Probability Assessment of Strategic and Total Rare Earth Element Supply for the EU Under the EU Critical Raw Materials Act
Abstract
1. Introduction
2. EU’s Critical Raw Materials Strategy
3. Materials and Methods
3.1. Terminology and Units
3.2. Uncertainty for Mine Production
3.3. Selected Projections for the Monte Carlo Simulations
3.4. Monte Carlo Simulations
4. Results
4.1. Uncertainty Estimation for an EU-Based Case Study: CRMA Mining Benchmark
4.2. Uncertainty Calculation with Nine Years Lead Time
5. Discussion
5.1. Possibility of Achieving the CRMA Mining Benchmark
5.2. Limitations
5.3. Fluctuated Production Numbers: An Example of Lynas, Australia
5.4. Mining Permits
5.5. Overseas Mine Investment: An Example of the Japan–Australia Partnership
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| CRMA | Critical Raw Materials Act |
| CRM | Critical Raw Material |
| HDS | High-demand scenario |
| HREE | Heavy rare earth elements |
| HS Code | Harmonized System Code |
| ICT | Information, communication and digital technologies |
| LDS | Low-demand scenario |
| LREE | Light rare earth elements |
| MCS | Monte Carlo simulation |
| REE | Rare earth element |
| REO | Rare earth element oxides |
| TREO | Total rare earth element oxides |
| E-vehicles | Electronic vehicles |
| E-mobility | Electromobility |
| USGS | U.S. Geological Survey |
| PERC | Pan European Reserves & Resources Reporting Committee |
| FY | Fiscal Year |
| JOGMEC | Japan Organization for Metals and Energy Security |
Appendix A
| Low-Demand Scenario (LDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2025 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2030 | 1000 | 1100 | 2020 | 2920 | 3000 | 2220 | 133 | 581.6 |
| 2035 | 500 | 848 | 1863 | 3628.9 | 4500 | 1380 | 12 | 846.3 |
| 2040 | 280.9 | 700 | 1788.2 | 4114 | 6705 | 429 | 3 | 1062 |
| 2045 | 189.3 | 571.7 | 1706.2 | 4507.7 | 9010.5 | 1122.4 | 3 | 1254.4 |
| 2050 | 137.8 | 488 | 1643.3 | 4799.4 | 11,443.4 | 631 | 2 | 1412.9 |
| High-Demand Scenario (HDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2025 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2030 | 1000 | 1080 | 2000 | 2920 | 3000 | 2700 | 129 | 587.6 |
| 2035 | 510 | 819 | 1843.2 | 3640 | 4500 | 1512 | 18 | 857 |
| 2040 | 291.5 | 681.2 | 1786.6 | 4179.2 | 6308.1 | 729.6 | 4 | 1077.7 |
| 2045 | 184.7 | 567.9 | 1717.9 | 4543.3 | 9462.1 | 545.3 | 2 | 1269.1 |
| 2050 | 94.2 | 483.6 | 1649.5 | 4851.7 | 10,681.1 | 2068.3 | 3 | 1426.5 |
| EU Demand Scenario | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2025 | 4450 | 4450 | 4450 | 4450 | 4450 | 4450 | 10,000 | 0 |
| 2030 | 2225 | 2403 | 4450 | 6497 | 6675 | 2314 | 123 | 1304.3 |
| 2035 | 1112.5 | 1864.1 | 4107.4 | 8049.2 | 10,012.5 | 2242.8 | 18 | 1887.5 |
| 2040 | 623 | 1539.9 | 3931.5 | 9121.9 | 14,424 | 1816.7 | 4 | 2348.3 |
| 2045 | 331 | 1265.1 | 3772.8 | 9991.1 | 18,455 | 4517.6 | 3 | 2761.1 |
| 2050 | 341.5 | 1074.4 | 3600.5 | 10,695.6 | 24,553.8 | 1039.1 | 2 | 3107.4 |
| Low-Demand Scenario (LDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2034 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2039 | 1000 | 1100 | 2000 | 2900 | 3000 | 2900 | 125 | 582.8 |
| 2044 | 500 | 843.6 | 1854.2 | 3616.8 | 4500 | 2016 | 16 | 840.7 |
| 2049 | 301.6 | 692 | 1784.6 | 4102.3 | 6526.8 | 1663.2 | 6 | 1054.1 |
| High-Demand Scenario (HDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2034 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2039 | 1000 | 1100 | 2020 | 2900 | 3000 | 2900 | 136 | 584.4 |
| 2044 | 500 | 837.4 | 1874.9 | 3635.2 | 4500 | 1872 | 16 | 851.3 |
