Fintech In Financial Inclusion Machine Learning Applications In Assessing Credit Risk

Author : Majid Bazarbash
Publisher : International Monetary Fund
ISBN 13 : 1498314422
Total Pages : 34 pages
Book Rating : 4.28/5 ( download)

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Download or read book FinTech in Financial Inclusion: Machine Learning Applications in Assessing Credit Risk written by Majid Bazarbash and published by International Monetary Fund. This book was released on 2019-05-17 with total page 34 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advances in digital technology and big data have allowed FinTech (financial technology) lending to emerge as a potentially promising solution to reduce the cost of credit and increase financial inclusion. However, machine learning (ML) methods that lie at the heart of FinTech credit have remained largely a black box for the nontechnical audience. This paper contributes to the literature by discussing potential strengths and weaknesses of ML-based credit assessment through (1) presenting core ideas and the most common techniques in ML for the nontechnical audience; and (2) discussing the fundamental challenges in credit risk analysis. FinTech credit has the potential to enhance financial inclusion and outperform traditional credit scoring by (1) leveraging nontraditional data sources to improve the assessment of the borrower’s track record; (2) appraising collateral value; (3) forecasting income prospects; and (4) predicting changes in general conditions. However, because of the central role of data in ML-based analysis, data relevance should be ensured, especially in situations when a deep structural change occurs, when borrowers could counterfeit certain indicators, and when agency problems arising from information asymmetry could not be resolved. To avoid digital financial exclusion and redlining, variables that trigger discrimination should not be used to assess credit rating.

Author : Rajat Gera
Publisher : CRC Press
ISBN 13 : 1003804624
Total Pages : 179 pages
Book Rating : 4.28/5 ( download)

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Download or read book Artificial Intelligence, Fintech, and Financial Inclusion written by Rajat Gera and published by CRC Press. This book was released on 2023-12-29 with total page 179 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Yiping Huang
Publisher :
ISBN 13 : 9781513557618
Total Pages : 42 pages
Book Rating : 4.10/5 ( download)

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Download or read book Fintech Credit Risk Assessment for SMEs: Evidence from China written by Yiping Huang and published by . This book was released on 2020-09-25 with total page 42 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : El Bachir Boukherouaa
Publisher : International Monetary Fund
ISBN 13 : 1589063953
Total Pages : 35 pages
Book Rating : 4.52/5 ( download)

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Download or read book Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance written by El Bachir Boukherouaa and published by International Monetary Fund. This book was released on 2021-10-22 with total page 35 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Ms.Ratna Sahay
Publisher : International Monetary Fund
ISBN 13 : 1513512242
Total Pages : 83 pages
Book Rating : 4.42/5 ( download)

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Download or read book The Promise of Fintech written by Ms.Ratna Sahay and published by International Monetary Fund. This book was released on 2020-07-01 with total page 83 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Mr. Dmitry Gershenson
Publisher : International Monetary Fund
ISBN 13 : 1513592238
Total Pages : 77 pages
Book Rating : 4.37/5 ( download)

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Download or read book Fintech and Financial Inclusion in Latin America and the Caribbean written by Mr. Dmitry Gershenson and published by International Monetary Fund. This book was released on 2021-08-20 with total page 77 pages. Available in PDF, EPUB and Kindle. Book excerpt: Despite some improvement since 2011, Latin America and the Caribbean continue to lag behind other regions in terms of financial inclusion. There is no clear evidence that fintech developments have supported greater financial inclusion in LAC, contrary to what has been observed elsewhere in the world. Case studies by national policy experts suggest that barriers to entry in the financial sector, along with a constraining regulatory environment, may have hindered a faster adoption of fintech. However, fintech development seems to have accelerated in the wake of the COVID-19 pandemic and with the support of recent policy initiatives.

Author : Mr.Amadou N Sy
Publisher : International Monetary Fund
ISBN 13 : 1484385667
Total Pages : 61 pages
Book Rating : 4.61/5 ( download)

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Download or read book FinTech in Sub-Saharan African Countries written by Mr.Amadou N Sy and published by International Monetary Fund. This book was released on 2019-02-14 with total page 61 pages. Available in PDF, EPUB and Kindle. Book excerpt: FinTech is a major force shaping the structure of the financial industry in sub-Saharan Africa. New technologies are being developed and implemented in sub-Saharan Africa with the potential to change the competitive landscape in the financial industry. While it raises concerns on the emergence of vulnerabilities, FinTech challenges traditional structures and creates efficiency gains by opening up the financial services value chain. Today, FinTech is emerging as a technological enabler in the region, improving financial inclusion and serving as a catalyst for the emergence of innovations in other sectors, such as agriculture and infrastructure.

Author : Ms.Ratna Sahay
Publisher : International Monetary Fund
ISBN 13 : 1513512242
Total Pages : 83 pages
Book Rating : 4.42/5 ( download)

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Download or read book The Promise of Fintech written by Ms.Ratna Sahay and published by International Monetary Fund. This book was released on 2020-07-01 with total page 83 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Ms.Inutu Lukonga
Publisher : International Monetary Fund
ISBN 13 : 1484376544
Total Pages : 51 pages
Book Rating : 4.46/5 ( download)

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Download or read book Fintech, Inclusive Growth and Cyber Risks: Focus on the MENAP and CCA Regions written by Ms.Inutu Lukonga and published by International Monetary Fund. This book was released on 2018-09-11 with total page 51 pages. Available in PDF, EPUB and Kindle. Book excerpt: Financial technology (fintech) is emerging as an innovative way to achieve financial inclusion and the broader objective of inclusive growth. Thus far, fintech in the MENAP and CCA remains below potential with limited impact on financial inclusion. This paper reviews the fintech landscape in the MENAP and CCA regions, identifies the constraints to the growth of fintech and its contribution to inclusive growth and considers policy options to unlock the potential.

Author : Christoph Molnar
Publisher :
ISBN 13 :
Total Pages : 318 pages
Book Rating : 4.30/5 ( download)

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Download or read book Interpretable Machine Learning written by Christoph Molnar and published by . This book was released on 2022 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Machine learning has great potential for improving products, processes and research. But computers usually do not explain their predictions which is a barrier to the adoption of machine learning. This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. The focus of the book is on model-agnostic methods for interpreting black box models such as feature importance and accumulated local effects, and explaining individual predictions with Shapley values and LIME. In addition, the book presents methods specific to deep neural networks. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project. Reading the book is recommended for machine learning practitioners, data scientists, statisticians, and anyone else interested in making machine learning models interpretable."--Cover.