Index

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

This content is currently only available as a PDF

Citation

Das, R.C. (2023), "Index", Growth and Developmental Aspects of Credit Allocation: An inquiry for Leading Countries and the Indian States, Emerald Publishing Limited, Leeds, pp. 221-231. https://doi.org/10.1108/978-1-80382-611-020231012

Publisher

:

Emerald Publishing Limited

Copyright © 2023 Ramesh Chandra Das


INDEX

Absa Group
, 13

Absolute convergence
, 107, 125

Absolute β convergence
, 107–109

and σ convergence results
, 116

hypothesis
, 175

results
, 176–182

theory of
, 107

Acceleration Principle
, 135

Adjustment parameters
, 69, 209

Aggregate saving function (S)
, 135

Agricultural sector’s share
, 141–143

Agriculture
, 131, 138, 141

GCF
, 143

and service
, 4

Akaike Information Criterion (AIC)
, 97, 201

Allied sector
, 131

Apex bank
, 3

Asian Giants
, 28, 42

Association of Southeast Asian Nations (ASEAN)
, 193

Asymmetric knowledge
, 2

Augmented Dickey-Fuller (ADF)
, 67, 201

ADF–Fisher Chi-square
, 91

test
, 70, 94

Automated-teller-machine (ATM)
, 5

Bank credit (C)
, 3, 15, 63, 66

in India
, 136

results and discussion on inter-state convergence of level of
, 176–187

Bank for International Settlements (BIS)
, 14

Bank of Brazil, The
, 12

Bank of England, The
, 6

Bank of the United States, The
, 4–5

Banking

process
, 130

reforms
, 10

sector
, 3, 14

statistics
, 131

Banking Association of South Africa (2012)
, 14

Banking funds invested in government securities

correlation and causality analyses
, 164–166

correlation results
, 165

distribution of SCBs’ fund invested in state governments’ securities
, 160–162

investment-to-deposit ratio in states
, 162–163

investments in different government securities
, 159–160

trends of
, 157

Banking transaction
, 131–132, 135, 218

Banking transaction index (BTI)
, 138–140

Banks
, 3, 5, 7–8, 43

agricultural sector’s share
, 141–143

bank-based perspective
, 2

bank-based system
, 3

BTI
, 138–140

data descriptions
, 131–132

in Indian States
, 131

industrial sector’s share
, 143–144

investment in government securities
, 48

measures of concentration in credit
, 145

results of concentration under Herfindahl index
, 147–148

results of CR4 concentration
, 146–147

sector-wise allocations of credit in states
, 140

service sector’s share
, 145

trends of branch expansion of states
, 132–134

trends of credit–deposit ratio of States
, 137–138

trends of growth of credit of SCBs in India
, 136–137

trends of growth of deposit of SCBs of States
, 135–136

Banks Act
, 14

Big banks
, 7

Bivariate non-stationary model
, 69

Board of Governors, The
, 4

Branch
, 13, 130

trends of branch expansion of states
, 132–134

Brazil, credit histories
, 12–13

C4 credit concentration
, 184

Capital Adequacy Norms
, 154

Capital-to-risk weighted asset ratio (CRAR)
, 137, 154

Cash Reserve Ratio (CRR)
, 171

Causality
, 61, 193

(see also Granger causality)
analyses
, 164–166

direction
, 61, 201

one-way
, 62

test
, 100, 208

Central and Eastern Europe (CEE)
, 9

Central Bank of India
, 131

Channelisation of deposits
, 45–46

China

commercial banking system
, 10

credit histories
, 10–11

Chinese economy
, 10

Club convergence
, 109, 176

test
, 184

Coefficient of variations (CV)
, 123, 184

Cointegration

equations
, 95, 97

methodology of
, 67–69

results of
, 203–208

technique
, 60

test results
, 70–74

Commerzbank
, 8

Commodity-producing units
, 138

Competitive system
, 195

Computed correlation coefficients
, 38, 120

Conditional convergence
, 107

results of conditional convergence test
, 122–123

Conditional β convergence
, 109–111

Conselho Monetário Nacional (CMN)
, 12

Convergence
, 172

absolute β convergence
, 107–109

analysis of credit, GDP and HDI of countries
, 106

concept
, 107

conditional β convergence