| 2049 | 285.6 | 680.1 | 1811.6 | 4072.6 | 6436.8 | 668.3 | 4 | 1051.1 |
| EU Demand Scenario | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2034 | 4450 | 4450 | 4450 | 4450 | 4450 | 4450 | 10,000 | 0 |
| 2039 | 2225 | 2403 | 4450 | 6452.5 | 6675 | 3248.5 | 126 | 1297.3 |
| 2044 | 1134.8 | 1902.4 | 4145.2 | 8010 | 9945.8 | 4485.6 | 15 | 1864.1 |
| 2049 | 624.8 | 1548 | 3964.7 | 9140.5 | 14,620.3 | 4421.5 | 6 | 2351.7 |
| Low-Demand Scenario (LDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2025 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2030 | 1000 | 1440 | 2000 | 2560 | 2980 | 1960 | 254 | 335 |
| 2035 | 594 | 1272.8 | 1971.2 | 2830.4 | 3834 | 2376 | 27 | 475.9 |
| 2040 | 496.7 | 1141.1 | 1946.2 | 3047 | 4765.5 | 1693.4 | 5 | 584.9 |
| 2045 | 479.2 | 1044.2 | 1919.2 | 3268.8 | 5813.9 | 1581.1 | 3 | 687.1 |
| 2050 | 355.4 | 969.4 | 1894.7 | 3449.1 | 6537.1 | 1609.4 | 3 | 771.8 |
| High-Demand Scenario (HDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2025 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2030 | 1000 | 1440 | 2000 | 2560 | 2980 | 1960 | 254 | 335 |
| 2035 | 594 | 1272.8 | 1971.2 | 2830.4 | 3834 | 2376 | 27 | 475.9 |
| 2040 | 496.7 | 1141.1 | 1946.2 | 3047 | 4765.5 | 1693.4 | 5 | 584.9 |
| 2045 | 479.2 | 1044.2 | 1919.2 | 3268.8 | 5813.9 | 1581.1 | 3 | 687.1 |
| 2050 | 355.4 | 969.4 | 1894.7 | 3449.1 | 6537.1 | 1609.4 | 3 | 771.8 |
| EU Demand Scenario | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2025 | 4450 | 4450 | 4450 | 4450 | 4450 | 4450 | 10,000 | 0 |
| 2030 | 2225 | 3204 | 4450 | 5696 | 6630.5 | 4361 | 254 | 745.5 |
| 2035 | 1321.7 | 2832 | 4385.9 | 6297.6 | 8530.7 | 4485.6 | 30 | 1058.9 |
| 2040 | 1105.1 | 2539 | 4330.4 | 6779.5 | 10,603.3 | 4440.7 | 6 | 1301.3 |
| 2045 | 1066.2 | 2323.3 | 4270.1 | 7273.1 | 12,936 | 3336.3 | 3 | 1528.7 |
| 2050 | 790.7 | 2157 | 4215.7 | 7674.3 | 14,545 | 3581 | 3 | 1717.3 |
| Low-Demand Scenario (LDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2034 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2039 | 1000 | 1440 | 2000 | 2560 | 2980 | 1960 | 254 | 335 |
| 2044 | 594 | 1272.8 | 1971.2 | 2830.4 | 3834 | 2376 | 27 | 475.9 |
| 2049 | 496.7 | 1141.1 | 1946.2 | 3047 | 4765.5 | 1693.4 | 5 | 584.9 |
| High-Demand Scenario (HDS) | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2034 | 2000 | 2000 | 2000 | 2000 | 2000 | 2000 | 10,000 | 0 |
| 2039 | 1000 | 1440 | 2000 | 2560 | 2980 | 1960 | 254 | 335 |
| 2044 | 594 | 1272.8 | 1971.2 | 2830.4 | 3834 | 2376 | 27 | 475.9 |
| 2049 | 496.7 | 1141.1 | 1946.2 | 3047 | 4765.5 | 1693.4 | 5 | 584.9 |
| EU Demand Scenario | ||||||||
| Years | p0 | p5 | p50 | p95 | p100 | Mode | Mode repeat count | Standard deviation |
| 2034 | 4450 | 4450 | 4450 | 4450 | 4450 | 4450 | 10,000 | 0 |
| 2039 | 2225 | 3204 | 4450 | 5696 | 6630.5 | 4361 | 254 | 745.5 |
| 2044 | 1321.7 | 2832 | 4385.9 | 6297.6 | 8530.7 | 4485.6 | 30 | 1058.9 |
| 2049 | 1105.1 | 2539 | 4330.4 | 6779.5 | 10,603.3 | 4440.7 | 6 | 1301.3 |
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| Element (REE) | Oxide (REO) | Element-to-Oxide Conversion Factor | Oxide-to-Element Conversion Factor | Examples of Utilization | |
|---|---|---|---|---|---|
| Cerium | Ce | Ce2O3 | 1.171 | 0.853 | Polishing powders, catalysts, ceramics |
| Dysprosium | Dy | Dy2O3 | 1.148 | 0.871 | Lasers, permanent magnets, alloys, ceramics, phosphors |
| Gadolinium | Gd | Gd2O3 | 1.153 | 0.868 | Alloys, medical devices, superconductors, fuel cells |
| Neodymium | Nd | Nd2O3 | 1.166 | 0.857 | Permanent magnets, medical devices, lasers, and catalysts |
