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| consumer credit risk management: Principles and Practice of Consumer Credit Risk Management Helen McNab, Anthea Wynn, 2000 |
| consumer credit risk management: Risky Risk Management Alejandro Dominguez, 2018-11-07 Credit Risk Management is an invisible and omnipresent influence in everyone's lives. Somewhere, someone is making decisions about the interest rates and fees you will have to pay in order to have a an auto loan, a mortgage, a credit card or any other type of financial product.While banks and credit bureaus try to make an effort to educate the public about the importance of managing debt, and while there are resources to help you get out of it, there are few resources or books to explain how this industry works: How decisions are made; how they make or lose money; and what's in the mind of the employees of those institutions.This book is for anyone who uses credit products or anyone who is planning to start a career in the Consumer Credit industry. Business analysts will find useful overviews of most of the products offered by this industry.This is a non technical review, meaning that we don't go deep into the math, statistics and quantitative modeling required for decision making, instead, the tone is conversational and light. |
| consumer credit risk management: Principles and Practice of Consumer Credit Risk Management Helen McNab, Peter Taylor (Dip. D.M.), 2008 |
| consumer credit risk management: Credit Risk Management Tony Van Gestel, Bart Baesens, 2009 This first of three volumes on credit risk management, providing a thorough introduction to financial risk management and modelling. |
| consumer credit risk management: Consumer Credit Risk Management Helen McNab, Peter Taylor, 2008 The book explores the history of credit scoring and analytics and the rationale behind the reliance on them. It also deals with the UK legal and regulatory regimes within which users must operate, including The Banking Code, The Business Banking Code, Treating Customers Fairly, Responsible Lending, The Competition Act 1998, the Data Protection Acts 1984 and 1998 and the Consumer Credit Act 1974.Also covered are key features of scorecard management and maintenance. This book will give the reader an insight into the legal and regulatory constraints, such as Basel, and methods used to detect and prevent fraud and bad debt using techniques such as CIFAS. It also deals with referral and appeal systems and the benefits of credit scoring compared to judgmental lending. |
| consumer credit risk management: Consumer Credit Models Lyn C. Thomas, 2009-01-29 The use of credit scoring - the quantitative and statistical techniques to assess the credit risks involved in lending to consumers - has been one of the most successful if unsung applications of mathematics in business for the last fifty years. Now with lenders changing their objectives from minimising defaults to maximising profits, the saturation of the consumer credit market allowing borrowers to be more discriminating in their choice of which loans, mortgages and credit cards to use, and the Basel Accord banking regulations raising the profile of credit scoring within banks there are a number of challenges that require new models that use credit scores as inputs and extensions of the ideas in credit scoring. This book reviews the current methodology and measures used in credit scoring and then looks at the models that can be used to address these new challenges. The first chapter describes what a credit score is and how a scorecard is built which gives credit scores and models how the score is used in the lending decision. The second chapter describes the different ways the quality of a scorecard can be measured and points out how some of these measure the discrimination of the score, some the probability prediction of the score, and some the categorical predictions that are made using the score. The remaining three chapters address how to use risk and response scoring to model the new problems in consumer lending. Chapter three looks at models that assist in deciding how to vary the loan terms made to different potential borrowers depending on their individual characteristics. Risk based pricing is the most common approach being introduced. Chapter four describes how one can use Markov chains and survival analysis to model the dynamics of a borrower's repayment and ordering behaviour . These models allow one to make decisions that maximise the profitability of the borrower to the lender and can be considered as part of a customer relationship management strategy. The last chapter looks at how the new banking regulations in the Basel Accord apply to consumer lending. It develops models that show how they will change the operating decisions used in consumer lending and how their need for stress testing requires the development of new models to assess the credit risk of portfolios of consumer loans rather than a models of the credit risks of individual loans. |
| consumer credit risk management: Consumer Credit and the American Economy Thomas A. Durkin, Gregory E. Elliehausen, 2014 Consumer Credit and the American Economy examines the economics, behavioral science, sociology, history, institutions, law, and regulation of consumer credit in the United States. After discussing the origins and various kinds of consumer credit available in today's marketplace, this book reviews at some length the long run growth of consumer credit to explore the widely held belief that somehow consumer credit has risen too fast for too long. It then turns to demand and supply with chapters discussing neoclassical theories of demand, new behavioral economics, and evidence on production costs and why consumer credit might seem expensive compared to some other kinds of credit like government finance. This discussion includes review of the economics of risk management and funding sources, as well discussion of the economic theory of why some people might be limited in their credit search, the phenomenon of credit rationing. This examination includes review of issues of risk management through