, 109–111

literature
, 113

neoclassical approach
, 106–107

results and discussions on convergence analysis
, 115

results of absolute β convergence test
, 115–122

results of conditional convergence test
, 122–123

results of sigma convergence test
, 123–125

results under time series approach
, 125–126

sigma convergence
, 111

theories on convergence of income
, 106

time series approach
, 111–113

trends of per capita credit, per capita GDP and HDI of countries
, 113–115

Correlation

analyses
, 164–166

analysis of credit Vis-á-Vis GDP and HDI
, 38–39

coefficients
, 179, 201

of NPA and security investments with GDP and HDI
, 51–53

Country-specific regression
, 53

COVID-19 crisis
, 13

CR4 concentration, results of
, 146–147

Creative destruction
, 2, 192

Credit (C)
, 3, 77, 96, 106, 152, 192, 195, 198

Brazil
, 12–13

China
, 10–11

cointegration and ECM test results
, 70–74

concentration
, 131

convergence of states in India
, 174–175

creation mechanism
, 43–45

descriptive statistics on
, 29–32

disparity and inequality in credit allocations in Indian states
, 184–187

empirical methodology
, 66

equilibrium relations of NPA and investment with
, 90–102

factor
, 65

France
, 8

Germany
, 6–8

Granger causality test results
, 74–77

histories of countries
, 4

India
, 11–12

Indonesia
, 14–15

mean and SD of
, 32–34

measures of concentration in
, 145

methodology of cointegration and error correction mechanism
, 67

methodology of Granger causality test
, 69

methodology of unit root test
, 66–67

impact of NPA and security investment upon credit
, 53

Poland
, 9–10

pooled regression analysis of NPA and investment upon credit of countries
, 56–57

regression analysis of NPA and investment upon credit of countries
, 54

sector-wise allocations of credit in states
, 140–145

South Africa
, 13–14

studies on linkage between financial development and human development
, 62–63

supply side and demand side approaches of linkage
, 61–62

theoretical background on linkage between financial and real sectors
, 60

theoretical model on credit as endogenous institutional factor of growth
, 63–66

trends of countries
, 26–29

trends of credit of countries
, 46–49

trends of growth of credit of SCBs in India
, 136–137

unit root test results
, 70

United Kingdom
, 6

United States of America
, 4–5

Credit elasticity

equilibrium relations of NPA and investment with credit, GDP and HDI
, 90–102

of GDP
, 83

of HDI
, 83

of income and development
, 82

measures and derivations of credit elasticities
, 82–84

run test results
, 84–90

Credit-GDP
, 73–74

Credit–deposit ratio (C-D ratio)
, 4, 130, 138, 141, 152

trends of credit–deposit ratio of states
, 137–138

Credit–HDI
, 73–74, 203

Credit–NSDP
, 203

Cross-country convergence
, 112

Demand following approach (DFA)
, 2, 60–61, 192, 196

Demand side approaches of linkage
, 61–62

Deposits
, 152

of banks
, 164

channelisation of
, 45–46

trends of growth of deposit of SCBs of states
, 135–136

Derivative deposit
, 43

Descriptive statistics on GDP, Credit and HDI
, 29–39

Deutsche Bank, The
, 8

Deutsche Zentral-Genossenschaftsbank (DZ Bank)
, 8

Developed countries
, 15, 19, 34, 49

Developed regions
, 217

Developing countries
, 15, 19

case of
, 20

Development indices
, 35

Dickey-Fuller tests
, 94

Dimension index for ith dimension
, 35

Disparity in credit allocations in Indian states
, 184–187

Divergence
, 172–174

(see also Convergence)
in income
, 106

Domestic credit of countries
, 47

Economic growth
, 192

Economic models
, 192

Economic progress
, 28, 34

Economic Survey of Government of India
, 155

Economists
, 106

Economy productive sectors
, 4

Economy-wide banking system
, 132

Elasticity
, 82

Endogenous growth

theoreticians
, 106

theory
, 63

Endogenous institutional factor of growth, theoretical model on credit as
, 63–66