| Praseodymium | Pr | Pr2O3 | 1.170 | 0.854 | Permanent magnets, alloys, catalysts, pigments |
| Scandium | Sc | Sc2O3 | 1.533 | 0.652 | Al-Sc alloys |
| Terbium | Tb | Tb2O3 | 1.151 | 0.868 | Permanent magnets, lasers, alloys, phosphors |
| Erbium | Er | Er2O3 | 1.143 | 0.874 | Lasers, steel alloys, fiber optics, pigments |
| Europium | Eu | Eu2O3 | 1.158 | 0.864 | Phosphors and lighting, medical devices, lasers |
| Holmium | Ho | Ho2O3 | 1.145 | 0.873 | Lasers, ceramics, pigments |
| Lanthanum | La | La2O3 | 1.173 | 0.853 | Glass, hydrogen storage, catalysts, phosphors, pigments |
| Lutetium | Lu | Lu2O3 | 1.137 | 0.880 | Catalysts, LED light |
| Samarium | Sm | Sm2O3 | 1.159 | 0.862 | Magnets, lasers |
| Thulium | Tm | Tm2O3 | 1.142 | 0.875 | Lasers, X-ray machines |
| Yttrium | Y | Y2O3 | 1.269 | 0.787 | Lasers, superconductors, fuel cells, glass, phosphors |
| Ytterbium | Yb | Yb2O3 | 1.138 | 0.878 | Lasers, alloys |
| Item | Scoping Study | Pre-Feasibility Study | Feasibility Study |
|---|---|---|---|
| Resource Categories | Mostly Inferred | Mostly Indicated | Measured and Indicated |
| Reserve Categories | None | Mostly Probable | Proved and Probable |
| Accuracy Range (Order of Magnitude) | ±25–50% | ±15–25% | ±10–15% |
| REE | Scenario | Unit | 2020 | 2030 | 2050 |
|---|---|---|---|---|---|
| Ce | LDS | t/a | 10.01 | 8.62 | 0 |
| Dy | LDS | t/a | 124.51 | 202.66 | 170.31 |
| Gd | LDS | t/a | 1.46 | 1.21 | 0 |
| Nd | LDS | t/a | 1102.64 | 2550.20 | 2583 |
| Pr | LDS | t/a | 123.65 | 162.55 | 62.53 |
| Tb | LDS | t/a | 23.12 | 34.51 | 16.18 |
| Total | LDS | t/a | 1385.40 | 2959.76 | 2832.01 |
| Ce | HDS | t/a | 10.01 | 12.24 | 0 |
| Dy | HDS | t/a | 124.51 | 713.11 | 916.49 |
| Gd | HDS | t/a | 1.46 | 1.76 | 0 |
| Nd | HDS | t/a | 1102.64 | 5448.70 | 6896 |
| Pr | HDS | t/a | 123.65 | 445.97 | 510.33 |
| Tb | HDS | t/a | 23.12 | 92.85 | 104.77 |
| Total | HDS | t/a | 1386.40 | 6714.62 | 8427.58 |
| REO | Individual Proportion of REOs | Projected Production Individual REO (t/a) | Projected Production Individual REE (t/a) Using Equation (2) |
|---|---|---|---|
| Nd | 0.11 | 587 | 503 |
| Dy | 0.05 | 267 | 233 |
| Pr | 0.03 | 160 | 137 |
| Tb | 0.007 | 37 | 32 |
| Ce | 0.21 | 1121 | 957 |
| Gd | 0.03 | 160 | 139 |
| Er | 0.034 | 182 | 159 |
| Eu | 0.004 | 21 | 18 |
| Ho | 0.01 | 53 | 47 |
| La | 0.1 | 534 | 455 |
| Lu | 0.005 | 27 | 23 |
| Sm | 0.03 | 160 | 138 |
| Tm | 0.005 | 27 | 23 |
| Y | 0.34 | 1816 | 1430 |
| Yb | 0.033 | 176 | 155 |
| Total | 0.998 | 5329 (Report: 5340) | 4450 |
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Yildirim Ayyildiz, M.; Ölmez, J.A.; Hilgers, C. Probability Assessment of Strategic and Total Rare Earth Element Supply for the EU Under the EU Critical Raw Materials Act. Resources 2026, 15, 73. https://doi.org/10.3390/resources15060073
Yildirim Ayyildiz M, Ölmez JA, Hilgers C. Probability Assessment of Strategic and Total Rare Earth Element Supply for the EU Under the EU Critical Raw Materials Act. Resources. 2026; 15(6):73. https://doi.org/10.3390/resources15060073
Chicago/Turabian StyleYildirim Ayyildiz, Melike, Jasemin Ayse Ölmez, and Christoph Hilgers. 2026. "Probability Assessment of Strategic and Total Rare Earth Element Supply for the EU Under the EU Critical Raw Materials Act" Resources 15, no. 6: 73. https://doi.org/10.3390/resources15060073
APA StyleYildirim Ayyildiz, M., Ölmez, J. A., & Hilgers, C. (2026). Probability Assessment of Strategic and Total Rare Earth Element Supply for the EU Under the EU Critical Raw Materials Act. Resources, 15(6), 73. https://doi.org/10.3390/resources15060073