mathematical methods of borrower screening known as credit scoring and financial market sources of funding for offerings of consumer credit. The book then discusses technological change in credit granting. It examines how modern automated information systems called credit reporting agencies, or more popularly credit bureaus, reduce the costs of information acquisition and permit greater credit availability at less cost. This discussion is followed by examination of the logical offspring of technology, the ubiquitous credit card that permits consumers access to both payments and credit services worldwide virtually instantly. After a chapter on institutions that have arisen to supply credit to individuals for whom mainstream credit is often unavailable, including payday loans and other small dollar sources of loans, discussion turns to legal structure and the regulation of consumer credit. There are separate chapters on the theories behind the two main thrusts of federal regulation to this point, fairness for all and financial disclosure. Following these chapters, there is another on state regulation that has long focused on marketplace access and pricing. Before a final concluding chapter, another chapter focuses on two noncredit marketplace products that are closely related to credit. The first of them, debt protection including credit insurance and other forms of credit protection, is economically a complement. The second product, consumer leasing, is a substitute for credit use in many situations, especially involving acquisition of automobiles. This chapter is followed by a full review of consumer bankruptcy, what happens in the worst of cases when consumers find themselves unable to repay their loans. Because of the importance of consumer credit in consumers' financial affairs, the intended audience includes anyone interested in these issues, not only specialists who spend much of their time focused on them. For this reason, the authors have carefully avoided academic jargon and the mathematics that is the modern language of economics. It also examines the psychological, sociological, historical, and especially legal traditions that go into fully understanding what has led to the demand for consumer credit and to what the markets and institutions that provide these products have become today. |
| consumer credit risk management: Credit Risk Management Joetta Colquitt, 2007-05-11 Credit Risk Management is a comprehensive textbook that looks at the total integrated process for managing credit risk, ranging from the risk assessment of a single obligor to the risk measurement of an entire portfolio. This expert learning tool introduces the principle concepts of credit risk analysis...explains the techniques used for improving the effectiveness of balance sheet management in financial institutions...and shows how to manage credit risks under competitive and realistic conditions. Credit Risk Management presents step-by-step coverage of: The Credit Process_discussing the operational practices and structural processes to implement and create a sound credit environment The Lending Objectives_explaining the credit selection process that is used to evaluate new business, and describing how transaction risk exposure becomes incorporated into portfolio selection risk Company Funding Strategies_presenting an overview of the funding strategies on some of the more commonly used financial products in the extension of business credit Company Specific Risk Evaluation_outlining some fundamental credit analysis applications that can be used to assess transactions through the framework of a risk evaluation guide Qualitative Specific Risk Evaluation_offering additional approaches to risk evaluate a borrower's industry and management Credit Risk Measurement_defining the role of credit risk measurement, presenting a basic framework to measure credit risk, and discussing some of the standard measurement applications to quantify the economic loss on a transaction's credit exposure Credit Portfolio Management_exploring the basic concepts behind credit portfolio management, and highlighting the distinctive factors that drive the management of a portfolio of credit assets compared to a single asset Credit Rating Systems_analyzing the pivotal role that credit rating systems have come to play in managing credit risk for lenders The Economics of Credit_showing how the modern credit risk approach has changed the economics of credit in order to achieve more profitable earnings and maintain global stability in the financial markets Filled with a wide range of study aids, Credit Risk Management is today's best guide to the concepts and practices of modern credit risk management, offering practitioners a detailed roadmap for avoiding lending mishaps and maximizing profits. |
| consumer credit risk management: The Handbook of Credit Risk Management Sylvain Bouteille, Diane Coogan-Pushner, 2012-12-17 A comprehensive guide to credit risk management The Handbook of Credit Risk Management presents a comprehensive overview of the practice of credit risk management for a large institution. It is a guide for professionals and students wanting a deeper understanding of how to manage credit exposures. The Handbook provides a detailed roadmap for managing beyond the financial analysis of individual transactions and counterparties. Written in a straightforward and accessible style, the authors outline how to manage a portfolio of credit exposures--from origination and assessment of credit fundamentals to hedging and pricing. The Handbook is relevant for corporations, pension funds, endowments, asset managers, banks and insurance companies alike. Covers the four essential aspects of credit risk management: Origination, Credit Risk Assessment, Portfolio Management and Risk Transfer. Provides ample references to and examples of credit market services as a resource for those readers having credit risk responsibilities. Designed for busy professionals as well as finance, risk management and MBA students. As financial transactions grow more complex, proactive management of credit portfolios is no longer optional for an institution, but a matter of survival. |
