The Trading Stack
The directory for trading tools, resources, and people.

Goshawk Trades
Data‑driven, algorithmic trader offering systematic strategy insights and automated trading education.

Who Is Goshawk Trades?
Goshawk Trades, run by Mounir, is a systematic trading specialist and software engineer who has built over 9 live trading algorithms in just four years. He focuses on data-driven execution, robust backtesting, and scaling automated strategies—sharing the process transparently to help traders adopt a quantitative mindset.
Mounir posts detailed thread breakdowns on X, hosts podcast episodes, and creates educational content covering backtesting, parameter sensitivity, and portfolio-level risk management.
Why Goshawk Trades Stands Out
- Demonstrated results: “I run a $100,000+ portfolio of automated trading strategies. I execute zero manual trades.”
- Young, intense focus: at 23 he reported 23.57% monthly returns after 5,000+ hours of algo development
- Deep algorithmic education: regularly explores topics like parameter sensitivity, sample size, and why simple strategies often outperform
- Community impact: helped over 150 traders go from idea to live systems—some now managing six-figure portfolios
- Guest expert: featured on trading podcasts discussing system design, backtesting, and real-world implementation
Core Focus & Offerings
- Systematic strategy design – from idea to live deployment
- Educational threads – insights on backtesting, edge validation, and strategy scaling
- Podcast appearances – deep dives into building and running automated portfolios
- Community mentoring – supporting traders in coding and managing live algo strategies
Best For
- Traders pivoting from discretionary to systematic trading
- Anyone building or refining automated strategies
- Quants focused on data integrity, robust testing, and real capital execution
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