Why Your Loan Rejection Hinges on Outliers Banks Pretend Don't Exist
Imagine getting denied a loan because some bank model's choking on rogue data points. That's the reality when credit scoring skips outlier cleanup — and it's screwing real people every day.
⚡ Key Takeaways
- Outliers and missing data wreck credit models, unfairly denying loans to real people.
- Always split data before preprocessing to avoid leaks and ensure real-world performance.
- Ignoring extremes risks repeating 2008 subprime model failures in modern AI credit scoring.
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Originally reported by Towards Data Science