Article

Role of the Credit Risk Database in Developing SMEs in Japan: Lessons for the Rest of Asia

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Abstract

Small and medium-sized enterprises (SMEs) play a significant role in Asian economies as they contribute to high shares of employment and output. However, SMEs generally have limited access to finance compared to large enterprises. Given the bank-dominated financial systems in Asia, banks are the main source of financing for SMEs. For financial institutions, it is crucial to distinguish sound SMEs from non-healthy ones in order to avoid the accumulation of non-performing loans. Information asymmetry in this sector can be reduced by using accumulated data on SMEs and by employing credit analysis techniques, allowing lending institutions to recognize healthy SMEs. It is crucial for governments to collect SME data and prepare rich databases, such as the Credit Risk Database (CRD) of Japan. This will also help governments to formulate economic policies. In this paper we define and describe in detail the role and characteristics of Japan’s CRD in SME development and explain how it can be an example for other Asian economies to establish similar soft infrastructure that can make important contributions to SME development and boost economic growth.

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... It utilized a random sample of 380 SMEs from the 10 administrative regions in Guyana, the Cox Proportional Hazard Model (CHPM), and the Kaplan-Meier (KM) estimator. The study also proposed a prototypical credit risk calculator using an approach similar to Kuwahara et al. (2015). ...
... A prototypical risk calculator was developed by following the procedure in Kuwahara et al. (2015). ...
... However, when the coefficient is statistically significant, the estimated coefficient is utilized. It is noteworthy that the only difference between our proposed calculator and Kuwahara et al. (2015) is that we have replaced financial indicators with the weights associated with the profiles of the SMEs and their owners. We believe this may be an appropriate solution in countries with a paucity of financial information. ...
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... Sementara di negara maju di Asia seperti Jepang, UMKM berkontribusi sekitar 99 persen dari total perusahaan dan mempekerjakan sekitar 70 persen dari total tenaga kerja (Kuwahara et al., 2015). ...
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... Against the backdrop, we extend the model with two improvements: (i) to avoid borrower selection biases and widen the coverage of the program, instead of providing funds to the banks, in this model the government (a dedicated government agency) provides credit information of the SME borrowers to banks by making a credit scoring of the SME borrowers through credit risk analysis of the respective SMEs, and (ii) the banks use the scores to disburse loans under a digital financing method in order to reduce transaction costs and default risks that will facilitate faster loan disbursement and recovery process [19]. In this model, it is crucial for the government to set up a dedicated agency such as the Credit Risk Database (CRD) of Japan [20] (Japan's CRD is a successful database, which is created by the CRD Association. The members of the CRD Association maintain the database by offering SME financial statements. ...
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... e world's wellknown credit information databases include World Base of D&B [8], Credit Risk Database (CRD) in Japan [9], Zest-Finance in US, and the Credit Reference Center of the People's Bank of China (PBCCRC) [10]. Most traditional credit databases have centralized and multibackup management of data. ...
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The purpose of this interdisciplinary study is to investigate the applications of modern computational technologies in the field of credit investigation and discuss the related legal governance measurements in order to unblock the bottlenecks in the future development of credit investigation market. By analyzing the computational technologies and algorithms most commonly used in credit data collection and data storage, data transmission and data access, data analysis and processing, data calculation, result output and effect evaluation, this paper summarizes and proposes a unified general process of modern credit investigation, pointing out that in this general process, low data quality, privacy violation, algorithmic bias are the main challenges in the big data era, and countermeasures like data quality control, privacy protection, and algorithm governance need to be to be taken seriously into account in order to further explore the great potential of the credit investigation under the legal framework.
... In addition, nationwide SME databases have been established in several countries, such as Credit Risk Database (CRD) in Japan and Public Credit Registries in Malaysia. Kuwahara et al. [9] analyze the characteristics of Japan's CRD and conclude that CRD can create reliable scoring models for assessment of SMEs' risk. Furthermore, the problem that how to provide financing for SMEs in a reasonable way has also been studied [5]. ...
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... Furthermore, proper risk management and diversification mechanisms can reduce moral hazard-related problems. In this respect, the Japanese case can offer lessons for Turkey (Kuwahara et al. 2015). ...
