Fintech Credit Risk Assessment For Smes Evidence From China
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Author | : Yiping Huang |
Publisher | : |
Total Pages | : 42 |
Release | : 2020-09-25 |
Genre | : |
ISBN | : 9781513557618 |
Promoting credit services to small and medium-size enterprises (SMEs) has been a perennial challenge for policy makers globally due to high information costs. Recent fintech developments may be able to mitigate this problem. By leveraging big data or digital footprints on existing platforms, some big technology (BigTech) firms have extended short-term loans to millions of small firms. By analyzing 1.8 million loan transactions of a leading Chinese online bank, this paper compares the fintech approach to assessing credit risk using big data and machine learning models with the bank approach using traditional financial data and scorecard models. The study shows that the fintech approach yields better prediction of loan defaults during normal times and periods of large exogenous shocks, reflecting information and modeling advantages. BigTech's proprietary information can complement or, where necessary, substitute credit history in risk assessment, allowing unbanked firms to borrow. Furthermore, the fintech approach benefits SMEs that are smaller and in smaller cities, hence complementing the role of banks by reaching underserved customers. With more effective and balanced policy support, BigTech lenders could help promote financial inclusion worldwide.
Author | : Ms.Ratna Sahay |
Publisher | : International Monetary Fund |
Total Pages | : 83 |
Release | : 2020-07-01 |
Genre | : Business & Economics |
ISBN | : 1513512242 |
Technology is changing the landscape of the financial sector, increasing access to financial services in profound ways. These changes have been in motion for several years, affecting nearly all countries in the world. During the COVID-19 pandemic, technology has created new opportunities for digital financial services to accelerate and enhance financial inclusion, amid social distancing and containment measures. At the same time, the risks emerging prior to COVID-19, as digital financial services developed, are becoming even more relevant.
Author | : Rajat Gera |
Publisher | : CRC Press |
Total Pages | : 179 |
Release | : 2023-12-29 |
Genre | : Technology & Engineering |
ISBN | : 1003804624 |
This book covers big data, machine learning, and artificial intelligence-related technologies and how these technologies can enable the design, development, and delivery of customer-focused financial services to both corporate and retail customers, as well as how to extend the benefits to the financially excluded sections of society. Artificial Intelligence, Fintech, and Financial Inclusion describes the applications of big data and its tools such as artificial intelligence and machine learning in products and services, marketing, risk management, and business operations. It also discusses the nature, sources, forms, and tools of big data and its potential applications in many industries for competitive advantage. The primary audience for the book includes practitioners, researchers, experts, graduate students, engineers, business leaders, and analysts researching contemporary issues in the area.
Author | : Gurdip Kaur |
Publisher | : Springer Nature |
Total Pages | : 193 |
Release | : 2021-08-04 |
Genre | : Business & Economics |
ISBN | : 3030799158 |
This book uncovers the idea of understanding cybersecurity management in FinTech. It commences with introducing fundamentals of FinTech and cybersecurity to readers. It emphasizes on the importance of cybersecurity for financial institutions by illustrating recent cyber breaches, attacks, and financial losses. The book delves into understanding cyber threats and adversaries who can exploit those threats. It advances with cybersecurity threat, vulnerability, and risk management in FinTech. The book helps readers understand cyber threat landscape comprising different threat categories that can exploit different types of vulnerabilties identified in FinTech. It puts forward prominent threat modelling strategies by focusing on attackers, assets, and software and addresses the challenges in managing cyber risks in FinTech. The authors discuss detailed cybersecurity policies and strategies that can be used to secure financial institutions and provide recommendations to secure financial institutions from cyber-attacks.
Author | : El Bachir Boukherouaa |
Publisher | : International Monetary Fund |
Total Pages | : 35 |
Release | : 2021-10-22 |
Genre | : Business & Economics |
ISBN | : 1589063953 |
This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.
Author | : David Dollar |
Publisher | : Brookings Institution Press |
Total Pages | : 210 |
Release | : 2022-05-10 |
Genre | : Business & Economics |
ISBN | : 0815739567 |
Describes how China is in the lead in transforming finance for the digital age This book is the product of a joint research project between economists at the National School of Development, especially the affiliated Institute of Digital Finance, at Peking University and at the Brookings Institution. It investigates the impact of financial technology on job creation, income distribution, and consumer welfare in China. It also examines larger systemic issues such as monetary policy, stability of the banking sector, and international trade and payments.