| consumer credit risk management: Managing Credit Risk John B. Caouette, Edward I. Altman, Paul Narayanan, 1998-11-03 The first full analysis of the latest advances in managing credit risk. Against a backdrop of radical industry evolution, the authors of Managing Credit Risk: The Next Great Financial Challenge provide a concise and practical overview of these dramatic market and technical developments in a book which is destined to become a standard reference in the field. -Thomas C. Wilson, Partner, McKinsey & Company, Inc. Managing Credit Risk is an outstanding intellectual achievement. The authors have provided investors a comprehensive view of the state of credit analysis at the end of the millennium. -Martin S. Fridson, Financial Analysts Journal. This book provides a comprehensive review of credit risk management that should be compulsory reading for not only those who are responsible for such risk but also for financial analysts and investors. An important addition to a significant but neglected subject. -B.J. Ranson, Senior Vice-President, Portfolio Management, Bank of Montreal. The phenomenal growth of the credit markets has spawned a powerful array of new instruments for managing credit risk, but until now there has been no single source of information and commentary on them. In Managing Credit Risk, three highly regarded professionals in the field have-for the first time-gathered state-of-the-art information on the tools, techniques, and vehicles available today for managing credit risk. Throughout the book they emphasize the actual practice of managing credit risk, and draw on the experience of leading experts who have successfully implemented credit risk solutions. Starting with a lucid analysis of recent sweeping changes in the U.S. and global financial markets, this comprehensive resource documents the credit explosion and its remarkable opportunities-as well as its potentially devastating dangers. Analyzing the problems that have occurred during its growth period-S&L failures, business failures, bond and loan defaults, derivatives debacles-and the solutions that have enabled the credit market to continue expanding, Managing Credit Risk examines the major players and institutional settings for credit risk, including banks, insurance companies, pension funds, exchanges, clearinghouses, and rating agencies. By carefully delineating the different perspectives of each of these groups with respect to credit risk, this unique resource offers a comprehensive guide to the rapidly changing marketplace for credit products. Managing Credit Risk describes all the major credit risk management tools with regard to their strengths and weaknesses, their fitness to specific financial situations, and their effectiveness. The instruments covered in each of these detailed sections include: credit risk models based on accounting data and market values; models based on stock price; consumer finance models; models for small business; models for real estate, emerging market corporations, and financial institutions; country risk models; and more. There is an important analysis of default results on corporate bonds and loans, and credit rating migration. In all cases, the authors emphasize that success will go to those firms that employ the right tools and create the right kind of risk culture within their organizations. A strong concluding chapter integrates emerging trends in the financial markets with the new methods in the context of the overall credit environment. Concise, authoritative, and lucidly written, Managing Credit Risk is essential reading for bankers, regulators, and financial market professionals who face the great new challenges-and promising rewards-of credit risk management. |
| consumer credit risk management: Advanced Credit Risk Analysis and Management Ciby Joseph, 2013-04-22 Credit is essential in the modern world and creates wealth, provided it is used wisely. The Global Credit Crisis during 2008/2009 has shown that sound understanding of underlying credit risk is crucial. If credit freezes, almost every activity in the economy is affected. The best way to utilize credit and get results is to understand credit risk. Advanced Credit Risk Analysis and Management helps the reader to understand the various nuances of credit risk. It discusses various techniques to measure, analyze and manage credit risk for both lenders and borrowers. The book begins by defining what credit is and its advantages and disadvantages, the causes of credit risk, a brief historical overview of credit risk analysis and the strategic importance of credit risk in institutions that rely on claims or debtors. The book then details various techniques to study the entity level credit risks, including portfolio level credit risks. Authored by a credit expert with two decades of experience in corporate finance and corporate credit risk, the book discusses the macroeconomic, industry and financial analysis for the study of credit risk. It covers credit risk grading and explains concepts including PD, EAD and LGD. It also highlights the distinction with equity risks and touches on credit risk pricing and the importance of credit risk in Basel Accords I, II and III. The two most common credit risks, project finance credit risk and working capital credit risk, are covered in detail with illustrations. The role of diversification and credit derivatives in credit portfolio management is considered. It also reflects on how the credit crisis develops in an economy by referring to the bubble formation. The book links with the 2008/2009 credit crisis and carries out an interesting discussion on how the credit crisis may have been avoided by following the fundamentals or principles of credit risk analysis and management. The book is essential for both lenders and borrowers. Containing case studies adapted from real life examples and exercises, this important text is practical, topical and challenging. It is useful for a wide spectrum of academics and practitioners in credit risk and anyone interested in commercial and corporate credit and related products. |