Engel and Granger (EG)
, 68

cointegration technique
, 67

cointegration test
, 92

method
, 67

residual method
, 203

Equilibrium relations of NPA and Investment with credit, GDP and HDI
, 90

methodology of panel cointegration test
, 92–94

methodology of panel unit roots test
, 91–92

results of panel cointegration test
, 94–97

results of panel unit roots test
, 92

Error correction (EC)
, 96–97

tests
, 203–208

Error correction mechanism (ECM)
, 67, 204

methodology of error correction mechanism
, 67–69

test results
, 70–74

Errors
, 68

Estimated coefficient
, 183

European Union (EU)
, 8

Excess reserve
, 43

Federal Deposit Insurance Corp.
, 5

Federal Reserve, The
, 5

Federal Reserve Notes
, 5

Financial Access Survey (FAS)
, 62

Financial development, studies on linkage between
, 62–63

Financial inclusion process
, 35

Financial institutions
, 11, 192

Financial Sector Regulation Act 9, The (FSR Act) (2017)
, 14

Financial sectors
, 1

theoretical background on linkage between
, 60–62

Financial services perspective
, 3

Financial systems
, 2, 5

of Brazil
, 12

of country
, 170

of South Africa
, 13

FirstRand Ltd
, 13

Fiscal deficit
, 170

Fisher test
, 92

Fisher’s equation
, 139

Fisher–Johansen test
, 95

Food
, 131

food-related products
, 131

Foreign securities
, 159

France, credit histories
, 8

French economy
, 8

G20 Group
, 14

Gender disparity index (GDI)
, 35

German banking system
, 6–7

German crisis
, 32

grounds of German crisis in late 1990
, 29

German economy, The
, 6

German financial system
, 7

German savings banks
, 7

Germany

credit histories
, 6–8

economy
, 7

Gilt-edged securities
, 158

Gini coefficient
, 184

Global economy
, 217

Government debt securities
, 12

Government financial policy
, 15

Government of India, The
, 11, 56

Government securities, trends of banking funds invested in
, 157–166

Granger causality
, 164

analysis
, 67

methodology of
, 69

results of
, 208–214

test results
, 74–77

Gross capital formation (GCF)
, 143

Gross domestic product (GDP)
, 4, 82, 106, 162, 218

correlation analysis of credit Vis-á-Vis HDI and
, 38–39

correlation of credit with GDP and HDI of countries in different phases
, 33

correlation of NPA and security investments with
, 51–53

descriptive statistics on
, 29–32

equilibrium relations of NPA and investment with
, 90–102

mean and SD of
, 32

impact of NPA and security investment upon credit, HDI and
, 53

pooled regression analysis of NPA and investment upon GDP of countries
, 56–57

regression analysis of NPA and investment upon GDP of countries
, 54–56

trends of countries
, 26–29

Gross NPA-to-deposit ratio
, 155

Growth-finance nexus
, 193

Harrod–Domar Growth Model
, 135

Harrod–Domar model
, 107

Head of capital expenditure
, 3

Head of revenue expenditure
, 3

Herfindahl Hirschman Index (HHI)
, 145

Herfindahl index
, 146

results of concentration under
, 147–148

