ADI built a bottom‑up lithium‑ion battery recycling outlook by modeling installed base growth, chemistry mix, scrap rates, and collection assumptions. Supply availability, black‑mass generation, and refining capacity were stress‑tested against utilization and execution risk. Uncertainty around LFP adoption and recoverable value was explicitly evaluated.
The client
Energy transition investment platform
The situation
Recycling economics unclear under fast‑changing chemistries
ADI’s contributions
Installed base flow modeling
ADI modeled battery volumes by region, application, and chemistry.
Capacity probability weighting
Projects were filtered by FID status and construction progress.
Chemistry risk exposure
Lower value recovery from LFP was quantified.
Expert interview triangulation
Recyclers, OEMs, and refiners validated assumptions.
Key outcomes
- Clarified capacity gaps and long‑term feedstock availability
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