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Model Cards: One-Page Governance Artifacts

ACRGA-EXPLAIN introduces "model cards"—one-page documentation for each AI credit model.


What's included:

  • Intended use: "Predicts PD for CRE loans >$10M in primary markets"

  • Training data: "50,000 loans, 2013-2023, 87% primary markets, 13% secondary"

  • Known limitations: "Model trained during recovery period; performance in sustained downturn uncertain"

  • Bias audit: "Shows 2% higher predicted loss rates for secondary markets vs. primary"

  • Performance metrics: Validation results, backtesting performance, sensitivity analysis


This is required documentation. Not optional.


Model cards serve multiple audiences: credit officers (understand model scope), governance committees (identify limitations), regulators (understand design).


The discipline of writing a model card forces clarity about what the model actually does.


 
 
 

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