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Author : Robert John Till
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (592 download)
Download or read book Predictive Behavioural Models in Credit Scoring and Retail Banking written by Robert John Till and published by . This book was released on 2002 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : L. C. Thomas
Publisher :
ISBN 13 : 9781902850429
Total Pages : 22 pages
Book Rating : 4.8/5 (54 download)
Download or read book A Survey of Credit and Behavioural Scoring written by L. C. Thomas and published by . This book was released on 1999 with total page 22 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : S. Finlay
Publisher : Springer
ISBN 13 : 1137031697
Total Pages : 183 pages
Book Rating : 4.1/5 (37 download)
Download or read book Credit Scoring, Response Modeling, and Insurance Rating written by S. Finlay and published by Springer. This book was released on 2012-06-26 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: A guide on how Predictive Analytics is applied and widely used by organizations such as banks, insurance providers, supermarkets and governments to drive the decisions they make about their customers, demonstrating who to target with a promotional offer, who to give a credit card to and the premium someone should pay for home insurance.
Author : S. Finlay
Publisher : Springer
ISBN 13 : 0230298982
Total Pages : 295 pages
Book Rating : 4.2/5 (32 download)
Download or read book Credit Scoring, Response Modelling and Insurance Rating written by S. Finlay and published by Springer. This book was released on 2010-10-27 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every year, financial services organizations make billions of dollars worth of decisions using automated systems. For example, who to give a credit card to and the premium someone should pay for their home insurance. This book explains how the forecasting models, that lie at the heart of these systems, are developed and deployed.
Author : H. Harrach
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (119 download)
Download or read book Predictive Modelling of Retail Banking Transactions for Credit Scoring, Cross-selling and Payment Pattern Discovery written by H. Harrach and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : M. Anolli
Publisher : Springer
ISBN 13 : 1137006765
Total Pages : 367 pages
Book Rating : 4.1/5 (37 download)
Download or read book Retail Credit Risk Management written by M. Anolli and published by Springer. This book was released on 2013-01-29 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introducing the fundamentals of retail credit risk management, this book provides a broad and applied investigation of the related modeling theory and methods, and explores the interconnections of risk management, by focusing on retail and the constant reference to the implications of the financial crisis for credit risk management.
Author : Michalis Doumpos
Publisher : Springer
ISBN 13 : 3319994115
Total Pages : 115 pages
Book Rating : 4.3/5 (199 download)
Download or read book Analytical Techniques in the Assessment of Credit Risk written by Michalis Doumpos and published by Springer. This book was released on 2018-09-29 with total page 115 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a unique, focused introduction to the analytical skills, methods and techniques in the assessment of credit risk that are necessary to tackle and analyze complex credit problems. It employs models and techniques from operations research and management science to investigate more closely risk models for applications within the banking industry and in financial markets. Furthermore, the book presents the advances and trends in model development and validation for credit scoring/rating, the recent regulatory requirements and the current best practices. Using examples and fully worked case applications, the book is a valuable resource for advanced courses in financial risk management, but also helpful to researchers and professionals working in financial and business analytics, financial modeling, credit risk analysis, and decision science.
Author : Anne Kraus
Publisher :
ISBN 13 : 9783954047369
Total Pages : 166 pages
Book Rating : 4.0/5 (473 download)
Download or read book Recent Methods from Statistics and Machine Learning for Credit Scoring written by Anne Kraus and published by . This book was released on 2014-07-08 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Lyn Thomas
Publisher : SIAM
ISBN 13 : 1611974550
Total Pages : 380 pages
Book Rating : 4.6/5 (119 download)
Download or read book Credit Scoring and Its Applications, Second Edition written by Lyn Thomas and published by SIAM. This book was released on 2017-08-16 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Credit Scoring and Its Applications?is recognized as the bible of credit scoring. It contains a comprehensive review of the objectives, methods, and practical implementation of credit and behavioral scoring. The authors review principles of the statistical and operations research methods used in building scorecards, as well as the advantages and disadvantages of each approach. The book contains a description of practical problems encountered in building, using, and monitoring scorecards and examines some of the country-specific issues in bankruptcy, equal opportunities, and privacy legislation. It contains a discussion of economic theories of consumers' use of credit, and readers will gain an understanding of what lending institutions seek to achieve by using credit scoring and the changes in their objectives.? New to the second edition are lessons that can be learned for operations research model building from the global financial crisis, current applications of scoring, discussions on the Basel Accords and their requirements for scoring, new methods for scorecard building and new expanded sections on ways of measuring scorecard performance. And survival analysis for credit scoring. Other unique features include methods of monitoring scorecards and deciding when to update them, as well as different applications of scoring, including direct marketing, profit scoring, tax inspection, prisoner release, and payment of fines.?
