data analysis of smes and regulation of money lenders 4... · 2015-05-07 · dendogram using...

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Data Analysis of SMEs and Regulation of Money lenders Naoyuki Yoshino Dean, Asian Development Bank Institute (ADBI) Professor Emeritus, Keio University, Japan [email protected], [email protected] Farhad Taghizadeh-Hesary Assistant Professor, Keio University, Japan April 29 -2015

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Page 1: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Data Analysis of SMEsand

Regulation of Money lenders

Naoyuki YoshinoDean, Asian Development Bank Institute (ADBI)

Professor Emeritus, Keio University, [email protected], [email protected]

Farhad Taghizadeh-HesaryAssistant Professor, Keio University, Japan

April 29 -2015

Page 2: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Indonesia: SME contribution to GDP

Page 3: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Small and Medium Sized Enterprise(SME)

Venture businessToyota, Honda, SONY, Seven-Eleven

HONDA had no support by the governmentHONDA could not borrow money

Mitsubishi-bank made loans to HONDA.How to finance start-up business ?Human capital development in SME

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Page 4: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Asian Financial MarketsMain Features

1. Bank-dominated financial system2. Small share of bond markets

Needs for long term financing 3. High percentage of SMEs4. Large share or Microcredit

(finance companies)

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Page 5: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Access to Finance by SMEs and Large Firms in Japan

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Page 6: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Barriers for SMEs in Accessing Financial Institutions, Collateral, High leding rate

6Source: ADB–OECD study on enhancing financial accessibility for SMEs: Lessons from recent crises. Mandaluyong City, Philippines: Asian Development Bank, 2013

Page 7: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Borrower, Lender and Market

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BorrowerSMEsIndividuals

LenderBanksMicroCredit

Market

Information AsymmetryEspecially SME market

Page 8: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Four Accounts by SME

1, Account to show Bankers2, Account to show tax authority3, His own account4, Account to show to his wife

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Page 9: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Examined Variable

Page 10: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Cluster analysis: the average linkage method

Dendogram Using Average Linkage

Page 11: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Credit Rating of SMEs using Asian Data

(i) Sales (ii) Assets (iii) Liquidity (Cash)(iv) Total Debt

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Page 12: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Grouping Based on Principal Component (Z1-Z2) and Cluster Analysis

Page 13: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Credit Rating for SMEs by Use of SME Database

1, Credit Rating is only applicable to large companies2, Credit Rating for SMEs based on SME Data3, Three ranking of SMEs (Asian country)

Five ranking of SMEs (Japan’s case)4, SME data can produce default risk ratio5, Risk based Interest rate

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Page 14: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Financial Education for SMEsEducation Program and Textbooks

1, Financial Planners AssociationTeach asset management of SMEs

2, SME keeps their books every dayRegional government: Education ProgramSME: long term thinking

3, Various Financial AssociationsBankers AssociationJapan Securities’ Association

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Page 15: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Possible SolutionsStart up businesses

Hometown Investment--------------------------------------------------A Stable Way to Supply Risk Capital

Yoshino, Naoyuki; Kaji Sahoko (Eds.)2013, IX, 98 p. 41 illus.,20 illus. in color

Available Formats:

ebookHardcover

Page 16: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Bank-based SME financing and regional financing to riskier borrowers1. Bank Loans to relatively safer borrower2. Hometown Investment Trust Funds/

E-Finance, Internet financingBankingAccount

HometownInvestment

Trust Funds

RiskierBorrowers

Investors

DepositorsSaferSMEs

BankingAccount

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Page 17: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Investment in SMEs and start up businesses

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Page 18: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Page 19: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

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Page 20: Data Analysis of SMEs and Regulation of Money lenders 4... · 2015-05-07 · Dendogram Using Average Linkage. Credit Rating of SMEs using Asian Data (i) Sales (ii) Assets (iii) Liquidity

Regulation of Money Lenders

1, Money lenders, Interest rate = 96% in Japan2, License --- Banks

Registration --- Finance companies3, New Finance Company Law(i) Highest interest rate = 20%(ii) Amount of borrowing < 1/3 of Income(iii) Minimum Capital requirement(iv) Paper test to run money lenders’ business(v) Self regulatory organization was set up

two steps of monitoring and supervision(vi) Consumers’ complaints (hotline) 20

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ReferencesYoshino N. Kaji, S. (2013) Hometown Investment Trust Funds, Springer, March 2013Yoshino N. and Farhad Taghizadeh‐Hesary (2014)‘Hometown Investment Trust Funds and Analysis of CreditRisk’,  Asian Development Bank Institute, Working Paper, No.505, 2014.Yoshino, N. and Farhad Taghizadeh (2014), “An Analysis of Challenges Faced by Japan’s Economy and Abenomics”, The Japanese Political Economy, Routledge, Vol.40, No3-4.

Yoshino, N., Taghizadeh Hesary, F. (2015, Forthcoming), ‘Analytical Framework on Credit Risks for Financing SMEs in Asia’. Asia-Pacific Development Journal. United Nations Economic and Social Commission for Asia and the Pacific (UN-ESCAP)