Fintech In Financial Inclusion Machine Learning Applications In Assessing Credit Risk

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Fintech In Financial Inclusion Machine Learning Applications In Assessing Credit Risk
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Author : Majid Bazarbash
language : en
Publisher: International Monetary Fund
Release Date : 2019-05-17
Fintech In Financial Inclusion Machine Learning Applications In Assessing Credit Risk written by Majid Bazarbash and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-17 with Business & Economics categories.
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.
The Promise Of Fintech
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Author : Ms.Ratna Sahay
language : en
Publisher: International Monetary Fund
Release Date : 2020-07-01
The Promise Of Fintech written by Ms.Ratna Sahay and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-01 with Business & Economics categories.
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.
Fintech In Sub Saharan African Countries
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Author : Mr.Amadou N Sy
language : en
Publisher: International Monetary Fund
Release Date : 2019-02-14
Fintech In Sub Saharan African Countries written by Mr.Amadou N Sy and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-14 with Business & Economics categories.
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.
Fintech And Cryptocurrency
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Author : Mohd Naved
language : en
Publisher: John Wiley & Sons
Release Date : 2023-10-23
Fintech And Cryptocurrency written by Mohd Naved and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-23 with Computers categories.
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.
Artificial Intelligence For Financial Risk Management And Analysis
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Author : Derbali, Abdelkader Mohamed Sghaier
language : en
Publisher: IGI Global
Release Date : 2025-04-08
Artificial Intelligence For Financial Risk Management And Analysis written by Derbali, Abdelkader Mohamed Sghaier and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-08 with Business & Economics categories.
The revolution of artificial intelligence (AI) impacts various business sectors, including accounting and finance. Machine intelligence is on the rise in human interaction, as novel technologies automate tasks and enhance human capabilities at an increasingly rapid rate. While AI has the potential to assist in the identification and management of risks, such as in financial risk measurement, analysis, and management, the disruptive nature of these emerging technologies introduces new and complex scenarios. Utilizing these technologies to facilitate decision-making processes could result in biased, inequitable, and unreliable decisions, giving rise to concerns regarding data, privacy, and security. Further research is necessary to understand the implications of AI in financial practices. Artificial Intelligence for Financial Risk Management and Analysis delves into the most recent advancements in AI technologies that facilitate risk analysis and decision-making. It examines the potential risks these technologies pose to individuals, businesses, and establishments. Covering topics such as firm management, automation, and long short-term memory (LSTM) networks, this book is an excellent resource for financial advisors, banking professionals, computer scientists, professionals, researchers, academicians, and more.
Decentralized Finance And Tokenization In Fintech
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Author : Vardari, Luan
language : en
Publisher: IGI Global
Release Date : 2024-06-17
Decentralized Finance And Tokenization In Fintech written by Vardari, Luan and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-17 with Business & Economics categories.
In the sector of modern finance, a new issue emerges the fragility of traditional financial systems in the face of technological evolution. The march of time has brought forth formidable challenges, shaking the foundations of age-old norms. This evolving financial paradigm grapples with challenges such as trust issues, geographical limitations, and exclusivity. In response to these challenges, Decentralized Finance and Tokenization in FinTech offers profound insights and solutions to navigate the complexities of this era. This book delves into the disruptive forces of Decentralized Finance (DeFi) and the revolutionary nature of Tokenization, ultimately paving the way toward a decentralized future. This comprehensive resource seeks to contribute significantly to current research and understanding in the realms of DeFi and Tokenization. It serves as an educational cornerstone, providing in-depth insights into fundamental concepts, technologies, and applications for both newcomers and seasoned professionals. By demystifying technical complexities, addressing challenges, and analyzing comparative advantages, the book empowers readers to navigate the evolving landscape. From decentralized governance models to global perspectives on DeFi, it fosters thought leadership and inspires discussions on the societal, economic, and technological impacts of decentralized finance and tokenization.