Author : Raymond Anderson
Publisher : Oxford University Press
ISBN 13 : 0199226407
Total Pages : 790 pages
Book Rating : 4.1/5 (992 download)
Download or read book The Credit Scoring Toolkit written by Raymond Anderson and published by Oxford University Press. This book was released on 2007-08-30 with total page 790 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Credit Scoring Toolkit provides an all-encompassing view of the use of statistical models to assess retail credit risk and provide automated decisions.In eight modules, the book provides frameworks for both theory and practice. It first explores the economic justification and history of Credit Scoring, risk linkages and decision science, statistical and mathematical tools, the assessment of business enterprises, and regulatory issues ranging from data privacy to Basel II. It then provides a practical how-to-guide for scorecard development, including data collection, scorecard implementation, and use within the credit risk management cycle.Including numerous real-life examples and an extensive glossary and bibliography, the text assumes little prior knowledge making it an indispensable desktop reference for graduate students in statistics, business, economics and finance, MBA students, credit risk and financial practitioners.
Author : Elizabeth Mays
Publisher : Global Professional Publishi
ISBN 13 : 9781888998382
Total Pages : 280 pages
Book Rating : 4.9/5 (983 download)
Download or read book Credit Risk Modeling written by Elizabeth Mays and published by Global Professional Publishi. This book was released on 1998-12-10 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: Covers: � Implementing an application scoring system � Behavior modeling to manage your portfolio � Incorporating economic factors � Statistical techniques for choosing the optimal credit risk model � How to set cutoffs and override rules � Modeling for the sub-prime market � How to evaluate and monitor credit risk models This is an indispensable guide for credit professionals and risk managers who want to understand and implement modeling techniques for increased profitability. In this one-of-a-kind text, experts in credit risk provide a step-by-step guide to building and implementing models both for evaluating applications and managing existing portfolios.
Author : Hussein Abdou
Publisher :
ISBN 13 :
Total Pages : 50 pages
Book Rating : 4.:/5 (13 download)
Download or read book Predicting Creditworthiness in Retail Banking with Limited Scoring Data written by Hussein Abdou and published by . This book was released on 2016 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: The preoccupation with modelling credit scoring systems including their relevance to predicting and decision making in the financial sector has been with developed countries, whilst developing countries have been largely neglected. The focus of our investigation is on the Cameroonian banking sector with implications for fellow members of the Banque des Etats de L'Afrique Centrale (BEAC) family which apply the same system. We apply logistic regression (LR), Classification and Regression Tree (CART) and Cascade Correlation Neural Network (CCNN) in building our knowledge-based scoring models. To compare various models' performances we use ROC curves and Gini coefficients as evaluation criteria and the Kolmogorov-Smirnov curve as a robustness test. The results demonstrate that an improvement in terms of predicting power from 15.69% default cases under the current system, to 7.68% based on the best scoring model, namely CCNN can be achieved. The predictive capabilities of all models are rated as at least very good using the Gini coefficient; and rated excellent using the ROC curve for CCNN. Our robustness test confirmed these results. It should be emphasised that in terms of prediction rate, CCNN is superior to the other techniques investigated in this paper. Also, a sensitivity analysis of the variables identifies previous occupation, borrower's account functioning, guarantees, other loans and monthly expenses as key variables in the forecasting and decision making processes which are at the heart of overall credit policy.
