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Risk Optimization: Enhancing Risk-Adjusted Portfolio Returns Through Tech-Powered Credit Insights and Domain Expertise

Hedge Funds
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Business Situation

A global asset management firm held long positions in Chinese real estate bonds but lacked real-time intelligence to assess regulatory risks. Given the sector’s high volatility, the client sought an automated, data-driven approach to tracking regulatory risks, financial metrics, and market sentiment, enabling proactive risk mitigation. 

To achieve real-time investment intelligence, the client aimed to deploy augmented analytics and automation tools that would deliver:  

  • Artificial intelligence (AI)-powered news tracking for Chinese real estate developers.   
  • Real-time sentiment analysis to detect potential investment risks.   
  • Integration with the client’s risk management framework to enhance portfolio monitoring.

SGA Approach

  • Real-Time News Monitoring and Sentiment Tracking: Implemented an AI-driven tracker to continuously scan updates on regulations, industry events, company filings, and analyst reports to identify impactful, market-moving events.
  • Automation-Driven Data Aggregation: Deployed our proprietary intelligent data extraction and analysis tool (IDEAT) to extract, process, and categorize relevant information for real-time alert generation.
  • Portfolio Optimization: Assessed the impact of several events, including changing regulations affecting debt-heavy developers, and identified short opportunities to improve risk-adjusted portfolio returns.​
  • AI-Driven TechnoFunda Impact Analysis: Combined fundamental research with AI-powered, quantitative analytics to quantify the expected impact of regulatory changes on Chinese real estate bonds.

Key Takeaways

  • Enhanced Portfolio Returns: Avoided a loss of $100 million through the timely exit from China real estate positions.
  • Efficient Risk Optimization: Delivered alerts 50% quicker than earlier, enabling effective risk management using automated tracking and early warning signals.
  • Scalability: Optimized the tool to support broader asset classes, geographies, and industries, enhancing efficiency in portfolio monitoring across the firm.

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AI - Artificial Intelligence Asset Management Firms Capital Markets Data Hedge Funds Research Tech

About SG Analytics

SG Analytics (SGA) is a leading global data and AI consulting firm delivering solutions across AI, Data, Technology, and Research. With deep expertise in BFSI, Capital Markets, TMT (Technology, Media & Telecom), and other emerging industries, SGA empowers clients with Ins(AI)ghts for Business Success through data-driven transformation.

A Great Place to Work® certified company, SGA has a team of over 1,400 professionals across the U.S.A, U.K, Switzerland, Poland, and India. Recognized by Gartner, Everest Group, ISG, and featured in the Deloitte Technology Fast 50 India 2024 and Financial Times & Statista APAC 2025 High Growth Companies, SGA delivers lasting impact at the intersection of data and innovation.

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