Palgrave Macmillan Studies in Banking and Financial Institutions

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Palgrave Macmillan Studies in Banking and Financial Institutions Series Editor: Professor Philip Molyneux The Palgrave Macmillan Studies in Banking and Financial Institutions are international in orientation and include studies of banking within particular countries or regions, and studies of particular themes such as Corporate Banking, Risk Management, Mergers and Acquisition. The books focus is on research and practice, and they include up-to-date and innovative studies on contemporary topics in banking that will have global impact and influence. Titles include : Jes Villa ETHICS IN BANKING The Role of Moral Values and Judgements in Finance Dimitrios D. Thomakos, Platon Monokroussos & Konstantinos I. Nikolopoulos (editors) A FINANCIAL CRISIS MANUAL Reflections and the Road Ahead Elena Beccalli and Federica Poli (editors) BANK RISK, GOVERNANCE AND REGULATION LENDING, INVESTMENTS AND THE FINANCIAL CRISIS Domenico Siclari (editor) ITALIAN BANKING AND FINANCIAL LAW (3 volumes) Supervisory Authorities and Supervision Intermediaries and Markets Crisis Management Procedures, Sanctions, Alternative Dispute Resolution Systems and Tax Rules Dr. Fayaz Ahmad Lone ISLAMIC FINANCE Its Objectives and Achievements Valerio Lemma THE SHADOW BANKING SYSTEM Creating Transparency in the Financial Markets Imad A. Moosa GOOD REGULATION, BAD REGULATION Elisa Menicucci FAIR VALUE ACCOUNTING Key Issues Arising from the Financial Crisis Anna Omarini RETAIL BANKING Business Transformation and Competitive Strategies for the Future Yomi Makanjuola BANKING REFORM IN NIGERIA FOLLOWING THE 2009 FINANCIAL CRISIS

Ted Lindblom, Stefan Sjogren and Magnus Willeson ( editors ) GOVERNANCE, REGULATION AND BANK STABILITY FINANCIAL SYSTEMS, MARKETS AND INSTITUTIONAL CHANGES Gianluca Mattarocci ANOMALIES IN THE EUROPEAN REITS MARKET Evidence from Calendar Effects Joseph Falzon ( editor ) BANK PERFORMANCE, RISK AND SECURITISATION BANK STABILITY, SOVREIGN DEBT AND DERIVATIVES Josanco Floreani and Maurizio Polato THE ECONOMICS OF THE GLOBAL STOCK EXCHANGE INDUSTRY Rym Ayadi and Sami Mouley MONETARY POLICIES, BANKING SYSTEMS, REGULATION AND GROWTH IN THE SOUTHERN MEDITERRANEAN Gabriel Tortella, Ruiz García and Luis José SPANISH MONEY AND BANKING A History Caner Bakir BANK BEHAVIOR AND RESILIENCE Jill M. Hendrickson FINANCIAL CRISIS The United States in the Early Twenty-First Century Palgrave Macmillan Studies in Banking and Financial Institutions Series Standing Order ISBN: 978 1 403 94872 4 ( outside North America only ) You can receive future titles in this series as they are published by placing a standing order. Please contact your bookseller or, in case of difficulty, write to us at the address below with your name and address, the title of the series and the ISBN quoted above. Customer Services Department, Macmillan Distribution Ltd, Houndmills, Basingstoke, Hampshire RG21 6XS, England

Credit Rating and Bank Firm Relationships New Models to Better Evaluate SMEs Michele Modina Associate Professor of Business Economics and Management, Università degli Studi del Molise, Italy