... Furthermore, proper risk management and diversification mechanisms can reduce moral hazard-related problems. In this respect, the Japanese case can offer lessons for Turkey (Kuwahara et al. 2015). ...
... In order to solve this problem, the development of a nationwide SME credit risk database similar to the credit risk database of Japan that accumulates SME databases and acts as a credit scoring company for SMEs needs to be established in Indonesia. This could be a useful soft infrastructure for the development of SMEs in Indonesia (Kuwahara et al. 2015). The sector in which an MSME operates also affects the decision to grant credit. ...
Chapter
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... Moreover, the models used will improve with time as more and more data are added. A similar database with SME data being shared by members in an anonymous form has been found to be useful in Japan (Kuwahara et al. 2016). The database was set up specifically to encourage bank lending to SMEs. ...
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... Next we explain the actual use of financial information and the CRD scoring model from the functioning aspect, as in 5-1, Base of evaluation; 5-2, Benchmark; and 5-3, Mutual yardstick. Kuwahara et al. (2016) introduce a variety of the CRD services to members and the overall usage of such services. We cover some of them and add another relevant fact in this chapter. ...
... Japan's credit guarantee corporations (CGCs), the main members of the CRD, have used the CRD scoring models created since April 2006. Given that the number of SMEs in Japan is around 4 million, the database contains information on a full three-quarters of the enterprise population(Kuwahara et al. 2016). ...
Article
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... Furthermore, proper risk management and diversification mechanisms can reduce moral hazard-related problems. In this respect, the Japanese case can offer lessons for Turkey (Kuwahara et al. 2015). ...
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... Its aim was to facilitate fundraising for SMEs and to improve their operational efficiency. The association's membership increased from 73 institutions at the end of March 2002 to 181 by 1 April 2016 (Kuwahara et al. 2016). The CRD covers SMEs exclusively (Figure 4). ...
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Small and medium-sized enterprises (SMEs) are the backbone of the Asian economy. They make up more than 96% of all Asian businesses that provide two out of three private sector jobs in the continent. Therefore, it is vitally important for the Asian economies' economic success that they have fully functioning support measures for SMEs. However, SMEs face major challenges in accessing cheap finance, mainly because there is an asymmetric information problem between suppliers and demanders of funds, which hinders their growth. This paper will highlight the difficulties of SMEs in accessing finance, and provides remedies for mitigating them. The remedies proposed in this paper include the development of credit information infrastructures for SMEs to remedy the asymmetric information problem, utilization of credit rating techniques for SMEs, the development of a sustainable credit guarantee scheme, the development of specialized private banks for SME financing, and the introduction of new ways of providing community-based financing such as hometown investment trust funds. The paper will provide operational examples from developed Asian economies such as Japan and the Republic of Korea, and developing Asian economies such as Thailand with a view to them being implemented in the rest of Asia.
... d the Small and Medium Enterprise Agency. The initial membership was 52 credit guarantee corporations as well as financial and nonfinancial institutions. Its aim was to facilitate fundraising for SMEs and to improve their operational efficiency. The association's membership increased from 73 institutions at the end of March 2002 to 179 byApril 2015. (Kuwahara et al., 2015BanksThe CRD covers SMEs exclusively (Figure 6). As of March 31, 2015, it included 2,210,000 incorporated SMEs and 1,099,000 sole-proprietor SMEs, and it is by far the largest SME database in Japan. The database for enterprises in default covered 500,000 incorporated and sole-proprietor SMEs (Yoshino & Taghizadeh-Hesary, 2015b). The CRD ...
Conference Paper
The provision of microcredits has been considered to have an active role in reducing poverty and promoting economic growth for small entrepreneurs. Many academics have referred to the topic of introducing credit scoring models for managing borrowers’ credit risk. These models have the aim to discriminate between good and bad borrowers, aiding the microfinance institutions in lowering their costs and the timing of the credit granting process as well as enhancing their outreach. Over the last decades, these investigations have covered microfinance institutions from all over the world, focusing on developing countries. Some have the objective of predicting the probability of default of any microcredit, while others refer to attrition or the possibility that microcredits may generate a certain spell of arrears. Microfinance institutions that use credit scoring models appear to be more productive at lower costs, increasing their small business loan portfolio, providing geographically diversified loans and expanding the availability of credit. Since the first credit scoring model for microfinance, there has been an intense development in the literature, regarding the type of explanatory variables considered in the models, the different statistical tools applied and the kind of risks predicted. Currently, innovative approaches in the implementation of credit scoring methodology to microfinance institutions are coming to light. The aim of this paper is to present a literature review of the state-of-the-art on credit scoring models for microcredits, pointing their factors in common, evaluating them critically and establishing the topics of future research.
