I bridge the gap between complex financial markets and actionable insights through advanced modeling, risk management simulations, and strategic analysis.
• Product Structuring: Tailored bespoke securities services for a $10B hedge fund
client.
• Pricing Models: Contributed to service pricing analysis using comparative market
data.
• Client Solutions: Collaborated with product teams to customize workflows for hedge
funds.
• Sales Support: Prepared pitch decks and financial analytics for senior sales
presentations.
• System QA: Identified 20+ bugs in cash trading systems during UAT/regression
testing.
• Settlement Support: Investigated trade breaks and assisted in daily reconciliation.
• Operations: Monitored system alerts and escalated critical issues during market
hours.
• Automation: Utilized Python for operational efficiency enhancements.
• Platform Ops: Monitored daily trading platform operations and crypto assets.
• Growth: Coordinated events leading to a 40% increase in daily trading volume
($4.5B).
• Analytics: Analyzed user behavior using SQL and Python to optimize campaigns.
• Built Monte Carlo simulation for credit risk of 200+ China Local Government Bonds.
• Automated monthly investment reporting using VBA scripts.
• Developed Python web scrapers for market sentiment analysis using LLMs.
• Contributed to Web 3.0 banking product development and stablecoin services.
• Analyzed financial statements for 20+ SME loan applications.
Comprehensive balance sheet analysis, cash flow modeling, and investment strategy formulation.
Advanced credit risk assessment using Monte Carlo simulations and VaR modeling.
Building automated tools and data pipelines using Python, VBA, SQL, and C++.
Leveraging LLMs for sentiment analysis and automating financial reporting workflows.
BSc in Quantitative Finance (Exp. Dec 2025)
Regression models confirming statistical significance between Google Search Volume Index (SVI) and retail investor trading activity.
Simulated credit risk for 200+ China Local Government bonds using Wind Terminal data to predict default probabilities.
Developed banking product frameworks for Virtual Asset Trading Platforms and stablecoin issuers at ZA Bank.