| consumer credit risk management: Credit Risk Assessment Clark R. Abrahams, Mingyuan Zhang, 2009-04-06 Credit Risk Assessment The New Lending System for Borrowers, Lenders, and Investors Credit Risk Assessment: The New Lending System for Borrowers, Lenders, and Investors equips you with an effective comprehensive credit assessment framework (CCAF) that can provide early warning of risk, thanks to its forward-looking analyses that do not rely on the premise that the past determines the future. Revealing how an existing credit underwriting system can be extended to embrace all relevant factors and business contexts in order to accurately classify credit risk and drive all transactions in a transparent manner, Credit Risk Assessment clearly lays out the facts. This well-timed book explores how your company can improve its current credit assessment system to balance risk and return and prevent future financial disruptions. Describing how a new and comprehensive lending framework can achieve more complete and accurate credit risk assessment while improving loan transparency, affordability, and performance, Credit Risk Assessment addresses: How a CCAF connects borrowers, lenders, and investors with greater transparency The current financial crisis and its implications The root cause to weaknesses in loan underwriting practices and lending systems The main drivers that undermine borrowers, lenders, and investors Why a new generation of lending systems is needed Market requirements and how a comprehensive risk assessment framework can meet them The notion of an underwriting gap and how it affects the lenders' underwriting practices Typical issues associated with credit scoring models How improper use of credit scoring in underwriting underestimates the borrower's credit risk The ways in which the current lending system fails to address loan affordability How mortgage and capital market financial innovation relates to the crisis |
| consumer credit risk management: Unsecured Lending Risk Management Frank Tian, 2021-03-20 Unsecured Lending Risk Management provides a comprehensive introduction that will help readers quickly establish a holistic view of the risk management practices in this traditional, yet quickly evolving industry of unsecured lending. In this easy-to-follow guide, all behind-the-scenes risk management decisions and best practices are revealed. |
| consumer credit risk management: Handbook of Consumer Finance Research Jing Jian Xiao, 2016-05-30 This second edition of the authoritative resource summarizes the state of consumer finance research across disciplines for expert findings on—and strategies for enhancing—consumers’ economic health. New and revised chapters offer current research insights into familiar concepts (retirement saving, bankruptcy, marriage and finance) as well as the latest findings in emerging areas, including healthcare costs, online shopping, financial therapy, and the neuroscience behind buyer behavior. The expanded coverage also reviews economic challenges of diverse populations such as ethnic groups, youth, older adults, and entrepreneurs, reflecting the ubiquity of monetary issues and concerns. Underlying all chapters is the increasing importance of financial literacy training and other large-scale interventions in an era of economic transition. Among the topics covered: Consumer financial capability and well-being. Advancing financial literacy education using a framework for evaluation. Financial coaching: defining an emerging field. Consumer finance of low-income families. Financial parenting: promoting financial self-reliance of young consumers. Financial sustainability and personal finance education. Accessibly written for researchers and practitioners, this Second Edition of the Handbook of Consumer Finance Research will interest professionals involved in improving consumers’ fiscal competence. It also makes a worthwhile text for graduate and advanced undergraduate courses in economics, family and consumer studies, and related fields. |
| consumer credit risk management: Credit Risk Scorecards Naeem Siddiqi, 2012-06-29 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 |
| consumer credit risk management: Credit Risk Analytics Bart Baesens, Daniel Roesch, Harald Scheule, 2016-10-03 The long-awaited, comprehensive guide to practical credit risk modeling Credit Risk Analytics provides a targeted training guide for risk managers looking to efficiently build or validate in-house models for credit risk management. Combining theory with practice, this book walks you through the fundamentals of credit risk management and shows you how to implement these concepts using the SAS credit risk management program, with helpful code provided. Coverage includes data analysis and preprocessing, credit scoring; PD and LGD estimation and forecasting, low default portfolios, correlation modeling and estimation, validation, implementation of prudential regulation, stress testing of existing modeling concepts, and more, to provide a one-stop tutorial and reference for credit risk analytics. The companion website offers examples of both real and simulated credit portfolio data to help you more easily implement the concepts discussed, and the expert author team provides practical insight on this real-world intersection of finance, statistics, and analytics. SAS is the preferred software for credit risk modeling due to its functionality and ability to process large amounts of data. This book shows you how to exploit the capabilities of this high-powered package to create clean, accurate credit risk management models. Understand the general concepts of credit risk management Validate and stress-test existing models Access working examples based on both real and simulated data Learn useful code for implementing and validating models in SAS Despite the high demand for in-house models, there is little comprehensive training available; practitioners are left to comb through piece-meal resources, executive training courses, and consultancies to cobble together the information they need. This book ends the search by providing a comprehensive, focused resource backed by expert guidance. Credit Risk Analytics is the reference every risk manager needs to streamline the modeling process. |