Author : Naeem Siddiqi
Publisher : John Wiley & Sons
ISBN 13 : 1118429168
Total Pages : 124 pages
Book Rating : 4.1/5 (184 download)
Download or read book Credit Risk Scorecards written by Naeem Siddiqi and published by John Wiley & Sons. This book was released on 2012-06-29 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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
Author : Elizabeth Mays
Publisher : Global Professional Publishi
ISBN 13 : 9781888988017
Total Pages : 392 pages
Book Rating : 4.9/5 (88 download)
Download or read book Handbook of Credit Scoring written by Elizabeth Mays and published by Global Professional Publishi. This book was released on 1995-03 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: · Credit scoring is a vital and sometimes misunderstood tool in financial services · Evaluates the different systems available Bankers and lenders depend on credit scoring to determine the best credit risks--and ensure maximum profit and security from their loan portfolios. Handbook of Credit Scoring offers the insights of a select group of experts on credit scoring systems. Topics include: Scoring Applications, Generic and Customized Scoring Models, Using consumer credit information, Scorecard modelling with continuous vs. Classed variables, Basic scorecard Development and Validation, Going beyond Credit Score, Data mining, Scorecard collection strategies, project management for Credit Scoring
Author : Lyn Thomas
Publisher : SIAM
ISBN 13 : 1611974569
Total Pages : 380 pages
Book Rating : 4.6/5 (119 download)
Download or read book Credit Scoring and Its Applications, Second Edition written by Lyn Thomas and published by SIAM. This book was released on 2017-08-16 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Credit Scoring and Its Applications is recognized as the bible of credit scoring. It contains a comprehensive review of the objectives, methods, and practical implementation of credit and behavioral scoring. The authors review principles of the statistical and operations research methods used in building scorecards, as well as the advantages and disadvantages of each approach. The book contains a description of practical problems encountered in building, using, and monitoring scorecards and examines some of the country-specific issues in bankruptcy, equal opportunities, and privacy legislation. It contains a discussion of economic theories of consumers' use of credit, and readers will gain an understanding of what lending institutions seek to achieve by using credit scoring and the changes in their objectives. New to the second edition are lessons that can be learned for operations research model building from the global financial crisis, current applications of scoring, discussions on the Basel Accords and their requirements for scoring, new methods for scorecard building and new expanded sections on ways of measuring scorecard performance. And survival analysis for credit scoring. Other unique features include methods of monitoring scorecards and deciding when to update them, as well as different applications of scoring, including direct marketing, profit scoring, tax inspection, prisoner release, and payment of fines.
Author : Raymond A. Anderson
Publisher : Oxford University Press
ISBN 13 : 0192658158
Total Pages : 608 pages
Book Rating : 4.1/5 (926 download)
Download or read book Credit Intelligence and Modelling written by Raymond A. Anderson and published by Oxford University Press. This book was released on 2021-11-26 with total page 608 pages. Available in PDF, EPUB and Kindle. Book excerpt: Credit Intelligence and Modelling provides an indispensable explanation of the statistical models and methods used when assessing credit risk and automating decisions. Over eight modules, the book covers consumer and business lending in both the developed and developing worlds, providing the frameworks for both theory and practice. It first explores an introduction to credit risk assessment and predictive modelling, micro-histories of credit and credit scoring, as well as the processes used throughout the credit risk management cycle. Mathematical and statistical tools used to develop and assess predictive models are then considered, in addition to project management and data assembly, data preparation from sampling to reject inference, and finally model training through to implementation. Although the focus is credit risk, especially in the retail consumer and small-business segments, many concepts are common across disciplines, whether for academic research or practical use. The book assumes little prior knowledge, thus making it an indispensable desktop reference for students and practitioners alike. Credit Intelligence and Modelling expands on the success of The Credit Scoring Toolkit to cover credit rating and intelligence agencies, and the data and tools used as part of the process.
Author : Keith J. Wilhite
Publisher :
ISBN 13 :
Total Pages : 36 pages
Book Rating : 4.:/5 (881 download)
Download or read book Study of Using Credit Scoring Models in Predicting Repayment Behavior of Consumer Automobile Loans written by Keith J. Wilhite and published by . This book was released on 1997 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt:
