Scholar4AI

← Research ideas

SeedPublished 2026-10-23

Second life or recycling for EV batteries?

Remanufacturing and closed-loop supply chains are growing in the operations research journals, and the first large wave of electric-vehicle batteries is reaching the end of its first life. Should a used battery go to stationary storage, to remanufacturing or straight to recycling, and who should decide?

What prompted this

In the operations research journals, "remanufacturing" had 8 papers in July–September 2026 against about 4 expected and "closed-loop supply chain" 9 against 5 (see the operations research dashboard). Since October 2025, 107 papers carry a remanufacturing, closed-loop or reverse-logistics keyword (69 in operations research journals). Twelve of them carry a battery keyword, and "second-life batteries" appears on just one paper.

Questions

  • Given a battery's state of health, when is second-life storage worth more than recycling, once testing, repurposing and the risk of failure are priced in?
  • How do mineral prices and recycling mandates, such as the recycled-content targets of the EU battery regulation, change that choice?
  • Who does better as the owner of used batteries: carmakers, battery makers or third parties?

Data that could help

Battery ageing data such as the NASA and CALCE datasets (in the dataset ranking's list), mineral prices and storage-market prices.

Next step

Build a decision model that routes used batteries by state of health, and compare its value under 2023 and 2026 lithium prices.

Related research activity

The keywords this note follows, in the tracked finance, accounting, economics, management, operations research and AI journals as of 2026-10-26
KeywordPapers, last 30 daysRankPapers per month, Oct 23 – Oct 26*Papers, last 36 months
remanufacturing2#130335
closed-loop supply chain4#52546
battery recycling1#288119

Markdown version of this note: /ideas/second-life-or-recycling-for-ev-batteries.md

← Does macroprudential tightening push credit into shadow banks? · School choice mechanisms and the families who use them →