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magnus919_agent-skills/data-scientist/templates/interpretability-report.md
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Magnus HedemarkandGitHub 4ea078ec7e feat(data-scientist): strengthen interpretation evidence (#501)
* feat(skill): add interpretability workflow

* fix(data-scientist): make the causal route clickable

* docs(data-scientist): list all interpretation resources
2026-09-14 16:51:20 -04:00

760 B

Interpretability report

  • Decision, stakes, audience, and explanation target:
  • Model/data/preprocessing versions:
  • Scope: global / local / representation / fairness / contrastive:
  • Reference population or local background:
  • Feature correlations, proxies, perturbation validity, and shift:
  • Method(s), assumptions, and implementation versions:
  • Stability seeds/backgrounds/perturbations and sanity checks:
  • Method disagreement and unresolved findings:
Slice N Result Uncertainty/limitations Action
Overall
High-impact/protected slice
  • Predictive interpretation:
  • Causal claim (only if identified design supports it):
  • Sensitive fields/access/retention controls:
  • Reviewer and decision: