Prelims

Ramesh Chandra Das (Vidyasagar University, India)

Growth and Developmental Aspects of Credit Allocation: An inquiry for Leading Countries and the Indian States

ISBN: 978-1-80382-612-7, eISBN: 978-1-80382-611-0

Publication date: 23 May 2023

Citation

Das, R.C. (2023), "Prelims", Growth and Developmental Aspects of Credit Allocation: An inquiry for Leading Countries and the Indian States, Emerald Publishing Limited, Leeds, pp. i-xxvii. https://doi.org/10.1108/978-1-80382-611-020231013

Publisher

:

Emerald Publishing Limited

Copyright © 2023 Ramesh Chandra Das


Half Title Page

Growth and Developmental Aspects of Credit Allocation

Title Page

Growth and Developmental Aspects of Credit Allocation: An inquiry for Leading Countries and the Indian States

RAMESH CHANDRA DAS

Vidyasagar University, India

United Kingdom – North America – Japan – India – Malaysia – China

Copyright Page

Emerald Publishing Limited

Howard House, Wagon Lane, Bingley BD16 1WA, UK

First edition 2023

Copyright © 2023 Ramesh Chandra Das.

Published under exclusive licence by Emerald Publishing Limited.

Reprints and permissions service

Contact:

No part of this book may be reproduced, stored in a retrieval system, transmitted in any form or by any means electronic, mechanical, photocopying, recording or otherwise without either the prior written permission of the publisher or a licence permitting restricted copying issued in the UK by The Copyright Licensing Agency and in the USA by The Copyright Clearance Center. Any opinions expressed in the chapters are those of the authors. Whilst Emerald makes every effort to ensure the quality and accuracy of its content, Emerald makes no representation implied or otherwise, as to the chapters’ suitability and application and disclaims any warranties, express or implied, to their use.

British Library Cataloguing in Publication Data

A catalogue record for this book is available from the British Library

ISBN: 978-1-80382-612-7 (Print)

ISBN: 978-1-80382-611-0 (Online)

ISBN: 978-1-80382-613-4 (Epub)

Dedication

To my parents

Contents

List of Figures and Tables xiii
List of Abbreviations xvii
About the Author xxi
Foreword xxiii
Preface xxv
Chapter 1: Historical Perspectives of the Countries 1
Introduction 1
Credit Histories of the Countries 4
United States of America 4
United Kingdom 6
Germany 6
France 8
Poland 9
China 10
India 11
Brazil 12
South Africa 13
Indonesia 14
Data Source 15
Phase-wise Presentation of the Key Variables 16
Major Objectives of the Book 20
Listing of the Chapters 20
Summary 21
References 21
Chapter 2: Trends of the Variables and Descriptive Statistical Analysis 25
Introduction 25
Trends of GDP, Credit and HDI of the Countries 26
The Grounds of German Crisis in the Late 1990s 29
Descriptive Statistics on GDP, Credit and HDI 29
Mean and SD of GDP of the Countries 32
Mean and SD of Credit of the Countries 32
Mean and SD of HDI of the Countries 34
Computing the HDI 36
Correlation Analysis of Credit Vis-á-Vis GDP and HDI 38
Summary 39
References 40
Chapter 3: Issues of Non-Performing Assets, Security Investments Vis-á-Vis Credit, GDP and HDI 41
Introduction 41
Theoretical Structure 43
Credit creation Mechanism 43
Channelization of Deposits 45
Trends of Credit, NPA and Security Investments of the Countries 46
Mean and SD of NPA and Security Investments 49
Correlation of NPA and Security Investments With GDP and HDI 51
Impact of NPA and Security Investment Upon Credit, GDP and HDI 53
Regression Analysis of NPA and Investment Upon Credit of the Countries 54
Regression Analysis of NPA and Investment Upon GDP of the Countries 54
Regression Analysis of NPA and Investment Upon HDI of the Countries 56
Pooled Regression Analysis of NPA and Investment Upon Credit, GDP and HDI of the Countries 56
Summary 57
References 57
Chapter 4: Linkage of Credit With Income and Development of the Countries 59
Introduction 59
Theoretical Background on the Linkage Between Financial and Real Sectors 60
Supply Side and Demand Side Approaches of the Linkage 61
Studies on the Linkage Between Financial Development and Human Development 62
Theoretical Model on Credit as Endogenous InstitutionalFactor of Growth 63
Empirical Methodology 66
Methodology of Unit Root Test 66
Methodology of Cointegration and Error Correction Mechanism 67
Methodology of Granger Causality Test 69
Unit Root Test results 70
Cointegration and ECM Test Results 70
Granger Causality Test Results 74
Summary 77
References 78
Chapter 5: Credit Elasticity and Equilibrium Relations of NPA and Investment with Credit, GDP and HDI 81
Introduction 82
Credit Elasticity of Income and Development 82
Measures and Derivations of Credit Elasticities 82
Run Test Results 84
Equilibrium Relations of NPA and Investment with Credit, GDP and HDI 90
Methodology of Panel Unit Roots Test 91
Results of Panel Unit Roots Test 92
Methodology of Panel Cointegration Test 92
Results of Panel Cointegration Test 94
Vector Error Correction Mechanism (VECM) 96
VECM Results 98
Short-run Causality Test Results 100
Summary 102
References 102
Chapter 6: Convergence Analysis of Credit, GDP and HDI of the Countries 105
Introduction 105
Theories on Convergence of Income 106
Neoclassical Approach 106
Absolute β Convergence 107
Conditional β Convergence 109
Sigma (σ) Convergence 111
Time Series Approach 111
Brief Literature 113
Trends of Per Capita Credit, Per Capita GDP and HDI of the Countries 113
Results and Discussions on the Convergence Analysis 115
Results of Absolute β Convergence Test 115
Results of the Conditional Convergence Test 122
Results of the Sigma Convergence Test 123
Results Under the Time Series Approach 125
Summary 127
References 127
Chapter 7: Branch, Deposit and Credit of Banks in Indian States 129
Introduction 129
Data Descriptions 131
Trends of Branch Expansion of the States 132
Trends of Growth of Deposit of SCBs of the States 135
Trends of Growth of Credit of SCBs in India 136
Trends of Credit–Deposit Ratio of States 137
Banking Transaction Index 138
Sector-wise Allocations of Credit in States 140
Agriculture Sector’s Share 141
Industrial Sector’s Share 143
Service Sector’s Share 145
Measures of Concentration in Credit 145
Results of CR4 Concentration 146
Results of Concentration Under the Herfindahl Index 147
Summary 148
References 148
Chapter 8: Trends of Bank Credit, NPA and Government Security Investments in India 151
Introduction 152
Concepts of NPA in India 152
Factors Affecting NPA in India 153
Norms for an Asset to be Non-performing in India 154
Trends of NPAs 155
Trends of Banking Funds Invested in Government Securities 157
Investments in Different Government Securities 159
Distribution of SCBs’ Fund Invested in State Governments’ Securities 160
Investment-to-Deposit Ratio in States 162
Correlation and Causality Analyses 164
The Real Cause of Concern 166
Summary 166
References 167
Chapter 9: Credit Convergence and Credit Inequality in Indian States 169
Introduction 170
Review of Existing Literature 171
Income Convergence of the States in India 171
Credit Convergence of the States in India 174
Data and Methodology 175
Results and Discussion on the Inter-state Convergence of Level of Bank Credit 176
Absolute β Convergence Results 176
Sigma (σ) Convergence Results 182
Disparity and Inequality in Credit Allocations in Indian States 184
Summary 187
References 187
Chapter 10: Linkages of Bank Credit with Output and HDI of the Indian States 191
Introduction 192
Theoretical Foundation of the Interrelationships 195
Empirical Findings 197
Graphical Presentation of the Trends 197
Mean and Pair-wise Correlation Results 198
Results of Stationarity Test 201
Results of Cointegration and Error Correction Tests 203
Results of Granger Causality Test 208
Summary 214
References 214
Chapter 11: Concluding Observations 217
Index 221

List of Figures and Tables

Figures

Fig. 1.1. Graphical Views of GDP, Credit and HDI of the Countriesin Different Phases 19
Fig. 2.1. Trends of GDP (Constant 2015 USD) of the Selected Countries 26
Fig. 2.2. Trends of Credit to Private Sectors (Constant 2015 USD) of the Selected Countries 27
Fig. 2.3. Trends of HDI of the Selected Countries 27
Fig. 3.1. Gross NPA (Constant 2015 USD) 47
Fig. 3.2. Banks’ Investment in Government Securities (USD) 48
Fig. 4.1. Thematic Presentation of DFA and SLA 62
Fig. 5.1. Trends of Credit Elasticity of Income and HDI 84
Fig. 5.2. Number of the Runs in Plus and Minus Directions in GDP and HDI 89
Fig. 6.1. Absolute Beta Convergence 108
Fig. 6.2. Conditional Beta Convergence 110
Fig. 6.3. Trends of Per Capita Credit, Per Capita GDP and HDI of the Countries 114
Fig. 6.4. Absolute Convergence Results in Credit 117
Fig. 6.5. Absolute Convergence Results for GDP 119
Fig. 6.6. Absolute Convergence Results for HDI 121
Fig. 6.7. Sigma Convergence Results for Credit, GDP and HDI 124
Fig. 7.1. Trends of Branches, Deposit and Credit of the States 133
Fig. 7.2. Pre- and Post-reform Average Growth of Branches, Deposits and Credit of the States 134
Fig. 7.3. Average Shares of the Agriculture Sector’s Credit in the States and UT 142
Fig. 7.4. Average Shares of Industrial Sector’s Credit in the States and UT 144
Fig. 7.5. Average Shares of Service Sector’s Credit in the States and UT 145
Fig. 7.6. CR4 Credit Shares and HHI of the Club of States and UT 147
Fig. 8.1. Trends of Total Deposit, Total Investment and Gross NPA in India 155
Fig. 8.2. Trend of C-D Ratio, NPA Ratio and Investment Ratio During the Reform Period 156
Fig. 8.3. Shares of Aggregate Banking Funds Invested in Different Forms of Securities 160
Fig. 8.4. State-wise Amount and Share of SCBs Funds Invested in Government Securities 161
Fig. 8.5. Ratio of Investment-to-Deposit Across the States 163
Fig. 9.1. Scatter Diagrams for Showing Absolute Convergence 178
Fig. 9.2. Trends of Logarithmic Values of CV in Three Different Phases 183
Fig. 9.3. Trends of Gini Coefficient of Credit 185
Fig. 9.4. Mean, SD and t Statistics for Different Credit Disparity and Inequality Measures 186
Fig. 10.1. Trends of Credit and NSDP of the States in Different Periods 197
Fig. 10.2. Trends of HDI of the States in 1995–2019 198
Fig. 10.3. Average Values of Credit, NSDP and HDI of the States in Different Phases 199

Tables

Table 1.1. Scenarios in GDP, Credit and HDI of the Countries in Different Phases 17
Table 2.1. Mean, SD and Mean Difference Results for the Variables 30
Table 2.2. Correlation of Credit With GDP and HDI of the Countries in Different Phases 33
Table 3.1. Mean, SD and Correlation Coefficients 50
Table 3.2. Estimated Regression Coefficients Across the Countries and Pooling of the Countries 55
Table 4.1. Unit Root Test Results for Credit, GDP and HDI in Their Levels and First Differences 71
Table 4.2. Engle-Granger Cointegration and Error Correction Test Results 72
Table 4.3. Granger Causality Test Results 76
Table 5.1. Run Test Results for the Countries in Different Phases 86
Table 5.2. Panel Unit Roots Test Results of All the Indicators at Their First Differences 93
Table 5.3. Kao and Johansen Cointegration Test Results for the Three Sets of Variables 95
Table 5.4. VECM Results 99
Table 5.5. Short-run Causality Test Results 101
Table 6.1. Absolute β Convergence and σ Convergence Results 116
Table 6.2. Conditional Convergence Results 122
Table 6.3. Panel Unit Root Test Results at the First Differences of the Variables 126
Table 7.1. Mean and SD of C-D Ratio of the States for Pre- and Post-reform Phases 139
Table 8.1. Investment of Scheduled Commercial Banks’ Funds in Different Securities (Figures in Rs. Crore) 159
Table 8.2. Correlation Results 165
Table 9.1. Different Initial Values and Average Growth Rates of Credit Levels Across the States 177
Table 9.2. Absolute β Convergence and σ Convergence Results 181
Table 9.3. Mean, SD and t Statistics for Different Credit Disparity and Inequality Measures 186
Table 10.1. Mean and Correlation in Credit, NSDP and HDI of the States 200
Table 10.2. Unit Root Test Results for Credit, NSDP and HDI at Their First Differences 202
Table 10.3. Engle–Granger Cointegration and Error Correction Test Results for the Pre-reform Period 205
Table 10.4. Granger Causality Test Results 210

List of Abbreviations

ADF Augmented Dickey-Fuller
AIC Akaike Information Criterion
AP Andhra Pradesh
APC Average Product of Credit
ASEAN Association of Southeast Asian Nations
ATM Automated Teller Machine
BIS Bank for International Settlements
BRICS Brazil, Russia, India, China, South Africa
BTI Banking Transaction Index
C-D Credit–Deposit
CEE Central and Eastern Europe
CMN Conselho Monetário Nacional
CRAR Capital to Risk Weighted Asset Ratio
CRR Cash Reserve Ratio
CV Coefficient of Variations
DFA Demand Following Approach
DZ Deutsche Zentral-Genossenschaftsbank
ECM Error Correction Mechanism
EG Engel and Granger
EU European Union
FAS Financial Access Survey
FDIC Federal Deposit Insurance Corp.
FSR Financial Sector Regulation
GCF Gross Capital Formation
GDI Gender Disparity Index
GDP Gross Domestic Product
HDI Human Development Index
HI Herfindahl Hirschman Index
HPI Human Poverty Index
IDP India Development Report
IFI Index of Financial Inclusion
IMF International Monetary Fund
KfW Kreditanstalt für Wiederaufbau
KPSS Kwiatkowski–Phillips–Schmidt–Shin
MP Madhya Pradesh
MPC Marginal Product of Credit
MSMEs Micro-, Small- and Medium-sized Enterprises
NBFc Non-banking Financial Companies
NBP National Bank of Poland
NPA Non-performing Asset
NSDP Net State Domestic Product
OCC Office of the Comptroller of the Currency
OECD Organisation for Economic Co-operation and Development
OLS Ordinary Least Square
PBC People Bank of China
PCGDP Per Capita GDP
PPP Purchasing Power Parity
RBI Reserve Bank of India
RSS Residual Sum Square
SA South Africa
SARB South African Reserve Bank
SARFAESI Securitisation and Reconstruction of Financial Assets and Enforcement of Securities Interest
SCB Scheduled Commercial Bank
SD Standard Deviations
SDP State Domestic Product
SEC Securities and Exchange Commission
SIC Schwarz Information Criterion
SLA Supply Leading Approach
SLR Statutory Liquidity Ratio
SMEs Small and Medium Enterprises
TFP Total Factor Productivity
TN Tamil Nadu
UK United Kingdom
UN United Nations
UNDP United Nations Development Program
UP Uttar Pradesh
US United States
USA United States of America
USD United States Dollar
UT Union Territory
VAR Vector Autoregression
VECM Vector Error Correction Model
WB West Bengal
WEF World Economic Forum
WTO World Trade Organization

About the Author

Ramesh Chandra Das, PhD, is currently a Professor at the Department of Economics of Vidyasagar University in the state of West Bengal, India. He has obtained Masters, M.Phil and Ph.D degrees in Economics from the University of Calcutta. He has the teaching and research experience of about 25 years in his credit. His main areas of research lie in Theoretical and Applied Macroeconomics, Financial Economics, Environmental Economics and Political Economics. He has contributed several research papers to national and international journals of reputes along with more than a dozen of edited volumes in different areas of the subject. Besides, he has written textbooks on Microeconomics, Macroeconomics and Managerial Economics with the internationally reputed publishers for the different fields of readers and academicians and has been acting as the Editor-in-Chief in a couple of refereed journals.

Foreword

In contradiction to Adam Smith like supply side economists, Schumpeter, a modern economist from the school having believes upon the demand side economics, postulated that the monetary and financial sector should have a strong influence upon the growth and development of the real sector of the economy. There must be a linkage between the two sectors which might help in the overall progress of the economies of different statures. Today, the world output has increased to an outstanding level and the economies who are now belonging to this top-performing group are the USA, Germany, UK, France, etc., from the developed group as a sample and China, India, Brazil and South Africa from the developing group as another sample.

Usually the mainstream economics does not focus more on the subject area of bank credit and deposit, as the component of financial sector, and their relations to the growth and development in a country. The present book specifically focuses on the credit and deposit aspects of bank credit in some developed and developing economies in the world to show whether these two financial components are linked to the income growth and development (as captured by the HDI values) for a long period of 1990–2019.

The book titled Growth and Developmental Aspects of Credit Allocation: An inquiry for Leading Countries and the Indian States, written by Dr Ramesh Chandra Das, Professor at the Department of Economics, Vidyasagar University, India, has covered the above issues. It has 10 chapters, six on the developed countries and four on the States of India, which discusses the trends of credit, deposit, credit–deposit ratio, non-performing assets, bank’s investment upon governments’ securities, and GDP and HDI of the countries, the interlink between credit and GDP/HDI in countries and states of India. The study in overall finds significant positive correlations between bank credit and GDP (and HDI) in most of the countries and states of India. There are also inverse relations between bank credit and security investment in some countries.

The contents of the book are of great relevance in the today’s world so far as the interconnections between the financial and real sectors of the economies are concerned. I expect that the readers in the related fields may be benefitted.

Girijasankar Mallik, PhD, Associate Professor, School of Business, Western Sydney University

Girija obtained a B.Sc. (Honours in Statistics), M.Sc. (Statistics) and Ph.D. in Applied Econometrics from India and working in the Western Sydney University, Australia since 1994. He has published over 95 articles, including 62 referred journal articles (including A* and A-level journals).

Girija has published articles in the areas of Education, Medicine, Applied Econometrics, Economics, Finance and currently working in the areas of Accounting and Social Science. His papers have been cited over 1,934 times in google scholar with 17 h-index and 28 i10-index. Many reputed newspapers around the world including Business Review Weekly, Sydney Morning Herald, The Australian, etc., showed interest in his research and published the summary of his articles.

Preface

There has a long debate on a topic concerning the role of financial sectors upon the commodity-producing sectors of an economy. The classical version helmed by Adam Smith does not put any importance upon the financial sector in deciding the progress of the real sector as it puts over stress upon the economy. The real sector can simply work in its own without the linkage with the financial sector which they term as a veil. On the other hand, the Schumpeterian version, mainly with the clubbing of the modern economists, thinks in other ways; the real sector and the financial sector should maintain stable relationships among them in order to support the economies in terms of their growth and development. According to Hugh T. Patrick, there are two ways of explaining the interlinkages between the financial sector and growth of the domestic output. One of the ways, as he pointed out, is the Supply Leading Approach and the other is the Demand Following Approach. Under the Supply Leading Approach, financial sector’s development works as the input of the real sector’s development. On the other hand, under the Demand Following Approach, economies’ expansion in terms of its income becomes a pulling factor of financial sector’s development. According to him, the supply leading approach works for the developing or less developed economies and the demand following approach works for the developed economies. Later, there are a series of research works that deal with the impact of financial sector in general and the banking sector in particular on the economic growth of a country. Some studies have shown that growth of the financial sector has a positive influence on the economic growth of a country.

Under this milieu, the present authored book titled Growth and Developmental Aspects of Credit Allocation: An inquiry for Leading Countries and the Indian States deals with the financial sector and real sectors’ growth and developmental aspects in some countries of the world. Usually, the mainstream economics does not focus more on the subject area of bank credit and deposit, as the component of financial sector, and their relations to the growth and development in a country. The present book specifically focuses on the credit and deposit aspects of bank credit in some highly developed (USA, UK, Germany, France and Poland) and developing economies (China, India, Brazil, South Africa and Indonesia) in the world to show whether these two financial components are linked to the income growth and development (as captured by the HDI values) for a long period of 1990–2019. Furthermore, it undertakes the microlevel study in the said indicators across different states in India as a special attempt for the period 1972–2019 in a pre- and post-reform break up.

The book has 11 chapters out of which six cover the studies related to different countries including India, and the next four chapters capture the growth and developmental aspects of commercial banks’ credit in the Indian states. Chapter 11 presents concluding observations. Chapter 1 gives an introduction to the country notes in terms of their financial histories, trends of the three lead variables, credit to the private sectors, GDP and HDI to get primary ideas about them and their progress over time. Chapter 2 goes for descriptive statistical analysis on the selected variables across the countries. Besides, it goes for computing the degrees of associations among the pairs of the variables involving bank credit. Chapter 3 addresses the issues related to two key banking and financial sector indicators, the NPA and banks’ investment upon government securities, in relation to their associations with GDP and HDI of the selected countries. Chapter 4 investigates whether credit to the private sectors have any long-run relationships with the income and development levels of the countries for the selected period using time series econometrics. Chapter 5 focuses on the measurements of credit elasticity with respect to GDP and HDI to know the impact of credit to the private sectors upon the income and human development of the countries, incorporating the issues of NPA and security investments into the analysis of interrelationships. Chapter 6 examines the convergence or divergence in credit, GDP and HDI across the 10 selected countries using the neoclassical growth and time series approaches.

Chapter 7, the first chapter for the Indian states, analyses the trends of bank branches, deposit, credit and credit–deposit ratio and banking transaction levels during the pre- and post-reform periods. Furthermore, it goes with computation of the states’ concentration in credit allocations using different methods. Chapter 8 goes through the trends of the credit–deposit ratios in relations to the NPA and security investments at the all-India level and the state levels. Chapter 9 examines whether the selected major states in India are converging or diverging in the allocation of bank credit, and if so, what are the magnitudes of the level of disparities and inequalities in credit allocation. Chapter 10 deals with the investigations on the interrelationships between bank credit and state output, and bank credit and human development during the pre-reform and post-reform periods separately.

Chapter 11 concludes the covered chapters. The amounts of credit to the private sectors have increased in all the countries making a probable interrelationship with their GDP and HDI levels. This justifies the interdependences of the financial sector with the growth and development of the countries. Further, with respect to the state level studies in India, the chapters find rising trends in branch expansion, amounts of deposits and credit but the credit to deposit ratios have not increased significantly during the post-reform period (1993–2019). The study also finds that banks’ investment upon the state and central governments’ securities have been the key to the insignificant increase in the credit to deposit ratio of the states. Finally, the study finds divergence in credit allocations in the post-reform phase leading to rising credit inequality. The study also finds interrelationships of bank credits with the states’ output but it detects very low number of states having such relationships with their levels of human developments.

In completing the book project, the collaborations and supports of several organizations and academicians are required to be recognized. I first acknowledge the unstoppable support and cooperation of Emerald, UK, the publisher, for their continuous efforts from processing of the project to its final acceptance. Second, I am highly grateful to Dr Girijasankar Mallik, Associate Professor at the Western Sydney University, Australia, for writing the valuable foreword for this piece of work. Finally, I am obligated to my family members for bearing stress with me and sacrificing the households’ time for consociate. Of course, no one other than me, as the author, disclose to remain utterly accountable for any errors still persist in the book.

Ramesh Chandra Das