White Paper
Published March 30, 2026
Advanced Analytics & Modeling Credit Decisioning Risk Management
Bayesian Optimization offers a more efficient way to tune machine learning models at scale. This white paper presents a controlled comparison with Grid Search using production credit-risk data to measure runtime and model performance.
- Up to 80× faster hyperparameter tuning
- No loss in CV or holdout AUC
- Evidence from LightGBM credit-risk models
- Guidance for governed ML environments
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White Paper
Holiday Shopping Season 2026
Prepare your portfolio before peak holiday spending with insights into changing consumer behavior, credit trends and risk signals.
- Understand how income divergence is reshaping portfolio risk.
- Learn how BNPL, AI and alternative data influence lending decisions.
- Identify strategies to grow wallet share while managing early delinquency risk.
- Prioritize actions before the holiday shopping season begins.
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Learn how fraud teams can recognize scam activity earlier and strengthen prevention across the customer lifecycle.
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Learn how financial institutions can modernize model risk management to govern AI responsibly at scale.
• Explore adaptive AI governance principles for regulated environments
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• See how AI-assisted governance improves oversight, evidence and accountability
Case Study
Turning thin-file members into incremental growth
Learn how a proactive credit card graduation strategy helped America First Credit Union responsibly expand member relationships while maintaining strong portfolio performance.
- Increased more than 32,000 credit card limits
- Generated approximately $26 million in balance growth
- Maintained just 0.59% delinquency