Research Handbook On Public Financial Management
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Author : Komla Dzigbede
language : en
Publisher: Edward Elgar Publishing
Release Date : 2023-08-14
Research Handbook On Public Financial Management written by Komla Dzigbede and has been published by Edward Elgar Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-14 with Political Science categories.
This scholarly Research Handbook captures key observations and analyses within the field of public financial management. It offers much-needed insights into possible future research ventures while presenting contemporary summaries of past studies in this ever-evolving field.
Nepal
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Author : International Monetary Fund. Asia and Pacific Dept
language : en
Publisher: International Monetary Fund
Release Date : 2020-04-06
Nepal written by International Monetary Fund. Asia and Pacific Dept and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-06 with Business & Economics categories.
This Selected Issues paper on Nepal measures the extent to which Nepal’s households change their expenditure patterns and labor supply in response to remittances, using the Nepal Household Risk and Vulnerability Survey—2016 and employing a propensity score matching method. This study provides stylized facts on migrant workers and remittance-recipient households (HH), and then analyzes the effect of remittances on HHs' expenditure patterns and labor supply. Reliance on remittances, both at the macro and household levels, makes Nepal highly vulnerable to shifts that could diminish remittance inflows. The slowdown in growth of remittances has been significant since 2016, owing to weak economic performance in major remittance-sending economies and less outward migration. This study also analyzes the effect of remittances on labor market participation of left behind household heads, using a propensity score matching method. The results show that remittances have supported greater consumption of productive goods (such as durable goods, education and health), without discouraging labor supply of remittance-receiving family members.
The Routledge Handbook Of Accounting For The Sustainable Development Goals
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Author : Andrea Venturelli
language : en
Publisher: Taylor & Francis
Release Date : 2024-11-05
The Routledge Handbook Of Accounting For The Sustainable Development Goals written by Andrea Venturelli and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-05 with Business & Economics categories.
The introduction of Agenda 2030 and its 17 Sustainable Development Goals (SDGs) has traced a path for private and public entities interested in pursuing sustainable development. This handbook identifies the recent challenges in accounting research and the SDGs by exploring the evolutionary pathways and future direction of sustainability reporting. It explores the role of businesses as contributors to Agenda 2030 by assuming a multidisciplinary approach and provides a measure of organisations' contributions to the SDGs through the understanding of business strategies and policies on Agenda 2030 integration. The book represents a substantial and multi-faceted contribution to the debate on SDGs accounting by assembling international scholars and practitioners to effectively explore the practice and theory revolving around the current state of the art and highlight future research pathways. By providing a comprehensive evaluation of accounting for the Sustainable Development Goals, this volume will appeal to a wide variety of readers, from students, scholars, researchers, practitioners and policymakers interested in increasing their awareness of Agenda 2030 and offers a significant contribution to the evolution of accounting practices.
The Digital Disruption Of Financial Services
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Author : Ewa Lechman
language : en
Publisher: Taylor & Francis
Release Date : 2021-11-29
The Digital Disruption Of Financial Services written by Ewa Lechman and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-29 with Business & Economics categories.
This book contributes to the present state of knowledge, offering the reader broad evidence on how new digital technologies impact financial systems. It focuses on both macro- and micro-perspectives of ICT influence on financial markets. The book demonstrates how ICT can impact trading systems or information systems, which are crucial for financial systems to work effectively. It also shows how individuals can benefit from the adoption of digital technologies for everyday financial (e.g., banking) systems usage. The book provides empirical evidence of how digital technologies revolutionize the banking sector and stock exchange trading system and explores the associations between technology and various aspects of firms’ functioning. Furthermore, it raises elements of financial inclusion, ICT-based microfinance service and finance-related gender issues. The principal audience of the book will be scholars and academic professionals from a wide variety of disciplines, particularly in the fields of finance and economics. It will be especially useful for those who are addressing the issues of new technologies and the financial markets, FinTech, financial innovations, stock markets, and the role of technological progress in a broadly defined socio-economic system. It will be a valuable source of knowledge for graduate and postgraduate students in economic and social development, information and technology, worldwide studies, social policy or comparative economics.