Credit Risk Scorecards 1st Edition by Naeem Siddiqi – Ebook PDF Instant Download/Delivery: 978-0471754510, 047175451X
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Product details:
ISBN 10: 047175451X
ISBN 13: 978-0471754510
Author: Naeem Siddiqi
Praise for Credit Risk Scorecards
“Scorecard development is important to retail financial services in terms of credit risk management, Basel II compliance, and marketing of credit products. Credit Risk Scorecards provides insight into professional practices in different stages of credit scorecard development, such as model building, validation, and implementation. The book should be compulsory reading for modern credit risk managers.”
—Michael C. S. Wong Associate Professor of Finance, City University of Hong Kong Hong Kong Regional Director, Global Association of Risk Professionals
“Siddiqi offers a practical, step-by-step guide for developing and implementing successful credit scorecards. He relays the key steps in an ordered and simple-to-follow fashion. A ‘must read’ for anyone managing the development of a scorecard.”
—Jonathan G. Baum Chief Risk Officer, GE Consumer Finance, Europe
“A comprehensive guide, not only for scorecard specialists but for all consumer credit professionals. The book provides the A-to-Z of scorecard development, implementation, and monitoring processes. This is an important read for all consumer-lending practitioners.”
—Satinder Ahluwalia Vice President and Head-Retail Credit, Mashreqbank, UAE
“This practical text provides a strong foundation in the technical issues involved in building credit scoring models. This book will become required reading for all those working in this area.”
—J. Michael Hardin, PhD Professor of StatisticsDepartment of Information Systems, Statistics, and Management ScienceDirector, Institute of Business Intelligence
“Mr. Siddiqi has captured the true essence of the credit risk practitioner’s primary tool, the predictive scorecard. He has combined both art and science in demonstrating the critical advantages that scorecards achieve when employed in marketing, acquisition, account management, and recoveries. This text should be part of every risk manager’s library.”
—Stephen D. Morris Director, Credit Risk, ING Bank of Canada
Table of contents:
Chapter 1: Introduction
Scorecards: General Overview
Chapter 2: Scorecard Development: The People and the Process
Scorecard Development Roles
Intelligent Scorecard Development
Scorecard Development and Implementation Process: Overview
Chapter 3: Scorecard Development Process, Stage 1: Preliminaries and Planning
Create Business Plan
Create Project Plan
Why “Scorecard” Format?
Chapter 4: Scorecard Development Process, Stage 2: Data Review and Project
Parameters
Data Availability and Quality
Data Gathering for Definition of Project Parameters
Definition of Project Parameters
Segmentation
Methodology
Review of Implementation Plan
Chapter 5: Scorecard Development Process, Stage 3: Development Database
Creation
Development Sample Specification
Sampling
Development Data Collection and Construction
Adjusting for Prior Probabilities
Chapter 6: Scorecard Development Process, Stage 4: Scorecard Development
Explore Data
Missing Values and Outliers
Correlation
Initial Characteristic Analysis
Preliminary Scorecard
Reject Inference
Final Scorecard Production
Choosing a Scorecard
Validation
Chapter 7: Scorecard Development Process, Stage 5: Scorecard Management
Reports
Gains Table
Characteristic Reports
Chapter 8: Scorecard Development Process, Stage 6: Scorecard
Implementation
Preimplementation Validation
Strategy Development
Chapter 9: Scorecard Development Process, Stage 7: Postimplementation
Scorecard and Portfolio Monitoring Reports
Review
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