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Drew Gustovich

@drewgustovich

Quant trading engineer developing adaptive trading algorithms with live market data, statistical signal scoring, and multi-venue execution.

United States
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I developed an automated statistical trading system that pulls live price data through APIs and uses historical market data to score signals, optimize portfolios, and support multi-venue execution. The system uses intraday indicators to respond to movements within the trading day.

To address drawdown and improve how the system captures price excursions, I added MFE decay exit logic and rolling peak tracking, and tuned buy thresholds and exit parameters. I also worked on adaptive signal confidence and exit-lag learning, using logged trade data and regime metadata to inform trading heuristics.

I’m developing rolling statistical calibration for price features and testing whether the spread between fast and historical probability signals contains predictive information. My related interests include quantum computing in finance, including exploring probability learners as quantum circuits with IBM Qiskit.

Experience

Work history, roles, and key accomplishments

SE

Quant/Trading Engineer

Self Employed

Developed automated statistical financial systems and algorithms for latency-sensitive trading, including live price data APIs, historical market data analysis, portfolio optimization, and multi-venue execution optimization. Implemented adaptive exit logic and statistical learning features to improve signal confidence and reduce drawdowns.

Education

Degrees, certifications, and relevant coursework

Stanford University logoSU

Stanford University

An Introduction to Statistical Learning, Statistical Learning

Studied statistical learning with applications in Python, as taught by Trevor Hastie and Robert Tibshirani.

TW

Thomas G. Wong

Introduction to Classical and Quantum Mechanics, Physics

Studied introductory classical and quantum mechanics.

Tech stack

Software and tools used professionally

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