... The success of SMEs has huge implications for the growth and socioeconomic well-being of a country (Kuwahara, Yoshino, Sagara, & Taghizadeh-Hesary, 2015;Yoshino et al., 2016). SMEs foster economic development as well as encourage the flow of trade and investment between different countries. ...
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... the Small and Medium Enterprise Agency. The initial membership was 52 credit guarantee corporations as well as financial and nonfinancial institutions. Its aim was to facilitate fundraising for SMEs and to improve their operational efficiency. The association's membership increased from 73 institutions at the end of March 2002 to 179 by April 2015. (Kuwahara et al., 2015 Banks The CRD covers SMEs exclusively ( Figure 6). As of March 31, 2015, it included 2,210,000 incorporated SMEs and 1,099,000 sole-proprietor SMEs, and it is by far the largest SME database in Japan. The database for enterprises in default covered 500,000 incorporated and sole-proprietor SMEs ( Yoshino & Taghizadeh-Hesary, 2015b). The ...
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Proposed tracks - Entrepreneurship and the Internet of Things - The entrepreneurial university - Corporate entrepreneurship - Family entrepreneurship - Public service entrepreneurship - Social entrepreneurship - The entrepreneurial behavior - Challenges for the entrepreneurs in the contemporary business environment - Entrepreneurship and economic development Important dates - Full paper submission: March 18, 2017 Detailed information on the conference, as well as submission procedures: www.entrepreneurship.facultateademanagement.ro
... Its aim was to facilitate fundraising for SMEs and to improve their operational efficiency. The association's membership increased from 73 institutions at the end of March 2002 to 179 by April 2015 (Kuwahara et al 2015). The CRD covers SMEs exclusively (Figure 6). ...
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Small and medium-sized enterprises (SMEs) are the backbone of most Asian economies. The main obstacle to the development of the SME sector is the lack of stable finance. Considering the bank-dominated characteristic of economies in Asia, banks are the main source of financing, and the lack of a comprehensive credit rating database has been a bottleneck for SMEs. This paper examines how a credit rating scheme for SMEs can be developed, when access to other financial and non-financial ratios is not possible, by using data on lending by banks to SMEs. We employ statistical techniques on five variables from a sample of Thai SMEs and classify them into subgroups based on their financial health. By employing these techniques, banks could reduce information asymmetry and consequently set interest rates and lending ceilings for SMEs. This would ease financing to healthy SMEs and reduce the amount of non-performing loans to this important sector.
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Small and medium-sized enterprises (SMEs) account for the major share of employment and dominate the Asian economies. These economies are often characterized as having bank-dominated financial systems and underdeveloped capital markets, in particular venture capital. Hence, offering new methods for financing SMEs is crucial. Hometown investment trust funds are a form of financial intermediation that was started recently and has since been adopted as a national strategy in Japan. In the present paper, the authors explain the importance of SMEs in Asia and describe hometown investment trust funds. They then provide a scheme for credit rating of SMEs, employing two statistical analysis techniques, principal component analysis and cluster analysis to analyse the credit risks of a sample of Asian SMEs by using their financial variables. This comprehensive and efficient method would enable banks, to group their SME customers based on their financial health, adjust interest rates on loans and set lending ceilings for each group. Moreover, this method is applicable to hometown investment trust funds around the world.
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“Abenomics” refers to the economic policies advocated by Shinzo Abe, who became prime minister of Japan for a second time when his Liberal Democratic Party won an overwhelming majority in the general election in December 2012. Abenomics is distinguished by a set of policies comprising “three arrows”: (1) aggressive monetary policy, (2) fiscal consolidation, and (3) a growth strategy. The Japanese economy faces an aging population and increasing social welfare expenses. No other country has experienced such rapid growth of the number of retired people. In this article we will explain all three aspects of Abenomics, examine the current state of the Japanese economy, and explore what further remedies may be required if Japan is to recover from its long-term deflation. We will look at such proposals as hometown investment trust funds, postponement of the retirement age by introducing a flexible wage rate system, and changing the pension system to 401(k) style instruments.