Hindu Growth
, 171

Hindu growth rate
, 11

Historical perspectives of countries

credit histories of countries
, 4–15

data source
, 15–16

major objectives of book
, 20

phase-wise presentation of key variables
, 16–20

Households inter-temporal utility function
, 64

Human development, studies on linkage between financial development and
, 62–63

Human development index (HDI)
, 15, 28, 35, 60, 106, 194, 218

computing HDI
, 36–38

correlation analysis of credit Vis-á-Vis GDP and
, 38–39

correlation of NPA and security investments with
, 51–53

of countries
, 113–115

descriptive statistics on
, 29–32

equilibrium relations of NPA and investment with
, 90–102

mean and SD of HDI of Countries
, 34–36

impact of NPA and security investment upon credit, GDP and
, 53

pooled regression analysis of NPA and investment upon HDI of countries
, 56–57

regression analysis of NPA and investment upon HDI of countries
, 56

trends of countries
, 26–29

Human Development Report (2010)
, 37

Human poverty index (HPI)
, 35

Inclusion of endogenous factors
, 65

Inclusive development
, 35

Inclusive growth
, 35

Income

convergence of states in India
, 171–174

inequality
, 105

theories on convergence of
, 106–113

Index of financial inclusion (IFI)
, 62, 194

India

concepts of NPA in India
, 152–153

credit histories
, 11–12

factors affecting NPA in India
, 153–154

norms for asset to be non-performing in India
, 154–155

real cause of concern
, 166

trends of banking funds invested in government securities
, 157–166

trends of NPA
, 155–157

India Development Report (IDP)
, 195

Indian economy
, 130, 170

Indian financial system
, 11, 129–130, 170

Indian GDP
, 60

Indian government securities
, 160

Indian States

absolute β convergence results
, 176–182

credit convergence of
, 174–175

data and methodology
, 175–176

disparity and inequality in credit allocations in Indian states
, 184–187

empirical findings
, 197

graphical presentation of trends
, 197–198

income convergence of
, 171–174

mean and pair-wise correlation results
, 198–201

results and discussion on inter-state convergence of level of bank credit
, 176

results of cointegration and error correction tests
, 203–208

results of Granger causality test
, 208–214

results of stationarity test
, 201–203

review of existing literature
, 171

sigma convergence results
, 182–184

theoretical foundation of interrelationships
, 195–196

Indirect deposit
, 43

Individual unit root process
, 92

Indonesia

banks and financial markets
, 15

credit histories
, 14–15

financial system
, 15

Indonesian economy
, 14

Industrial sector
, 131

Industrial Sector’s Share
, 143–144

Industry
, 4, 138

Inequality

in credit allocations in Indian states
, 184–187

notion of
, 111

Inequality-adjusted human development index (IHDI)
, 37

Institutional factor
, 60

Inter-state convergence of level of bank credit, results and discussion on
, 176–187

