1007/s10584-013-0905-2 · Cited by 2,716 · see citing works
Future material demand for automotive lithium-based batteries
Xu, C., Dai, Q., Gaines, L., Hu, M., Tukker, A., & Steubing, B. (2020) · Communications Materials · doi:10.1038/s43246-020-00095-x · Cited by 898 · see citing works
Self-citationLife Cycle Assessment of Metals: A Scientific Synthesis
Nuss, P., & Eckelman, M. J. (2014) · PLoS ONE · doi:10.1371/journal.pone.0101298 · Cited by 777 · see citing works
Assessing the environmental impact of metal production processes
Norgate, T. E., Jahanshahi, S., & Rankin, W. J. (2006) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2006.06.018 · Cited by 726 · see citing works
(2017) · USGS professional paper · doi:10.3133/pp1802 · Cited by 705 · see citing works
Extractive Metallurgy of Nickel, Cobalt and Platinum Group Metals
(2011) · Elsevier eBooks · doi:10.1016/c2009-0-63541-8 · Cited by 489 · see citing works
Northey, S., Mohr, S. H., Mudd, G. M., Weng, Z., & Giurco, D. (2013) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2013.10.005 · Cited by 438 · see citing works
Self-citationStehfest, E., van Vuuren, D. P., Bouwman, L., & Kram, T. (2014) · Utrecht University Repository (Utrecht University) · Cited by 400 · see citing works
van der Giesen, C., Cucurachi, S., Guinée, J., Kramer, G. J., & Tukker, A. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.120904 · Cited by 386 · see citing works
Ex-ante LCA of Emerging Technologies
Cucurachi, S., van der Giesen, C., & Guinée, J. B. (2018) · Procedia CIRP · doi:10.1016/j.procir.2017.11.005 · Cited by 365 · see citing works
Decreasing ore grades in global metallic mining: a theoretical issue or a global reality?
Calvo, G., Mudd, G., Valero, A., & Valero, A. (2016) · Resources · doi:10.3390/resources5040036 · Cited by 352 · see citing works
Mendoza Beltran, A., Cox, B., Mutel, C., van Vuuren, D. P., Font Vivanco, D., Deetman, S., Edelenbosch, O. Y., Guinée, J., & Tukker, A. (2020) · Journal of Industrial Ecology · doi:10.1111/jiec.12825 · Cited by 301 · see citing works
Resource Demand Scenarios for the Major Metals
Elshkaki, A., Graedel, T. E., Ciacci, L., & Reck, B. K. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.7b05154 · Cited by 277 · see citing works
Geometallurgy of cobalt ores: A review
Dehaine, Q., Tijsseling, L. T., Glass, H. J., Törmänen, T., & Butcher, A. R. (2021) · Minerals Engineering · doi:10.1016/j.mineng.2020.106656 · Cited by 265 · see citing works
Deetman, S., Pauliuk, S., van Vuuren, D. P., van der Voet, E., & Tukker, A. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.7b05549 · Cited by 236 · see citing works
Life cycle assessment of cobalt extraction process
Farjana, S. H., Huda, N., & Mahmud, M. A. P. (2019) · Journal of Sustainable Mining · doi:10.1016/j.jsm.2019.03.002 · Cited by 208 · see citing works
(1983) · Elsevier eBooks · doi:10.1016/c2013-0-04151-5 · Cited by 199 · see citing works
van der Voet, E., van Oers, L. F. C. M., Verboon, M., & Kuipers, K. (2018) · Journal of Industrial Ecology · doi:10.1111/jiec.12722 · Cited by 199 · see citing works
Nansai, K., Nakajima, K., Kagawa, S., Kondo, Y., Suh, S., Shigetomi, Y., & Oshita, Y. (2014) · Environmental Science & Technology · doi:10.1021/es4033452 · Cited by 187 · see citing works
Quantifying the recoverable resources of by-product metals: The case of cobalt
Mudd, G. M., Weng, Z., Jowitt, S. M., Turnbull, I. D., & Graedel, T. E. (2013) · Ore Geology Reviews · doi:10.1016/j.oregeorev.2013.04.010 · Cited by 181 · see citing works
Tracing global cobalt flow: 1995–2015
Sun, X., Hao, H., Liu, Z., Zhao, F., & Song, J. (2019) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2019.05.009 · Cited by 153 · see citing works
Junne, T., Wulff, N., Breyer, C., & Naegler, T. (2020) · Energy · doi:10.1016/j.energy.2020.118532 · Cited by 139 · see citing works
Life cycle assessment: a time-series analysis of copper
