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H2O.ai > 实例探究 > H2O.ai Empowers MarketAxess to Innovate in Capital Markets
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H2O.ai Empowers MarketAxess to Innovate in Capital Markets

技术
  • 分析与建模 - 预测分析
  • 分析与建模 - 实时分析
适用行业
  • 金融与保险
适用功能
  • 销售与市场营销
用例
  • 质量预测分析
  • 实时定位系统 (RTLS)
服务
  • 数据科学服务
挑战
The lack of liquidity in bond markets has traditionally made predicting bond prices challenging. In order to provide higher transparency and find the most consistent and accurate prices to help traders become more confident as price makers, MarketAxess relied on machine learning to develop Composite+, a proprietary algorithmic pricing engine for corporate bonds that leverages a range of proprietary and industry data sources, with updates up to every 15 seconds.
关于客户
MarketAxess is the operator of a leading electronic trading platform for fixed-income securities and the provider of market data and post-trade services for the global fixed-income markets. MarketAxess’ Composite+, powered by H2O open source, delivers greater insight and price discovery in real-time, globally, for over 24,000 corporate bonds. Composite+ has won several awards for its use of AI including the Risk Markets Technology Award for Electronic Trading Support Product of the Year and the Waters Technology American Financial Technology Award for Best Artificial Intelligence Technology Initiative. MarketAxess is transforming itself to become an AI company in capital markets with H2O.ai.
解决方案
Powered by H2O-3, Composite+ applies artificial intelligence (AI) and machine learning to predict accurate two-way reference prices for more than 24,000 bonds globally. When the most proximate signals are missing, the Composite+ algorithm can still learn to triangulate less predictive features successively. Composite+ is designed to support a variety of trading functions such as pre-trade price discovery, liquidity provision, transaction cost analysis, auto-execution, and crossing. The pricing engine is seamlessly incorporated into all aspects of MarketAxess’ trading workflow, including within its all-to-all Open Trading™ marketplace and request for quote (RFQ) inquiry screens. It is also integrated into the company’s BondTicker® and Axess All® web-based data platforms.
运营影响
  • H2O-3 empowered Composite+ to transform low-quality data points into high-quality market data to drive automation and efficiency.
  • The solution that the MarketAxess team has developed over the years offers key benefits to their business.
  • At Scale: MarketAxess is able to reprice and track over 24,000 bonds globally.
数量效益
  • Composite+ increased the accuracy of pricing accuracy prediction and reduced model scoring errors on average by $.66 per bond.

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