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Quantitative Trader | Reinforcement Learning & Systematic Trading | Real-World Decision Systems & Portfolio Optimization
I build and deploy systematic trading strategies that operate under real market conditions. My work is centered on a simple idea: in trading, the primary challenge is not predicting prices, but deciding when and how to deploy capital under uncertainty. Over the past decade, I’ve developed reinforcement learning and statistical frameworks to optimize portfolio construction, action timing, and strategy selection across evolving market conditions. I specialize in taking ideas from research into live production systems. Rather than optimizing models in isolation, I deploy strategies, observe their behavior under real market conditions, and iteratively refine them to improve robustness and performance. My approach combines: * Reinforcement learning and neuroevolution for decision-making * Walk-forward, out-of-sample validation to maintain robustness * A focus on portfolio-level optimization rather than standalone signals Historically, I led systematic FX trading at Bank of America and was the largest interbank FX trader globally during the early development of electronic markets. More recently, I’ve focused on scalable medium-frequency systematic strategies across FX, commodities, equity index futures, and cryptocurrencies. I’m particularly interested in roles where I can contribute to: * Systematic trading and portfolio construction * Improving real-world performance of quantitative strategies * Bridging research and production in live trading environments
London Business School
MiF, Finance
January 1, 2000 – January 1, 2002
Carleton College
BA, Physics
January 1, 1992 – January 1, 1996
London Business School
Master of Business Administration
N/A – Present
Sharada Capital Management, LLC
Quantitative Trader and Researcher
April 1, 2024 – Present
Whitefish, Montana, United States · Remote
HENNING & CAREY TRADING CO
Trader
May 1, 2023 – April 1, 2024
Remote · Remote
HC TECH
Quantitative Trader
May 1, 2023 – April 1, 2024
Self Employed
Machine Learning Engineer, Technology Consultant, Independent Trader
July 1, 2016 – April 1, 2023
Whitefish, Montana, United States
Microsecond Trading Software Pte Ltd
Director, Algorithmic Trader
July 1, 2011 – June 1, 2016
Singapore
KOMODO CAPITAL MANAGEMENT PTE LTD
Head of Trading
March 1, 2008 – June 1, 2011
KOMODO CAPITAL MANAGEMENT PTE LTD
Partner, Head of Quantitative Trading
February 1, 2008 – June 1, 2011
Bank of America
Managing Director, Head of Systematic FX Trading
February 1, 2001 – November 1, 2007
London
State Street Bank
Vice President, Global Link Project Manager
July 1, 1996 – February 1, 2001
Greater Boston
STATE STREET BANK & TRUST COMPANY
Vice President Project
July 1, 1996 – February 1, 2001
Cultural Fit Analysis
The candidate's career is heavily focused on quantitative finance, algorithmic trading, and machine learning within financial markets. While this demonstrates deep specialization, the target role of 'Data Analyst' might represent a significant shift from their primary expertise in high-frequency trading and strategy development. The breadth of skills is concentrated within a specific domain, which may limit cultural fit for a broader data analyst role that requires diverse industry exposure or different analytical tools beyond financial modeling. The lack of explicit project diversity outside of trading could be a concern for a general data analyst position.
Soft Skills & Operational Fit
The candidate's extensive experience in leading teams, managing projects, and operating complex trading systems suggests strong operational capabilities and leadership potential. The descriptions of managing live capital, focusing on risk control, and maintaining communication with support desks indicate a high degree of responsibility and attention to detail. The entrepreneurial background also points to self-motivation and problem-solving skills.