QAVCM
Research & sources · Showcase

Open research behind every number.

A publicly funded project by XU and GDTQ. The market we map, the papers we publish, and the sources every figure traces back to.

Peer-reviewed · AKWI 2026Funded by ZIM
Market pulseChange over the trailing 24 months · illustrative sample data
Projects tracked11,659
+24% 2Y
Credits issued2.82bn t
+13% 2Y
Credits retired1.59bn t
+29% 2Y
Median price, all categories€••.••
−7% 2Y
02 · Publications

Published, reviewed, citable.

All documents →
AKWI 2026
Peer-reviewed paper

QAVCM: A Quantitative Aggregation and Analytics Platform for the Fragmented Voluntary Carbon Market

Arbeitskreis Wirtschaftsinformatik an Hochschulen · 2026 · p. 387
“How can an issuer-independent platform aggregate and analyse fragmented VCM certificate data across exchanges to support transparent, cost-efficient procurement for institutional buyers?”
03 · Data sourcesProvenance →
  • Berkeley VROD
  • CarbonPlan
  • CAD Trust
  • Carbonmark
  • Regen Network
  • Toucan · KlimaDAO
  • EU ETS
04 · MethodsIn plain words →
  • Canonical data model
  • Fair value
  • SHAP
  • Anomaly detection
  • Smart procurement routing
  • Human in the loop

See the method at work on a portfolio.