Memary, R., Giurco, D., Mudd, G. M., & Mason, L. (2012) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2012.04.025 · Cited by 125 · see citing works
Tracking the Metal of the Goblins: Cobalt’s Cycle of Use
Harper, E. M., Kavlak, G., & Graedel, T. E. (2011) · Environmental Science & Technology · doi:10.1021/es201874e · Cited by 125 · see citing works
Making the use of scenarios in LCA easier: the superstructure approach
Steubing, B. R. P., & de Koning, D. (2021) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-021-01974-2 · Cited by 108 · see citing works
Self-citationMatching global cobalt demand under different scenarios for co-production and mining attractiveness
Tisserant, A., & Pauliuk, S. (2016) · Journal of Economic Structures · doi:10.1186/s40008-016-0035-x · Cited by 103 · see citing works
Unresolved Complexity in Assessments of Mineral Resource Depletion and Availability
Northey, S., Mudd, G. M., & Werner, T. T. (2017) · Natural Resources Research · doi:10.1007/s11053-017-9352-5 · Cited by 87 · see citing works
Self-citationHarpprecht, C., van Oers, L., Northey, S. A., Yang, Y., & Steubing, B. (2021) · Journal of Industrial Ecology · doi:10.1111/jiec.13181 · Cited by 71 · see citing works
Self-citationSverdrup, H. U., Ragnarsdottir, K. V., & Koca, D. (2017) · BioPhysical Economics and Resource Quality · doi:10.1007/s41247-017-0017-0 · Cited by 63 · see citing works
Werner, T. T., Mudd, G. M., & Jowitt, S. M. (2016) · Ore Geology Reviews · doi:10.1016/j.oregeorev.2016.08.008 · Cited by 61 · see citing works
Elsherief, A. E. (2003) · Journal of Applied Electrochemistry · doi:10.1023/a:1022938824111 · Cited by 32 · see citing works
The Life Cycle Assessment of Copper Metallurgical Process
Xie, Y., Hao, X., Li, H., & Sun, S. (2014) · doi:10.1002/9781118889664.ch70 · Cited by 9 · see citing works
Life Cycle Assessment of Cathode Copper Production
Li, H., Gong, X. Z., Wang, Z. H., & Li, Y. (2017) · Materials science forum · doi:10.4028/www.scientific.net/msf.898.2422 · Cited by 7 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- Åkre, T. (2008). Electrowinning of cobalt from chloride solutions: Anodic deposition of cobalt oxide on DSA® [PhD thesis] https://core.ac.uk/download/pdf/ 30885464.pdf British Geological Survey. (2019). Cobalt commodity review. British Geological Survey. https://www2.bgs.ac.uk/downloads/start.cfm?id=3565
- Mulaudzi, N., & Kotze, M. H. (2013). Direct cobalt electrowinning as an alternative to intermediate cobalt mixed hydroxide product. In The Southern African Institute of Mining and Metallurgy Base Metals Conference 2013. https://www.saimm.co.za/Conferences/BM2013/209-Mulaudzi.pdf
- Mutel, C. (2017a). Brightway: An open source framework for life cycle assessment. Journal of Open Source Software, 2(12), 236. https://doi.org/10.21105/ 2Fjoss.00236 · DOI
- Norgate, T., & Rankin, W. (2000). Life cycle assessment of copper and nickel production (pp. 133-138). https://www.ausimm.com/publications/conference- proceedings/minprex-2000/life-cycle-assessment-of-copper-and-nickel-production/
- Norgate, T., & Rankin, W. (2002). The role of metals in sustainable development. Current Biology, 49-55. https://www.ausimm.com/publications/conference- proceedings/green-processing-2002-hc/the-role-of-metals-in-sustainable-development/
Cited by
Sorted by citations
Life-cycle assessment to guide solutions for the triple planetary crisis
Hellweg, S., Benetto, E., Huijbregts, M. A. J., Verones, F., & Wood, R. A. (2023) · Nature Reviews Earth & Environment · doi:10.1038/s43017-023-00449-2 · Cited by 243 · see citing works
Future greenhouse gas emissions of automotive lithium-ion battery cell production
Xu, C., Steubing, B. R. P., Hu, M., Harpprecht, C., van der Meide, M., & Tukker, A. (2022) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2022.106606 · Cited by 111 · see citing works
