Evaluating the Impact of Regulatory Frameworks on Risk Management Practices and Fraud Detection Technologies in High-Frequency Trading Environments
Abstract
This paper examines the impact of regulatory frameworks on risk management practices and fraud detection technologies in high-frequency trading (HFT) environments. As HFT continues to evolve, it poses unique risks to market stability and integrity, necessitating advanced risk management techniques and sophisticated fraud detection systems. The study analyzes key regulatory frameworks such as the SEC's Market Access Rule and MiFID II in Europe, evaluating their effectiveness in mitigating risks associated with HFT. It also explores technological advancements in fraud detection, including artificial intelligence, machine learning, and blockchain, highlighting their role in combating market manipulation and insider trading. Finally, the paper discusses the ongoing challenges and the need for continuous innovation in both regulation and technology to ensure market integrity.
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