Author | : David Mhlanga |
Publisher | : Taylor & Francis |
Total Pages | : 290 |
Release | : 2024-09-16 |
Genre | : Business & Economics |
ISBN | : 1040128181 |
This book explores the significant impact of FinTech on the financial industry and how it could be used to promote legitimate development in the global economy. It takes readers on an engaging tour of the field of FinTech, immersing them in a thorough investigation of the technological advancements, creative business models, and regulatory issues that define the FinTech landscape. The book begins by documenting the rise of FinTech, providing historical context, and highlighting key milestones. It delves into the numerous technologies that have fuelled the FinTech revolution and offers valuable insights into the ongoing evolution of the financial industry and its implications for individuals, businesses, and society. It explores topics such as microfinance, digital lending, social impact investing, and sustainable finance, signalling the ability of FinTech to foster financial inclusion, reduce poverty, and drive sustainable economic growth in developing economies. The book takes into account ethical as well as regulatory considerations, and the importance of striking a balance between innovation and consumer protection. The book offers a comparative regional perspective and provides case studies of successful FinTech organizations from across the world. It concludes by providing an in-depth exploration of future trends and predictions, with a specific focus on emerging technologies such as ChatGPT and their potential impact. This will be a useful reference for researchers, scholars, and students, concerned with the changing dynamics of the industry in an increasingly digital and interconnected world.
Author | : Jerome Yen |
Publisher | : Springer Nature |
Total Pages | : 1595 |
Release | : 2023-07-25 |
Genre | : Computers |
ISBN | : 9464631988 |
This is an open access book.With the rapid development of modern economy and Internet technology, the traditional financial industry has to develop Internet finance to provide better services and meet the needs of the times. It is against this background that the blockchain, relying on its special advantages (collective maintenance, reliable databases, and decentralization), provides the reliability to solve the credit risk of Internet finance, has an impact on institutions, trust mechanisms, risk control, etc. in the Internet finance industry, and has derived more new application scenarios, thus paving the way for the development of finance in the Internet era. Applying blockchain technology to the financial field can promote data information sharing, improve value transmission efficiency, and enhance database security. The financial market based on the decentralized system of blockchain technology can reduce the operating costs of financial institutions, improve economic efficiency, and solve problems such as information asymmetry. The new financial business model of "blockchain+finance" is conducive to improving the Internet credit reporting system, preventing and controlling Internet financial risks, and further realizing "financial disintermediation". At present, in China's financial field, blockchain technology has been applied and innovated in supply chain finance, cross-border payment, trade finance, asset securitization and other scenarios. To promote the exchange and development of blockchain, information technology and financial experts and scholars. The 2nd International Academic Conference on Blockchain, Information Technology and Smart Finance (ICBIS 2023) will be held in Hangzhou from February 17 to 19, 2023. This conference mainly focuses on the latest research on "blockchain, information technology and smart finance". This conference brings together experts, scholars, researchers and relevant practitioners in this field from all over the world to share research results, discuss hot issues, and provide participants with cutting-edge scientific and technological information, so that you can timely understand the development trends of the industry and master the latest technologies, broaden research horizons and promote academic progress.
Author | : Farhad Taghizadeh-Hesary |
Publisher | : Taylor & Francis |
Total Pages | : 357 |
Release | : 2022-12-28 |
Genre | : Business & Economics |
ISBN | : 1000807460 |
Innovative businesses and startups contribute to job creation, economic growth, and technological advancement in most countries. Finance helps nurture innovative firms like startups. Unfortunately, most startups and innovative projects cannot secure finance through the usual and conventional methods. This book goes beyond traditional financing to explore innovative ways to help finance startups and novel businesses. The book covers institutional innovation, innovation in products and processes, and the recent progress in financial innovations in various countries through empirical and case studies. It gives an in-depth look at regulatory, policy frameworks, and risk assessments for financial innovations. It also assesses the role of various innovations, including Fintech, machine learning, big data, scoring models, credit databases, digital platforms, credit guarantees in funding startups, and novel technologies. This book offers valuable insights into how policymakers can nurture a more conducive ecosystem for startups and technologies through innovative finance.
Author | : Mohd Naved |
Publisher | : John Wiley & Sons |
Total Pages | : 380 |
Release | : 2023-10-23 |
Genre | : Computers |
ISBN | : 1119905001 |
FINTECH and CRYPTOCURRENCY Dive into the world of fintech and cryptocurrency through the engaging perspectives of this diverse group of authors and uncover the intricate connections between technology, finance, and cryptocurrency that make this a must-have for anyone intrigued by the future of digital society. Digital currencies, decentralization of money, and the growth of new technologies like blockchain, the Internet of Things, and machine learning have produced new opportunities and difficulties for banking and finance, as well as users of these services in electronic commerce. New banking and finance technologies may improve operational efficiency, risk management, compliance, and client pleasure, but they can decrease barriers and introduce new concerns, such as cybersecurity risk. Cryptocurrencies with smart contracts for payments and trading, as well as AI systems with adaptive algorithms that allow picture and speech recognition, expert judgement, group categorization, and forecasting in a variety of fields, are instances of increased automation. Simultaneously, the potentials pose risks and raise regulatory concerns. The rise of blockchain technology and its widespread use have had a significant impact on the operation and management of digital systems. At the same time, researchers and practitioners have paid close attention to digital finance. Blockchain’s first applications were limited to the production of digital currency, but it has now been expanded to include financial and commercial applications. Innovative digital finance has had a huge impact on business and society since it has been extensively adopted by businesses and consumers. As a result, the goal of this edited book is to expand and deepen our knowledge of the business possibilities of novel blockchain and digital financial applications.