International Monetary Fund (IMF)
, 12

International Financial Statistics
, 16

Interrelationships, theoretical foundation of
, 195–196

Inventive entrepreneur’s business operations
, 2

Investment
, 96

of banking funds
, 158

by banks
, 42

with credit, GDP and HDI, equilibrium relations of NPA and
, 90–102

in different government securities
, 159–160

Investment-to-deposit ratio in states
, 162–163

Johansen test for cointegration
, 94

Kao residual base test
, 95

Keynesian product market equilibrium
, 135

Kreditanstalt für Wiederaufbau (KfW)
, 8

Kwiatkowski–Phillips–Schmidt–Shin stationarity (KPSS stationarity)
, 174

Lagrange multiplier unit root test
, 174

Latin America (LatAm)
, 12

Law and finance
, 3

Legal tender
, 5

Lending system of banking institutions
, 152

Liberalization regime
, 130

Linkage, supply side and demand side approaches of
, 61–62

Log CV
, 182

Logarithmic values of coefficient of variations (LogCV)
, 175

Long-run relation
, 96, 100, 204, 208

for NPA
, 99

for NPA and credit
, 98

Low growth economy
, 171

Machineries
, 6

Macroeconomic indicators
, 66

Manufacturing sector
, 131

Mean
, 198–201

of credit of countries
, 32–34

of GDP of countries
, 32

of HDI of countries
, 34–36

mean, SD and correlation coefficients
, 50

of NPA and security investments
, 49–51

SD and mean difference results for variables
, 30–31

Micro-, small-and medium-sized enterprises (MSMEs)
, 15

Mixed economic system
, 9

Monetary policy
, 13

Money multiplier
, 44–45

Napoleonic Wars
, 6

Narasimham Committee
, 154

on banking sector reforms
, 155

Narasimham Committee Report
, 153

National Bank, The
, 9

National Bank of Poland, The (NBP)
, 9

National Monetary Council, The
, 12

Nationalization policy
, 130

Nationalization regime
, 130

Nedbank Group
, 13

Neoclassical growth model
, 106

Neoclassical model
, 63

Net state domestic product (NSDP)
, 194, 198

Non-banking financial companies (NBFCs)
, 11

Non-linear differential equation
, 65

Non-performing assets (NPA)
, 14–16, 42, 96

channelisation of deposits
, 45–46

concepts in India
, 152–153

correlation with GDP and HDI
, 51–53

credit creation mechanism
, 43–45

factors affecting NPA in India
, 153–154

GDP and HDI, equilibrium relations of NPA and investment with credit
, 90–102

impact upon credit, GDP and HDI
, 53

investment & credit
, 94

investment & GDP
, 94

investment & HDI
, 94

mean and SD of
, 49–51

pooled regression analysis upon credit, GDP and HDI of countries
, 56–57

regression analysis upon credit of countries
, 54

regression analysis upon GDP of countries
, 54–56

regression analysis upon HDI of Countries
, 56

theoretical structure
, 43

trends of
, 155–157

trends of credit, NPA and security investments of countries
, 46–49

Non-performing head
, 4

Non-scheduled commercial banks
, 131

Norms for asset to be non-performing in India
, 154–155

North America
, 217

Office of the Comptroller of the Currency (OCC)
, 5

Ordinary least square (OLS)
, 53, 201

Organisation for Economic Co-operation and Development (OECD)
, 35

Organized banking system
, 131

Organized sector
, 11

Pair-wise correlation results
, 198–201

Panel cointegration test

Kao and Johansen cointegration test results for sets of variables
, 95

methodology of
, 92–94

results of
, 94

Panel unit root process
, 125

Panel unit roots test

indicators at first differences
, 93

methodology of
, 91–92

results of
, 92

Pearson’s product–moment correlation coefficient
, 118

Pearson’s r
, (see Pearson’s product–moment correlation coefficient)

People Bank of China, The (PBC)
, 10

Per capita credit, trends of
, 113–115

Per capita GDP (PCGDP)
, 29, 35

trends of
, 113–115

Planned economic development process
, 130

Planning Commission of the Government of India
, 143

Poland, credit histories
, 9–10

Pooled Regression
, 54

Pooled regression analysis of NPA and investment upon credit, GDP and HDI of countries
, 56–57

Post-reform phases
, 197, 201

Post-reform regime
, 147

PP–Fisher Chi-square
, 91

Pre-reform phases
, 197, 201

Primary deposit
, 43

Production function
, 65, 195

of economy
, 63

Product–moment correlation of NPA
, 51

Product–moment formula
, 38

Prudential Accounting Norms
, 154

Prudential Norms
, 154

Public debt
, 158

Purchasing power parity (PPP)
, 36

Quantity of Money
, 139

Real sectors, theoretical background on linkage between
, 60–62

Reform process
, 143, 171

Regression

analysis of NPA and investment upon credit of countries
, 54

analysis of NPA and investment upon GDP of countries
, 54–56

analysis of NPA and investment upon HDI of countries
, 56

equation
, 111, 182, 201, 203

model
, 109

Relationships
, 82

Reserve Bank of India (RBI)
, 11, 130–131, 153

Report on Currency and Finance
, 158

Reserve Bank of India Act (1934)
, 11, 131

Reserve–deposit ratio (rd)
, 43–45

Run test results
, 84–90

for countries in different phases
, 86–87

Scheduled commercial banks (SCBs)
, 131, 152, 195

distribution of SCBs’ fund invested in state governments’ securities
, 160–162

in India
, 171

trends of growth of credit of SCBs in India
, 136–137

trends of growth of deposit of SCBs of states
, 135–136

Scheduled of RBI Act (1934)
, 131

Schwarz Information Criterion (SIC)
, 97

Securities market
, 2

Securitisation and Reconstruction of Financial Assets and Enforcement of Security Interest, The (2002) (SARFAESI Act)
, 3, 154