| consumer credit risk management: Fair Lending Compliance Clark R. Abrahams, Mingyuan Zhang, 2008-03-14 Praise for Fair Lending ComplianceIntelligence and Implications for Credit Risk Management Brilliant and informative. An in-depth look at innovative approaches to credit risk management written by industry practitioners. This publication will serve as an essential reference text for those who wish to make credit accessible to underserved consumers. It is comprehensive and clearly written. --The Honorable Rodney E. Hood Abrahams and Zhang's timely treatise is a must-read for all those interested in the critical role of credit in the economy. They ably explore the intersection of credit access and credit risk, suggesting a hybrid approach of human judgment and computer models as the necessary path to balanced and fair lending. In an environment of rapidly changing consumer demographics, as well as regulatory reform initiatives, this book suggests new analytical models by which to provide credit to ensure compliance and to manage enterprise risk. --Frank A. Hirsch Jr., Nelson Mullins Riley & Scarborough LLP Financial Services Attorney and former general counsel for Centura Banks, Inc. This book tackles head on the market failures that our current risk management systems need to address. Not only do Abrahams and Zhang adeptly articulate why we can and should improve our systems, they provide the analytic evidence, and the steps toward implementations. Fair Lending Compliance fills a much-needed gap in the field. If implemented systematically, this thought leadership will lead to improvements in fair lending practices for all Americans. --Alyssa Stewart Lee, Deputy Director, Urban Markets Initiative The Brookings Institution [Fair Lending Compliance]...provides a unique blend of qualitative and quantitative guidance to two kinds of financial institutions: those that just need a little help in staying on the right side of complex fair housing regulations; and those that aspire to industry leadership in profitably and responsibly serving the unmet credit needs of diverse businesses and consumers in America's emerging domestic markets. --Michael A. Stegman, PhD, The John D. and Catherine T. MacArthur Foundation, Duncan MacRae '09 and Rebecca Kyle MacRae Professor of Public Policy Emeritus, University of North Carolina at Chapel Hill |
| consumer credit risk management: Managing a Consumer Lending Business David Lawrence, Arlene Solomon, 2012-03-16 |
| consumer credit risk management: Modern Credit Risk Management Panayiota Koulafetis, 2017-02-08 This book is a practical guide to the latest risk management tools and techniques applied in the market to assess and manage credit risks at bank, sovereign, corporate and structured finance level. It strongly advocates the importance of sound credit risk management and how this can be achieved with prudent origination, credit risk policies, approval process, setting of meaningful limits and underwriting criteria. The book discusses the various quantitative techniques used to assess and manage credit risk, including methods to estimate default probabilities, credit value at risk approaches and credit exposure analysis. Basel I, II and III are covered, as are the true meaning of credit ratings, how these are assigned, their limitations, the drivers of downgrades and upgrades, and how credit ratings should be used in practise is explained. Modern Credit Risk Management not only discusses credit risk from a quantitative angle but further explains how important the qualitative and legal assessment is. Credit risk transfer and mitigation techniques and tools are explained, as are netting, ISDA master agreements, centralised counterparty clearing, margin collateral, overcollateralization, covenants and events of default. Credit derivatives are also explained, as are Total Return Swaps (TRS), Credit Linked Notes (CLN) and Credit Default Swaps (CDS). Furthermore, the author discusses what we have learned from the financial crisis of 2007 and sovereign crisis of 2010 and how credit risk management has evolved. Finally the book examines the new regulatory environment, looking beyond Basel to the European Union (EU) Capital Requirements Regulation and Directive (CRR-CRD) IV, the Dodd–Frank Wall Street Reform and Consumer Protection Act. This book is a fully up to date resource for credit risk practitioners and academics everywhere, outlining the latest best practices and providing both quantitative and qualitative insights. It will prove a must-have reference for the field. |
| consumer credit risk management: The Credit Scoring Toolkit Raymond Anderson, 2007-08-30 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. |
| consumer credit risk management: Counterparty Credit Risk Modelling Michael Pykhtin, 2005-01 To enhance your understanding of the risk management, pricing and regulation of counterparty credit risk, this new title offers the most detailed and comprehensive coverage available. Michael Pykhtin, a globally respected expert in credit risk, has combed the industry's most important organisations to assemble a winning team of specialist contributors - presenting you with the definitive insider view. |
