Machine Learning and Artificial Intelligence Method for FinTech Credit Scoring and Risk Management

Jewel Kumar Roy, László Vasa
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Abstract

The ever-changing landscape of financial technology has undergone significant changes owing to advancements in machine learning, artificial intelligence, blockchains, and digitalization. These changes have had a profound impact on the provision of financial services, specifically, credit scoring and lending. This study examines the intersection of financial technology, artificial intelligence, machine learning, blockchain, and digitalization in the context of credit services with a focus on credit scoring and lending. This study addressed three main research questions: The research followed a comprehensive methodology, considering factors such as population, intervention, comparison, outcomes, and setting to ensure that collected data aligns with research objectives. The research questions were structured using the PICOS framework, and the PRISMA model was used for the systematic review and study selection. The publications analysed covered a wide range of datasets and methodologies.
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用于金融科技公司信用评分和风险管理的机器学习和人工智能方法
由于机器学习、人工智能、区块链和数字化的进步,金融技术领域日新月异的格局发生了重大变化。这些变化对金融服务的提供,特别是信用评分和借贷产生了深远影响。本研究探讨了信贷服务中金融技术、人工智能、机器学习、区块链和数字化的交叉点,重点关注信用评分和借贷。本研究探讨了三个主要研究问题:研究采用综合方法,考虑了人口、干预、比较、结果和环境等因素,以确保收集的数据与研究目标相一致。研究问题的结构采用了 PICOS 框架,系统回顾和研究选择采用了 PRISMA 模型。所分析的出版物涵盖了各种数据集和方法。
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来源期刊
CiteScore
2.30
自引率
27.30%
发文量
35
期刊介绍: The main objective of the International Journal of Business Analytics (IJBAN) is to advance the next frontier of decision sciences and provide an international forum for practitioners and researchers in business and governmental organizations—as well as information technology professionals, software developers, and vendors—to exchange, share, and present useful and innovative ideas and work. The journal encourages exploration of different models, methods, processes, and principles in profitable and actionable manners.
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