Model inspection workspace

Trace an ESG estimate
back to its evidence.

Search the reference snapshot to inspect a company-level CatBoost estimate and its strongest SHAP contributions. Evidence is available without an LLM key.

Loading company evidence

Reading the result

What this evidence can—and cannot—say

  1. 01

    EstimateModels an existing ESG risk rating for a company already in the reference data.

  2. 02

    ContributionsSHAP values show how features move this fitted estimate, not causal effects.

  3. 03

    BoundaryThe result is an in-sample inspection aid, not an investment recommendation.