| consumer credit risk management: Financial Risk Management Steve L. Allen, 2012-12-19 A top risk management practitioner addresses the essentialaspects of modern financial risk management In the Second Edition of Financial Risk Management +Website, market risk expert Steve Allen offers an insider'sview of this discipline and covers the strategies, principles, andmeasurement techniques necessary to manage and measure financialrisk. Fully revised to reflect today's dynamic environment and thelessons to be learned from the 2008 global financial crisis, thisreliable resource provides a comprehensive overview of the entirefield of risk management. Allen explores real-world issues such as proper mark-to-marketvaluation of trading positions and determination of needed reservesagainst valuation uncertainty, the structuring of limits to controlrisk taking, and a review of mathematical models and how they cancontribute to risk control. Along the way, he shares valuablelessons that will help to develop an intuitive feel for market riskmeasurement and reporting. Presents key insights on how risks can be isolated, quantified,and managed from a top risk management practitioner Offers up-to-date examples of managing market and creditrisk Provides an overview and comparison of the various derivativeinstruments and their use in risk hedging Companion Website contains supplementary materials that allowyou to continue to learn in a hands-on fashion long after closingthe book Focusing on the management of those risks that can besuccessfully quantified, the Second Edition of FinancialRisk Management + Websiteis the definitive source for managingmarket and credit risk. |
| consumer credit risk management: The Practice of Lending Terence M. Yhip, Bijan M. D. Alagheband, 2020-02-25 This book provides a comprehensive treatment of credit risk assessment and credit risk rating that meets the Advanced Internal Risk-Based (AIRB) approach of Basel II. Credit risk analysis looks at many risks and this book covers all the critical areas that credit professionals need to know, including country analysis, industry analysis, financial analysis, business analysis, and management analysis. Organized under two methodological approaches to credit analysis—a criteria-based approach, which is a hybrid of expert judgement and purely mathematical methodologies, and a mathematical approach using regression analysis to model default probability—the book covers a cross-section of industries including passenger airline, commercial real estate, and commercial banking. In three parts, the sections focus on hybrid models, statistical models, and credit management. While the book provides theory and principles, its emphasis is on practical applications, and will appeal to credit practitioners in the banking and investment community alongside college and university students who are preparing for a career in lending. |
| consumer credit risk management: Consumer Lending Richard E. Beck (Jr.), Kathlyn L. Farrell, American Bankers Association, 2009 |
| consumer credit risk management: Retail Credit Risk Management M. Anolli, E. Beccalli, T. Giordani, 2013-01-01 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. |
| consumer credit risk management: Credit Management Glen Bullivant, 2016-05-13 First Published in 2016. Credit Management provides a comprehensive, down-to-earth guide to every aspect of managing credit. The key message throughout is that cash flow and profits can be much improved by proper planning, motivation and control, without in the least jeopardising sales or alienating customers. All of the key credit control issues are covered including guidance on credit policy and management of the credit function; credit terms; risk assessment, management and modelling; debt collection; credit insurance; export credit; consumer credit; the commercial credit law; and credit services. For over thirty-five years, subsequent editions of this book have provided the best single-volume guide for anyone responsible for managing credit, risk and customers. Previously published as Credit Management Handbook, the new edition, with a new editor has been revised to reflect changes in practice and technology and is the set text for the Institute of Credit Management (ICM) examinations. |
| consumer credit risk management: Measuring and Managing Credit Risk Arnaud de Servigny, Olivier Renault, 2004-05-05 Publisher Description |
| consumer credit risk management: Loan Portfolio Management , 1988 |
| consumer credit risk management: Credit Risk Darrell Duffie, Kenneth J. Singleton, 2012-01-12 In this book, two of America's leading economists provide the first integrated treatment of the conceptual, practical, and empirical foundations for credit risk pricing and risk measurement. Masterfully applying theory to practice, Darrell Duffie and Kenneth Singleton model credit risk for the purpose of measuring portfolio risk and pricing defaultable bonds, credit derivatives, and other securities exposed to credit risk. The methodological rigor, scope, and sophistication of their state-of-the-art account is unparalleled, and its singularly in-depth treatment of pricing and credit derivatives further illuminates a problem that has drawn much attention in an era when financial institutions the world over are revising their credit management strategies. Duffie and Singleton offer critical assessments of alternative approaches to credit-risk modeling, while highlighting the strengths and weaknesses of current practice. Their approach blends in-depth discussions of the conceptual foundations of modeling with extensive analyses of the empirical properties of such credit-related time series as default probabilities, recoveries, ratings transitions, and yield spreads. Both the structura and reduced-form approaches to pricing defaultable securities are presented, and their comparative fits to historical data are assessed. The authors also provide a comprehensive treatment of the pricing of credit derivatives, including credit swaps, collateralized debt obligations, credit guarantees, lines of credit, and spread options. Not least, they describe certain enhancements to current pricing and management practices that, they argue, will better position financial institutions for future changes in the financial markets. Credit Risk is an indispensable resource for risk managers, traders or regulators dealing with financial products with a significant credit risk component, as well as for academic researchers and students. |