Self-citationDemand-side strategies key for mitigating material impacts of energy transitions
Creutzig, F., Simões, S. G., Leipold, S., Berrill, P., Azevedo, I., Edelenbosch, O. Y., Fishman, T., Haberl, H., Hertwich, E. G., Krey, V., et al. (2024) · Nature Climate Change · doi:10.1038/s41558-024-02016-z · Cited by 109 · see citing works
Ten questions concerning prospective LCA for decision support for the built environment
Bruhn, S., Sacchi, R., Cimpan, C., & Birkved, M. (2023) · Building and Environment · doi:10.1016/j.buildenv.2023.110535 · Cited by 67 · see citing works
Decarbonizing lithium-ion battery primary raw materials supply chain
Istrate, R., Mas-Fons, A., Beylot, A., Northey, S., Vaidya, K., Sonnemann, G., Kleijn, R., & Steubing, B. (2024) · Joule · doi:10.1016/j.joule.2024.10.003 · Cited by 60 · see citing works
Self-citationAre future recycling benefits misleading? Prospective life cycle assessment of lithium‐ion batteries
Šimaitis, J., Allen, S. R., & Vagg, C. (2023) · Journal of Industrial Ecology · doi:10.1111/jiec.13413 · Cited by 59 · see citing works
Harpprecht, C., Xicotencatl, B. M., van Nielen, S. S., van der Meide, M., Li, C., Li, Z., Tukker, A., & Steubing, B. R. P. (2024) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2024.107572 · Cited by 51 · see citing works
Self-citationNurdiawati, A., Mir, B. A., & Al‐Ghamdi, S. G. (2025) · Resources Environment and Sustainability · doi:10.1016/j.resenv.2025.100203 · Cited by 48 · see citing works
A prospective life cycle assessment of global ammonia decarbonisation scenarios
Boyce, J., Sacchi, R., Goetheer, E. L. V., & Steubing, B. R. P. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e27547 · Cited by 43 · see citing works
Self-citationConditions for the broad application of prospective life cycle inventory databases
Steubing, B. R. P., Beltrán, A. M., & Sacchi, R. (2023) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-023-02192-8 · Cited by 42 · see citing works
Self-citationProspective life cycle assessment of alternatively fueled heavy-duty trucks
van den Oever, A. E. M., Costa, D., & Messagie, M. (2023) · Applied Energy · doi:10.1016/j.apenergy.2023.120834 · Cited by 43 · see citing works
Torrubia, J., Valero, A., & Valero, A. (2023) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2023.107281 · Cited by 38 · see citing works
Schenker, V., & Pfister, S. (2025) · Environmental Science & Technology · doi:10.1021/acs.est.4c12619 · Cited by 36 · see citing works
Baars, J., Cerdas, F., & Heidrich, O. (2023) · Environmental Science & Technology · doi:10.1021/acs.est.2c04080 · Cited by 35 · see citing works
de Bortoli, A., Bjørn, A., Saunier, F., & Margni, M. D. (2023) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-023-02147-z · Cited by 40 · see citing works
A Comprehensive Review on Cobalt Bioleaching from Primary and Tailings Sources
Saim, A. K., & Darteh, F. K. (2023) · Mineral Processing and Extractive Metallurgy Review · doi:10.1080/08827508.2023.2181346 · Cited by 27 · see citing works
Material-energy Nexus: A systematic literature review
Hu, X., Wang, C., & Elshkaki, A. (2023) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2023.114217 · Cited by 22 · see citing works
Prospective environmental and economic assessment of green steel production in the Middle East
Nurdiawati, A., Tahir, F., Zaini, I. N., & Al‐Ghamdi, S. G. (2025) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2025.108277 · Cited by 21 · see citing works
Menacho, Á. J. H., Sacchi, R., Bauer, C., Panos, E., McKenna, R., & Burgherr, P. (2025) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2025.108251 · Cited by 20 · see citing works
Salam, A., Qi, J., Fan, X., Khan, A. R., Kah, M., Zeeshan, M., Ulhassan, Z., Yang, S., Zia‐ur‐Rehman, M., & Gan, Y. (2025) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.5c05835 · Cited by 19 · see citing works
