The Algorithmic Advantage

The Algorithmic Advantage
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Dec 18, 2025 • 1h 35min

047 - Tom Starke - The Basics of Building a Strategy Development Pipeline

Tom Starke, a quantitative trading practitioner, shares insights on creating a successful strategy-development pipeline. He emphasizes the importance of setting realistic trading expectations and the role of robustness over perfection. Starke discusses the benefits of strategy breadth to enhance performance, as well as managing transaction costs and market microstructure challenges. He also highlights the necessity of hypothesis testing before backtesting, suggesting a data-driven approach to trading that combines simplicity with effective risk management.
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8 snips
Dec 11, 2025 • 1h 45min

046 - Tom Starke - Institutional Quant Trading Fundamentals

Tom Starke, a quant trader with a PhD, dives into the intricate world of institutional trading. He highlights the drastic mindset shift from retail to institutional trading, emphasizing a rigorous, data-driven research approach. Starke warns against common pitfalls like overfitting and analysis paralysis that many retail traders face. He shares the importance of defining clear trading objectives and the value of robust strategy testing. Also, he discusses the significance of continuous learning and staying ahead in the evolving landscape of quantitative finance.
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21 snips
Dec 3, 2025 • 1h 6min

045 - Rob Hanna - Trading the VIX in a Diversified Portfolio

Rob Hanna, a seasoned quantitative trader and founder of Quantifiable Edges, dives into his evolution from discretionary trading to systematic strategies. He discusses the vital role of VIX trading in hedging against market crises, emphasizing the importance of the futures curve in his models. Rob shares insights on mean-reversion strategies, managing tail risks, and the intricacies of backtesting VIX options. From employing diverse models to navigating sector exposure, his extensive experience offers valuable lessons for traders looking to optimize their portfolios.
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22 snips
Oct 28, 2025 • 1h 31min

044 — Nick Radge: Want Big Fish? You'll Need a Bigger Rod

In this enlightening discussion, Nick Radge, an experienced Australian systematic trader and founder of The Chartist, shares his insights on trading psychology and strategy. He highlights the importance of robust, momentum-driven systems and discusses the pro versus amateur mindset in trading. Nick delves into his shift from futures to equities, his nine long-only strategies, and the crucial concept of sequence risk, especially as one approaches retirement. He emphasizes patience and the need to stick to one’s process to capture outliers and long-term gains.
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34 snips
Oct 1, 2025 • 1h 49min

043 - Brent Penfold - Can Pre-Historic Strategies Still Make 30%pa?

Brent Penfold, an experienced futures trader and strategy developer with over 40 years in the markets, discusses timeless trading wisdom. He argues that simple, historical strategies can yield consistent returns today. Brent highlights the importance of diversification and disciplined portfolio management across 30 futures markets with diverse models. He shares insights into emotional trading biases, the transition from discretionary to mechanical trading, and the role of trend versus mean reversion strategies, all aimed at building robust, efficient trading systems.
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33 snips
Aug 21, 2025 • 1h 28min

042 - Laurens Bensdorp II - Building Strategies with Purpose

Laurens Bensdorp, an architect of innovative portfolios and author of 'Trading Retirement Accounts', shares his expertise on systematic trading. He discusses the importance of combining strategies like trend following and mean reversion to create robust portfolios. Listeners will learn about Parrondo's paradox, which reveals how mixing losing investments can yield positive outcomes. Laurens emphasizes capital allocation, the dangers of over-optimization, and the necessity of maintaining diverse strategies for resilience amid market fluctuations.
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23 snips
Jun 13, 2025 • 55min

Episode 041 - Cesar Alvarez - A Novel Way to Combine Trend, Reversion, ETFs, Volatility & More!

Cesar Alvarez, a veteran quantitative trader and founder of Alvarez Quant Trading, shares his profound journey from discretionary to systematic trading. He discusses innovative mean reversion strategies and the importance of adaptability in volatile markets. Alvarez reveals his dynamic portfolio management techniques, including tactical ETF strategies and when to retire ineffective trading methods. He also emphasizes using robust testing to avoid overfitting, making this a treasure trove for systematic traders seeking practical insights.
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5 snips
May 27, 2025 • 1h 17min

040 - Pavel Kycek - Generating Insane Returns with Quant Crypto Trading

Pavel Kycek from Robuxio, an expert in quantitative crypto trading, shares his insights on generating impressive returns through innovative portfolio strategies. He discusses blending mean reversion and momentum techniques while managing the volatility inherent to crypto markets. Pavel emphasizes the significance of robust trading systems and adaptable strategies for navigating market complexities. He also touches on the contrast between sustainable investments like Bitcoin and speculative altcoins, providing listeners with a deeper understanding of the crypto landscape.
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May 16, 2025 • 58min

039 - Brett Steenbarger - Mental Keys to Quantitative Trading Success

Brett Steenbarger, a psychologist and performance coach for traders, reveals how mindset significantly impacts quantitative trading. He argues that emotional factors and creativity are critical for success, likening systematic trading to a Formula 1 pit crew that balances precision with real-time adaptability. The conversation dives into the debate of nature versus nurture in trading skills, the importance of teamwork, and the necessity of self-reflection for improvement. Steenbarger also emphasizes fostering creativity to enhance trading strategies, cautioning against the risks of complacency.
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May 7, 2025 • 1h 46min

038 - Andrea Unger - 672% Returns? Sure! Would You Like Some Risk with That?

Andrea Unger, a four-time World Trading Champion, shares insights from his impressive journey, including a jaw-dropping 672% return during a trading competition. He emphasizes the importance of robust trading strategies, risk management, and adapting to market changes. Unger discusses the evolving world of systematic trading, the complexities of trading strategies, and how account size can affect performance. He also dives into the intricacies of backtesting and portfolio construction, providing a masterclass in navigating the dynamic futures market.

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