| consumer credit risk management: Artificial Intelligence and the Law Jan De Bruyne, 2021-01-18 Artificial intelligence (AI) is becoming increasingly more prevalent in our daily social and professional lives. Although AI systems and robots bring many benefits, they present several challenges as well. The autonomous and opaque nature of AI systems implies that their commercialisation will affect the legal and regulatory framework.0In this comprehensive book, scholars critically examine how AI systems may impact Belgian law. It contains contributions on consumer protection, contract law, liability, data protection, procedural law, insurance, health, intellectual property, arbitration, lethal autonomous weapons, tax law, employment law, ethics,?While specific topics of Belgian private and public law are thoroughly addressed, the book also provides a general overview of a number of regulatory and ethical AI evolutions and tendencies in the European Union. Therefore, it is a must-read for legal scholars, practitioners and government officials as well as for anyone with an interest in law and AI. |
| consumer credit risk management: Credit Risk Management Hong Kong Institute of Bankers (HKIB), 2012-09-04 The importance of managing credit and credit risks carefully and appropriately cannot be overestimated. The very success or failure of a bank and the banking industry in general may well depend on how credit risk is handled. Banking professionals must be fully versed in the risks associated with credit operations and how to manage those risks. This up-to-date volume is an invaluable reference and study tool that delves deep into issues associated with credit risk management. Credit Risk Management from the Hong Kong Institute of Bankers (HKIB)discusses the various ways through which banks manage risks. Essential for candidates studying for the HKIB Associateship Examination, it can also help those who want to acquire a deeper understanding of how and why banks make decisions and set up processes that lower their risk. Topics covered in this book include: Active credit portfolio management Risk management, pricing, and capital adequacy Capital requirements for banks Approaches to credit risk management Structural models and probability of default Techniques to determine loss given default Derivatives and structured products |
| consumer credit risk management: Bank Regulation, Risk Management, and Compliance Alexander Dill, 2019-10-01 Bank Regulation, Risk Management, and Compliance is a concise yet comprehensive treatment of the primary areas of US banking regulation – micro-prudential, macroprudential, financial consumer protection, and AML/CFT regulation – and their associated risk management and compliance systems. The book’s focus is the US, but its prolific use of standards published by the Basel Committee on Banking Supervision and frequent comparisons with UK and EU versions of US regulation offer a broad perspective on global bank regulation and expectations for internal governance. The book establishes a conceptual framework that helps readers to understand bank regulators’ expectations for the risk management and compliance functions. Informed by the author’s experience at a major credit rating agency in helping to design and implement a ratings compliance system, it explains how the banking business model, through credit extension and credit intermediation, creates the principal risks that regulation is designed to mitigate: credit, interest rate, market, and operational risk, and, more broadly, systemic risk. The book covers, in a single volume, the four areas of bank regulation and supervision and the associated regulatory expectations and firms’ governance systems. Readers desiring to study the subject in a unified manner have needed to separately consult specialized treatments of their areas of interest, resulting in a fragmented grasp of the subject matter. Banking regulation has a cohesive unity due in large part to national authorities’ agreement to follow global standards and to the homogenizing effects of the integrated global financial markets. The book is designed for legal, risk, and compliance banking professionals; students in law, business, and other finance-related graduate programs; and finance professionals generally who want a reference book on bank regulation, risk management, and compliance. It can serve both as a primer for entry-level finance professionals and as a reference guide for seasoned risk and compliance officials, senior management, and regulators and other policymakers. Although the book’s focus is bank regulation, its coverage of corporate governance, risk management, compliance, and management of conflicts of interest in financial institutions has broad application in other financial services sectors. Chapter 6 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license. |
| consumer credit risk management: Handbook of Credit Scoring Elizabeth Mays, 1995-03 · 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 |
| consumer credit risk management: Credit Scoring and Its Applications, Second Edition Lyn Thomas, Jonathan Crook, David Edelman, 2017-08-16 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. |
| consumer credit risk management: Financial Risk Management Jimmy Skoglund, Wei Chen, 2015-09-04 A global banking risk management guide geared toward the practitioner Financial Risk Management presents an in-depth look at banking risk on a global scale, including comprehensive examination of the U.S. Comprehensive Capital Analysis and Review, and the European Banking Authority stress tests. Written by the leaders of global banking risk products and management at SAS, this book provides the most up-to-date information and expert insight into real risk management. The discussion begins with an overview of methods for computing and managing a variety of risk, then moves into a review of the economic foundation of modern risk management and the growing importance of model risk management. Market risk, portfolio credit risk, counterparty credit risk, liquidity risk, profitability analysis, stress testing, and others are dissected and examined, arming you with the strategies you need to construct a robust risk management system. The book takes readers through a journey from basic market risk analysis to major recent advances in all financial risk disciplines seen in the banking industry. The quantitative methodologies are developed with ample business case discussions and examples illustrating how they are used in practice. Chapters