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In Asia, small and medium-sized enterprises (SMEs) account for a major share of employment and dominate the economy. Asian economies are often characterized as having bank-dominated financial systems and underdeveloped capital markets, in particular venture capital markets. Hence, looking for new methods of financing for SMEs is crucial. Hometown investment trust funds (HIT) are a new form of financial intermediation that has now been adopted as a national strategy in Japan. In this paper, we explain the importance of SMEs in Asia and describe about HITs. We then provide a scheme for the credit rating of SMEs by employing two statistical analysis techniques, principal components analysis and cluster analysis, and applying various financial variables to 1,363 SMEs in Asia. Adoption of this comprehensive and efficient method would enable banks to group SME customers based on financial health, adjust interest rates on loans, and set lending ceilings for each group. Moreover, this method is applicable to HITs around the world.
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“Abenomics” refers to the economic policies advocated by Prime Minister Shinzo Abe who became prime minister of Japan for a second time when his party, the Liberal Democratic Party, won an overwhelming majority at the general election in December 2012. Abenomics has “three arrows”: (i) aggressive monetary policy, (ii) fiscal consolidation, and (iii) growth strategy. The Japanese economy faces an aging population and expanding social welfare expenses. No other country has experienced Japan’s rapid growth of retired people. In this paper we will explain these three aspects of Abenomics and the current state of the Japanese economy, and examine what further remedies may be required if Japan is to recover from its long-term deflation. We look at such proposals as hometown investment trust funds and postponing of the retirement age through the introduction of a flexible wage rate system.
Chapter
This chapter will, first of all, describe how the flow of funds in Japan functions. Second, it explains how Hometown Investment Trust (HIT) funds can fund businesses that are likely to grow in future and are capable of making a social contribution, but entail risks. HIT funds have recently begun to grow, and we will make the case for the urgent need to foster such funds. There are two main reasons why this is important. First, as BIS capital adequacy requirements become more stringent worldwide, banks find it more difficult to provide funding to high-risk businesses and projects. Second, Japan’s public finances are in dire straits. Local businesses outside the main urban centres used to be supported by subsidies from the centre to local regions in the form of national tax revenues allocated to local governments, national treasury disbursements, and government loan and investment funds. Under today’s expanding fiscal deficits, however, issuance of deficit-financing bonds to provide for local regions has reached a limit, and the need to use private-sector funds to finance regional projects has become urgent (Yoshino and Mizoguchi, Financial policy review, Ministry of Finance of Japan, 2013; McNelis and Yoshino, Advs Complex Syst 15:1250057, 2012). The second half of this chapter will describe the flow of funds in Asia. Chapter 5 of this book will discuss concrete examples in Asia, where the financial systems also rely heavily on indirect financing via banks, so that the supply of funds to risk sectors is very likely to taper off. It is necessary to create mechanisms to supply various kinds of funds, including HIT funds that finance new corporations, businesses and environmental programs.
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During the current global crisis, capital inflows into Asian countries have increased, leading to excess liquidity and the risk of potential asset bubbles. A sudden reversal of these inflows would have negative effects on the economies in question. Given the impact of global capital movements on domestic financial systems and thereby on domestic economies, in several Asian countries certain macro-prudential regulations have been put in place, and capital controls and micro-prudential regulations have re-emerged as important tools to handle the issues related to capital inflows from outside of the region. It is important to ensure that global imbalances do not become a source of instability. The issue, thoroughly discussed after the Asian crisis a decade ago, is "using Asian savings for Asian investments" through the development of bond markets and SME’s financial inclusion. Against the backdrop of huge potential demands for infrastructure investment in the Asian region, this note proposes the issuance of "infrastructure revenue bonds" to help develop bond markets in Asia. To facilitate financial inclusion of SMEs, which outnumber other types of business in Asia, this note also proposes creating an SME database and developing regional trust funds.
The Role of the Credit Risk Database in SME Financing. RIETI Discussion Paper Series 13-J-067
  • Y Maehara
Maehara, Y. 2013. The Role of the Credit Risk Database in SME Financing. RIETI Discussion Paper Series 13-J-067. Tokyo: Research Institute of Economy, Trade, and Industry.