Security investments
, 152

correlation with GDP and HDI
, 51–53

impact upon credit, GDP and HDI
, 53

mean and SD of
, 49–51

pooled regression analysis upon credit, GDP and HDI of countries
, 56–57

regression Analysis upon credit of countries
, 54

regression analysis upon GDP of countries
, 54–56

regression analysis upon HDI of Countries
, 56

trends of security investments of countries
, 46–49

Service sectors
, 138

in India
, 145

share
, 145

Shocks
, 68

Short-run causality
, 97

Short-run Causality Test Results
, 100–102

Short-run dynamics
, 68

Short-run interplay
, 75

Sigma convergence (σ convergence)
, 111

results
, 123–125, 182–184

test
, 175

Significant error correction results
, 98

Small and medium enterprises (SMEs)
, 14

Social accountants
, 192

Solow’s residual growth accounting formula
, 195

Solow–Swan fundamental growth equation
, 107

Solow–Swan model
, 107

South Africa (SA)
, 13

credit histories
, 13–14

South African banking system
, 14

South African financial institutions
, 14

South African Reserve Bank (SARB)
, 13

Speed of convergence concept
, 107

Stable interest
, 45

Standard Bank Group
, 13

Standard deviations (SD)
, 26, 118

of Credit of countries
, 32–34

of GDP of Countries
, 32

of HDI of countries
, 34–36

mean, SD and correlation coefficients
, 50

mean and mean difference results for variables
, 30–31

of NPA and Security Investments
, 49–51

Standard normal distribution
, 85

State credit
, 132

State Deposit
, 132

State domestic product (SDP)
, 172

State governments’ securities, distribution of SCBs’ fund invested in
, 160–162

States
, 152, 161

fiscal positions of
, 162

and UT
, 155

Stationarity test, results of
, 201–203

Statutory liquidity ratio (SLR)
, 48, 158, 171

Steam engines
, 6

Subjective function
, 64

Supply leading approach (SLA)
, 2, 60–61, 192

Supply side approaches of linkage
, 61–62

Sustainable Development
, 35

Tamil Nadu (TN)
, 176

Tarapore Committee
, 156

Testing techniques for panel unit roots
, 112

Textile equipment
, 6

Theory of Industrial Organization, The
, 152

Time series approach
, 111–113

panel unit root test results at first differences of variables
, 126

results under
, 125–126

Tool-making
, 6

Top 4-state concentration ratio
, 146

Total credit (C)
, 140

Total factor productivity (TFP)
, 143

Total India Govt. securities
, 159

Two-factor model
, 195

Two-sector closed economy
, 64

Two-step residual tests
, 92

Unconditional convergence
, 107

Union territories (UTs)
, 131, 152

Unit root test

(see also Panel unit roots test)
for credit, GDP and HDI in levels and first differences
, 71

methodology of
, 66–67

results
, 70

United Kingdom, credit histories
, 6

United Nations Development Program (UNDP)
, 28, 195

Human Development Report Office
, 36

United States of America, credit histories
, 4–5

Unorganized sector
, 11

US Dollars (USD)
, 12, 26

US economy
, 5

US Securities and Exchange Commission (SEC)
, 5

Utility function
, 64

Variable Reserve Ratio
, 136

Variance of number of runs
, 85

Vector autoregression (VAR)
, 90, 96

Vector error correction model (VECM)
, 90, 96–97

results
, 98–99

short-run causality test results
, 100–102

Wald test statistic
, 100

Wald–Wolfowitz runs test
, 84

West Bengal (WB)
, 176

Western economic power house
, 10

Western Europe
, 217

Without intercept test
, 125

World Bank
, 9, 12, 15, 170

World Economic Forum (WEF)
, 14

World Trade Organisation (WTO)
, 11