Approaching battery raw material sourcing through a material criticality lens
Manjong, N. B., Marinova, S., Bach, V., Burheim, O. S., Finkbeiner, M., & Strømman, A. H. (2024) · Sustainable Production and Consumption · doi:10.1016/j.spc.2024.06.020 · Cited by 19 · see citing works
Ti Doping Decreases Mn and Ni Dissolution from High-Voltage LiNi 0.5 Mn 1.5 O 4 Cathodes
Sharma, V., Bhardwaj, G., Mahendran, N., B., A., Nukala, P., & Aetukuri, N. P. B. (2024) · ACS Materials Au · doi:10.1021/acsmaterialsau.4c00043 · Cited by 17 · see citing works
Cobalt distribution and its relationship with bedrocks and cobalt mineralizations in China
Liu, D. Y., Wang, X., Chen, Y., Zhang, B., Zhou, J., Liu, H., Wang, W., Nie, L., & Chi, Q. (2024) · Ore Geology Reviews · doi:10.1016/j.oregeorev.2024.105992 · Cited by 16 · see citing works
Shi, S., Sun, Q., Xi, Z., Hou, M., & Guo, J. (2022) · Frontiers in Energy Research · doi:10.3389/fenrg.2022.951235 · Cited by 15 · see citing works
Northey, S., Klose, S., Pauliuk, S., Yellishetty, M., & Giurco, D. (2023) · Resources Conservation & Recycling Advances · doi:10.1016/j.rcradv.2023.200137 · Cited by 16 · see citing works
Self-citationEnergy Transition, the Next Hotspot of Energy Research: A Study Using Topic Modeling
Trivedi, S. K., Singh, A., Irfan, M., Harigaran, T., & Patra, P. (2024) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2024.3368153 · Cited by 13 · see citing works
Spatiotemporal and Multilayer Trade Network Patterns of the Global Cobalt Cycle
Liu, L., Ouyang, X., Gao, T., Dai, T., Tan, J., Liu, X., Zhao, H., Zeng, A., Chen, W., He, C., et al. (2024) · Environmental Science & Technology · doi:10.1021/acs.est.4c02717 · Cited by 12 · see citing works
Bahizire, G. M., Sun, H., & Chen, T. (2024) · Journal of Environmental Management · doi:10.1016/j.jenvman.2024.122997 · Cited by 12 · see citing works
Exploring oxide cathodes for Li-ion batteries: From mineral mining to active material production
Srivastava, M., R, A. K. M., Ahmed, S., & Zaghib, K. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.236968 · Cited by 12 · see citing works
Flowsheet design and environmental impacts of cobalt co-product recovery from complex Au-Co ores
Rinne, M., Elomaa, H., & Lundström, M. (2023) · Minerals Engineering · doi:10.1016/j.mineng.2023.108444 · Cited by 10 · see citing works
The hidden cost of renewable energy: A quantile view for environmental management on critical metals
Destek, M. A., Radulescu, M., Özkan, O., & Balsalobre‐Lorente, D. (2025) · Journal of Environmental Management · doi:10.1016/j.jenvman.2025.126089 · Cited by 10 · see citing works
Lang‐Quantzendorff, L., & Beermann, M. (2025) · Journal of Industrial Ecology · doi:10.1111/jiec.70068 · Cited by 10 · see citing works
Zapata-Ramírez, V., Mather, G. C., & Pérez-Coll, D. (2024) · Journal of Power Sources · doi:10.1016/j.jpowsour.2024.234243 · Cited by 9 · see citing works
Heidak, P., Isbert, A.-M., Haas, S., & Schmidt, M. (2025) · Energies · doi:10.3390/en18102509 · Cited by 9 · see citing works
Improving process granularity of life cycle inventories for battery grade nickel
Roy, S., Moustafa, H., Vaidya, K., Harvey, J., & Fradette, L. (2025) · npj Materials Sustainability · doi:10.1038/s44296-025-00059-7 · Cited by 10 · see citing works
Semerci, F., & Eşgin, H. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.119413 · Cited by 7 · see citing works
New mechanistic insights into CO2 electroreduction to methane on penta-octa-graphene catalyst
Ma, Y., Hao, J., Jia, B., Zhang, X., Zhang, C., Wu, G., Chen, C., Li, Y., Zhou, Z., Li, Q., et al. (2024) · Journal of Energy Chemistry · doi:10.1016/j.jechem.2024.08.017 · Cited by 7 · see citing works
Erdoğan, S., & Solarin, S. A. (2025) · Journal of Environmental Management · doi:10.1016/j.jenvman.2025.126598 · Cited by 6 · see citing works
U.S. cobalt scenario analysis to mid-century: Import dependency or marketable commodity?
