信息治理在降低稳定币交易中的金融犯罪风险中的作用

O. J. Okunleye
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引用次数: 0

摘要

本研究探讨了信息治理在降低稳定币交易中的金融犯罪风险方面的作用。研究使用了多种分析技术,包括简单线性回归、使用 NLP 工具的情感分析、逻辑回归和机器学习模型,评估了信息治理对创新、用户信任、金融犯罪和综合合规措施有效性的影响。研究结果表明,严格的信息治理法规会减少创新,但会增强市场稳定性和用户信任度。健全的治理与用户采用率的提高密切相关,而稳定币较高的匿名性则与较高的金融犯罪率有关。与单独的方法相比,将 "了解你的客户"/"遵守反洗钱法 "与交易监控结合起来,能显著提高金融犯罪的发现和预防能力。这些见解为政策制定者、监管机构和金融机构制定战略提供了宝贵的指导,从而在稳定币市场的创新与增强安全性和合规性之间取得平衡。
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The Role of Information Governance in Mitigating Financial Crime Risks in Stablecoin Transactions
This study investigates the role of information governance in mitigating financial crime risks in stablecoin transactions. Using a variety of analytical techniques, including simple linear regression, sentiment analysis with NLP tools, logistic regression, and machine learning models, the research evaluates the impact of information governance on innovation, user trust, financial crimes, and the effectiveness of combined compliance measures. The findings indicate that strict information governance regulations reduce innovation but enhance market stability and user trust. Robust governance correlates strongly with increased user adoption, while higher anonymity features in stablecoins are linked to a higher incidence of financial crimes. Integrating KYC/AML compliance with transaction monitoring significantly improves the detection and prevention of financial crimes compared to standalone approaches. These insights provide valuable guidance for policymakers, regulatory authorities, and financial institutions to develop strategies that balance innovation with enhanced security and compliance in the stablecoin market.
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