Michele Modina 2015 All rights reserved. No reproduction, copy or transmission of this publication may be made without written permission. No portion of this publication may be reproduced, copied or transmitted save with written permission or in accordance with the provisions of the Copyright, Designs and Patents Act 1988, or under the terms of any licence permitting limited copying issued by the Copyright Licensing Agency, Saffron House, 6 10 Kirby Street, London EC1N 8TS. Any person who does any unauthorized act in relation to this publication may be liable to criminal prosecution and civil claims for damages. The author has asserted his right to be identified as the author of this work in accordance with the Copyright, Designs and Patents Act 1988. First published 2015 by PALGRAVE MACMILLAN Palgrave Macmillan in the UK is an imprint of Macmillan Publishers Limited, registered in England, company number 785998, of Houndmills, Basingstoke, Hampshire RG21 6XS. Palgrave Macmillan in the US is a division of St Martin s Press LLC, 175 Fifth Avenue, New York, NY 10010. Palgrave Macmillan is the global academic imprint of the above companies and has companies and representatives throughout the world. Palgrave and Macmillan are registered trademarks in the United States, the United Kingdom, Europe and other countries. ISBN: 978 1 137 49621 8 This book is printed on paper suitable for recycling and made from fully managed and sustained forest sources. Logging, pulping and manufacturing processes are expected to conform to the environmental regulations of the country of origin. A catalogue record for this book is available from the British Library. Library of Congress Cataloging-in-Publication Data Modina, Michele, 1968 Credit rating and bank-firm relationships : new models to better evaluate SMEs / Michele Modina. pages cm. (Palgrave Macmillan studies in banking and financial institutions) Includes bibliographical references. ISBN 978 1 137 49621 8 (hardback) 1. Credit ratings. 2. Commercial credit. 3. Small business Finance. 4. Banks and banking. I. Title. HG3751.5.M63 2015 332.7 7 dc23 2015018870

Contents List of Boxes List of Figures viii ix List of Tables Introduction 1 Part I Credit Rating and Internal Rating Systems 1 Credit Rating 9 1.1 The distinctive features of credit rating 9 1.2 Literature review 10 1.3 Classification and key concepts of credit risk 16 2 Credit Risk Management 20 2.1 Credit Risk Management and Internal Rating Based (IRB) approach 20 2.2 The approaches for the credit rating assignment 24 2.2.1 The statistical approach 26 2.2.2 The judgmental approach 32 2.3 Introduction of the IRB methods 34 2.3.1 Characteristics of internal rating systems 34 2.3.2 Determination of the risk parameters 40 2.3.3 Requirements of the IRB methods 43 2.4 The innovations introduced by Basel III 44 3 Internal Rating Systems: A Critical Vision 48 3.1 Strengths and weaknesses of IRS 48 3.2 Rating and the economic cycle 50 3.2.1 Alternatives for dealing with rating during the credit cycle 51 3.2.2 Stressed PD 54 3.2.3 Unstressed PD 56 3.2.4 Rating and company analysis: the hybrid approach 58 3.2.5 Implementation of hybrid models 60 3.3 Potentiality and criticality of internal rating systems 62 x v

vi Contents Part II Toward a New Architecture of Rating 4 The Generation of New Models 73 4.1 The need to review rating models 73 4.2 A multistage path 77 4.3 The new generation of rating models 79 5 Rating Systems: A Dual Track for Screening and Monitoring 84 5.1 Reasons for the dual track 84 5.2 Operational procedures: some evidence from banking groups 86 5.2.1 Screening 86 5.2.2 Monitoring 90 6 The New Architecture of Rating Model 95 6.1 The archetype of the new architecture 95 6.2 A new rating model 100 6.3 The function of the rating model 105 6.3.1 Segmentation of the clientele 105 6.3.2 Sources, timing and depth of calculation 106 6.3.3 Qualitative and sectorial profile 107 6.3.4 The manager s role 109 6.3.5 Override process 109 6.3.6 Rating quantification 109 6.3.7 Pricing formula 112 6.3.8 Uses of the model 117 6.4 The monitoring model 119 6.4.1 Segmentation, font and calculation modalities 120 Part III Credit Rating in an Evolving Scenario 7 Rating and Bank Firm Relationship 127 7.1 The strategic interaction between bank and firm 127 7.2 The bank 132 7.3 The firm 136 8 Rating and Corporate Finance: Implications and Opportunities 141 8.1 Rating and financial management in a changing world 141 8.2 Financing behavior of SMEs 144 8.3 Rating, capital structure and the creation of value 147 8.4 The repercussions of rating on financing decisions 152

Contents vii 9 Rating and Bankruptcy Prediction 158 9.1 Rating and SMEs funding policy 158 9.2 Contribution to the literature 160 9.2.1 Determinants of firm default 160 9.2.2 SMEs credit rating studies 161 9.3 An empirical analysis 163 9.4 Toward a new frontier 168 References 172 Index 179