Miatto, A., & Graedel, T. E. (2023) · Resources Conservation & Recycling Advances · doi:10.1016/j.rcradv.2023.200134 · Cited by 6 · see citing works
Low-carbon microalgae manufacturing is possible: here's how and where
Dias, R. R., Deprá, M. C., Zepka, L. Q., & Jacob-Lopes, E. (2025) · Algal Research · doi:10.1016/j.algal.2024.103886 · Cited by 4 · see citing works
A review of current state-of-the-art road vehicle life cycle assessment tools
Wu, S. R., de Bortoli, A., & Bulle, C. (2025) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2025.146278 · Cited by 4 · see citing works
Prosperdyn—a tool to describe dynamic transitions in prospective life cycle assessment
Lang‐Quantzendorff, L., & Beermann, M. (2025) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-025-02515-x · Cited by 4 · see citing works
Mining triggers extensive additional deforestation in sub-Saharan Africa
Morton, O., Bousfield, C. G., Prince Dégny, V. A. L. E., Lamb, I., MAUS, V. W., Bryant, R. G., & Edwards, D. P. (2026) · Nature · doi:10.1038/s41586-026-10551-2 · Cited by 5 · see citing works
Electrochemical Intercalation of Cesium into Graphite in Ionic Liquid Electrolyte
Yadav, A., KOBAYASHI, H., Yamamoto, T., & Nohira, T. (2024) · Electrochemistry · doi:10.5796/electrochemistry.23-69165 · Cited by 4 · see citing works
Sustainability in commodity markets
Coqueret, G., Tavin, B., & ZHOU, Y. (2025) · Journal of Banking & Finance · doi:10.1016/j.jbankfin.2025.107599 · Cited by 4 · see citing works
Prospective macro-level life cycle assessment: a systematic review
Paris, A., Guinée, J. B., & Thonemann, N. (2026) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-026-02585-5 · Cited by 3 · see citing works
From turbulence to transformation: the role of circular economy in shaping sustainable SME growth
Sarwar, S., & Naz, F. (2025) · Journal of Entrepreneurship and Public Policy · doi:10.1108/jepp-04-2025-0114 · Cited by 2 · see citing works
Wagner, C. M., Schwartz, K., Czech, H., Lamping, I., Garcia‐Ortega, X., Glieder, A., Wiechert, W., & Oldiges, M. (2026) · Microbial Cell Factories · doi:10.1186/s12934-026-03055-1 · Cited by 2 · see citing works
Thermally Interpenetrated Co–Ni Mixed Oxide as Efficient Oxygen Evolution Electrodes
Mihai, M. A., Preda, L., Negrila, C. C., Şomǎcescu, S., Becherescu, N. D., Velea, A., Zaki, M. Y., & Spătaru, N. (2025) · Electrocatalysis · doi:10.1007/s12678-025-00956-4 · Cited by 2 · see citing works
Philippot, M. L., Güney, E., Dammala, P. K., Dermenci, K. B., Yuca, N., Mierlo, J. V., Berecibar, M., & Messagie, M. (2024) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2024.144645 · Cited by 1 · see citing works
Zhao, J., Qian, C., Yan, G., Xu, X., Lan, C., & Fu, X. (2026) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ae3e1c · Cited by 1 · see citing works
Klimt, J., Istrate, I.-R., Barbarossa, V., Beylot, A., Lai, F., & Steubing, B. R. P. (2026) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-026-02641-0 · Cited by 1 · see citing works
Self-citationInvestigate The Economic and Environmental Impact of Transitioning to Renewable Energy Sources
Lahiri, M. (2020) · REST Journal on Emerging trends in Modelling and Manufacturing · doi:10.46632/jemm/6/4/26 · Cited by 1 · see citing works
Prospective Macro-Level Life Cycle Assessment: A Systematic ReviewPreprint
Paris, A., Guinée, J. B., & Thonemann, N. (2025) · Research Square · doi:10.21203/rs.3.rs-7468270/v1 · Cited by 1 · see citing works
Critical Energy Minerals: A Material Enabler for Carbon Neutrality