devoted to firmwide risk and stress testing cross reference the different methodologies developed for the specific risk areas and explain how they work together at firmwide level. Since risk regulations have driven a lot of the recent practices, the book also relates to the current global regulations in the financial risk areas. Risk management is one of the fastest growing segments of the banking industry, fueled by banks' fundamental intermediary role in the global economy and the industry's profit-driven increase in risk-seeking behavior. This book is the product of the authors' experience in developing and implementing risk analytics in banks around the globe, giving you a comprehensive, quantitative-oriented risk management guide specifically for the practitioner. Compute and manage market, credit, asset, and liability risk Perform macroeconomic stress testing and act on the results Get up to date on regulatory practices and model risk management Examine the structure and construction of financial risk systems Delve into funds transfer pricing, profitability analysis, and more Quantitative capability is increasing with lightning speed, both methodologically and technologically. Risk professionals must keep pace with the changes, and exploit every tool at their disposal. Financial Risk Management is the practitioner's guide to anticipating, mitigating, and preventing risk in the modern banking industry. |
| consumer credit risk management: Interpretable Machine Learning Christoph Molnar, 2020 This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project. |
| consumer credit risk management: Credit Risk Measurement Anthony Saunders, Linda Allen, 2002-10-06 The most cutting-edge read on the pricing, modeling, and management of credit risk available The rise of credit risk measurement and the credit derivatives market started in the early 1990s and has grown ever since. For many professionals, understanding credit risk measurement as a discipline is now more important than ever. Credit Risk Measurement, Second Edition has been fully revised to reflect the latest thinking on credit risk measurement and to provide credit risk professionals with a solid understanding of the alternative approaches to credit risk measurement. This readable guide discusses the latest pricing, modeling, and management techniques available for dealing with credit risk. New chapters highlight the latest generation of credit risk measurement models, including a popular class known as intensity-based models. Credit Risk Measurement, Second Edition also analyzes significant changes in banking regulations that are impacting credit risk measurement at financial institutions. With fresh insights and updated information on the world of credit risk measurement, this book is a must-read reference for all credit risk professionals. Anthony Saunders (New York, NY) is the John M. Schiff Professor of Finance and Chair of the Department of Finance at the Stern School of Business at New York University. He holds positions on the Board of Academic Consultants of the Federal Reserve Board of Governors as well as the Council of Research Advisors for the Federal National Mortgage Association. He is the editor of the Journal of Banking and Finance and the Journal of Financial Markets, Instruments and Institutions. Linda Allen (New York, NY) is Professor of Finance at Baruch College and Adjunct Professor of Finance at the Stern School of Business at New York University. She also is author of Capital Markets and Institutions: A Global View (Wiley: 0471130494). Over the years, financial professionals around the world have looked to the Wiley Finance series and its wide array of bestselling books for the knowledge, insights, and techniques that are essential to success in financial markets. As the pace of change in financial markets and instruments quickens, Wiley Finance continues to respond. With critically acclaimed books by leading thinkers on value investing, risk management, asset allocation, and many other critical subjects, the Wiley Finance series provides the financial community with information they want. Written to provide professionals and individuals with the most current thinking from the best minds in the industry, it is no wonder that the Wiley Finance series is the first and last stop for financial professionals looking to increase their financial expertise. |
| consumer credit risk management: NCUA Examiner's Guide United States. National Credit Union Administration, 1997 |
| consumer credit risk management: Managing Credit Risk John B. Caouette, Edward I. Altman, Paul Narayanan, Robert Nimmo, 2011-07-12 Managing Credit Risk, Second Edition opens with a detailed discussion of today’s global credit markets—touching on everything from the emergence of hedge funds as major players to the growing influence of rating agencies. After gaining a firm understanding of these issues, you’ll be introduced to some of the most effective credit risk management tools, techniques, and vehicles currently available. If you need to keep up with the constant changes in the world of credit risk management, this book will show you how. |
| consumer credit risk management: Disrupting Finance Theo Lynn, John G. Mooney, Pierangelo Rosati, Mark Cummins, 2018-12-06 This open access Pivot demonstrates how a variety of technologies act as innovation catalysts within the banking and financial services sector. Traditional banks and financial services are under increasing competition from global IT companies such as Google, Apple, Amazon and PayPal whilst facing pressure from investors to reduce costs, increase agility and improve customer retention. Technologies such as blockchain, cloud computing, mobile technologies, big data analytics and social media therefore have perhaps more potential in this industry and area of business than any other. This book defines a fintech ecosystem for the 21st century, providing a state-of-the art review of current literature, suggesting avenues for new research and offering perspectives from business, technology and industry. |
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