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Intelligent Credit Scoring - Building and Implementing Better Credit Risk Scorecards 2e (Hardcover, 2nd Edition)
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Intelligent Credit Scoring - Building and Implementing Better Credit Risk Scorecards 2e (Hardcover, 2nd Edition)
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A better development and implementation framework for credit risk
scorecards Intelligent Credit Scoring presents a business-oriented
process for the development and implementation of risk prediction
scorecards. The credit scorecard is a powerful tool for measuring
the risk of individual borrowers, gauging overall risk exposure and
developing analytically driven, risk-adjusted strategies for
existing customers. In the past 10 years, hundreds of banks
worldwide have brought the process of developing credit scoring
models in-house, while credit scores' have become a frequent topic
of conversation in many countries where bureau scores are used
broadly. In the United States, the FICO' and Vantage' scores
continue to be discussed by borrowers hoping to get a better deal
from the banks. While knowledge of the statistical processes around
building credit scorecards is common, the business context and
intelligence that allows you to build better, more robust, and
ultimately more intelligent, scorecards is not. As the follow-up to
Credit Risk Scorecards, this updated second edition includes new
detailed examples, new real-world stories, new diagrams, deeper
discussion on topics including WOE curves, the latest trends that
expand scorecard functionality and new in-depth analyses in every
chapter. Expanded coverage includes new chapters on defining
infrastructure for in-house credit scoring, validation, governance,
and Big Data. Black box scorecard development by isolated teams has
resulted in statistically valid, but operationally unacceptable
models at times. This book shows you how various personas in a
financial institution can work together to create more intelligent
scorecards, to avoid disasters, and facilitate better decision
making. Key items discussed include: * Following a clear step by
step framework for development, implementation, and beyond * Lots
of real life tips and hints on how to detect and fix data issues *
How to realise bigger ROI from credit scoring using internal
resources * Explore new trends and advances to get more out of the
scorecard Credit scoring is now a very common tool used by banks,
Telcos, and others around the world for loan origination,
decisioning, credit limit management, collections management, cross
selling, and many other decisions. Intelligent Credit Scoring helps
you organise resources, streamline processes, and build more
intelligent scorecards that will help achieve better results.
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