(2024) · Frontiers research topics · doi:10.3389/978-2-8325-4753-3
Roy, S., Moustafa, H., Vaidya, K., Harvey, J., & Fradette, L. (2024) · Research Square · doi:10.21203/rs.3.rs-5639090/v1
A Review on Bioleaching for Sustainable Recovery of Cobalt and Nickel from Secondary Sources
Mseteka, L. M., Wijenayake, J. J., & Alagha, L. (2025) · Springer eBooks · doi:10.1007/978-3-032-00167-2_25
Lamghari, K., Rachid, S., Taha, Y., Ait-Khouia, Y., Elghali, A., Jébrak, M., & Benzaazoua, M. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-28886-9.00014-9
Electricity demand mapping from open-source data for low- and middle-income countries
Millot, A., Kerekeš, A., Korkovelos, A., Stringer, M., & Hawkes, A. D. (2026) · Renewable and Sustainable Energy Transition · doi:10.1016/j.rset.2026.100138
Wagner, C. M., Zinn, P. D., Schwartz, K., Glieder, A., Wiechert, W., & Oldiges, M. (2026) · Biotechnology for the Environment · doi:10.1186/s44314-026-00040-1
Sprocati, R., Pettersen, J. B., Prommer, H., Jamieson, J., Gallo, A., & Rolle, M. (2026) · Environmental Science & Technology · doi:10.1021/acs.est.5c18581
Li, J. (2026) · Journal of Renewable and Sustainable Energy · doi:10.1063/5.0302062
van der Meide, M., Hu, M., Steubing, B. R. P., Thonemann, N., & Tukker, A. (2026) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-026-02712-2
Self-citationStepwise guidance for tackling multifunctionality challenges in prospective life cycle assessment
Zacharopoulos, L., Thonemann, N., Steubing, B. R. P., Guinée, J. B., & Geldermann, J. (2026) · Journal of Industrial Ecology · doi:10.1007/s44498-026-00128-7
Self-citationSeveriano, B. M., Northey, S., Harpprecht, C., & Giurco, D. (2026) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2026.149037
Self-citationWagner, C. M., Schwartz, K., Glieder, A., Wiechert, W., & Oldiges, M. (2026) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-026-03415-6
Wang, L., & Su, M. (2026) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2026.117530
- Authors
- van der Meide, M., Harpprecht, C., Northey, S., Yang, Y., & Steubing, B.
- Affiliations
- Institute of Environmental Sciences Leiden University Leiden The Netherlands
- Leiden University (NL)
- University of Technology Sydney (AU)
- Delft University of Technology (NL)
- Venue
- Journal of Industrial Ecology
- Published
- 2022-04-05
- Volume
- 26
- Issue
- 5
- Pages
- 1631-1645
- ISSN
- 1088-1980 (ISSN-L)
- 1530-9290
- OpenAlex
- W4225424643
- Cited by
- 69
- References
- 36
- Citations by year
- 2026: 15 · 2025: 20 · 2024: 17 · 2023: 13 · 2022: 3 · 2020: 1
- FWCI
- 4.02
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Industrial Ecology (publishedVersion, cc-by-nc)
- Leiden Repository (Leiden University) (submittedVersion, cc-by-nc)
- elib (German Aerospace Center) (submittedVersion)
- Research Repository (Delft University of Technology) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion, cc-by-nc)
- Topics
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental Impact and Sustainability
- Physical Sciences › Engineering › Mechanical Engineering › Extraction and Separation Processes
- Physical Sciences › Engineering › Building and Construction › Mining and Resource Management
- Keywords
- cobalt supply, energy transition, electric vehicle batteries, metal recycling, ore grade, Shared Socioeconomic Pathways, climate change impacts, human toxicity, sustainable development scenarios
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review