Using Business Intelligence to Unlock Better Lending Decisions

Understand how first-party fraud is changing across financial institutions and what it means for your organization. Learn from Experian experts using industry benchmark data. 

• Explore year-over-year first-party fraud trends 
• Compare fraud rates across banks, credit unions and fintechs 
• Learn practical strategies to benchmark and strengthen fraud prevention 

Discover where leading institutions are taking decisioning:

• Explores why intelligent decisioning is becoming a competitive advantage for financial institutions.
• Examines research on AI, data, governance and decision intelligence.
• Highlights common modernization challenges and practical strategies for improving decision outcomes.

Model classification now drives governance in AI environments—but many frameworks lag reality. Static, inconsistent approaches create risk as inventories grow.

• Refresh classification continuously
  
• Map dependencies and shadow models
  
• Standardize decisions and documentation

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