

The Algorithmic Advantage
The Algorithmic Advantage
The Algorithmic Advantage is a podcast about quantitative trading and investing. We're here to expand the toolkit of the quant-trading community and introduce investors to the many advantages of systematic trading. Our goal is to educate and inspire as we embark on a captivating journey into the vast knowledge and experience of leading portfolio managers and other experts in the field! www.algoadvantage.io
Episodes
Mentioned books

59 snips
Apr 24, 2025 • 59min
037 - Kevin Davey II - Selecting Optimal Strategies for Peak Performance
Kevin Davey, a systematic trader with expertise in quantitative testing and strategy design, dives into trading frameworks for consistency and longevity. He emphasizes the importance of walk forward analysis and its role in refining strategies while avoiding overfitting. The discussion highlights risk management, psychological preparedness, and technology's impact on portfolio construction. Davey shares personal insights, including the necessity of tenacity and continuous learning, making a case for diversified algorithmic trading over discretionary methods.

19 snips
Apr 18, 2025 • 1h 10min
036 - Kevin Davey Part I - It's All About Process in Algo Trading
Kevin Davey, an algorithmic futures trader with three decades of experience, shares his insights on trading processes and improvement techniques. He emphasizes the necessity of a structured approach, discussing rigorous validation methods like walk-forward testing and Monte Carlo simulations. Davey also explores market diversity, from grains to cocoa, highlighting the importance of adaptation and robust risk management. He stresses that success in the unpredictable market relies on disciplined strategies rather than mere past successes.

17 snips
Mar 29, 2025 • 1h 21min
035 - Bob Pardo II - Building Trading Strategies that Work with Walk Forward Analysis
Bob Pardo, a leading expert in quantitative trading and author of "The Evaluation and Optimization of Trading Strategies," shares insights on building effective trading strategies. He discusses the pitfalls of over-optimization in using historical data and introduces Walk-Forward Analysis as a solution. The conversation touches on adapting strategies to changing market conditions, the importance of robust parameter selection, and mastering psychological challenges. Pardo also highlights the significance of realistic performance metrics for traders aiming for success.

14 snips
Mar 19, 2025 • 1h 28min
034 - Intra-Day, High-Octane, Robust Futures Trading - Bob Pardo - Part 1 of 2
Bob Pardo, a veteran trader with decades of experience and a pioneer in walk-forward analysis, shares invaluable insights into trading strategies. He discusses the pitfalls of over-optimization and the importance of adaptability in trading methods. Pardo delves into the evolution of his XT99 strategy and how market dynamics shape trading decisions. He emphasizes the critical role of extensive data in developing robust intraday trading strategies and the significance of diversification in futures trading. Expect practical tips and philosophical insights that resonate with aspiring traders.

30 snips
Feb 19, 2025 • 1h 42min
033 - Rob Carver - The Comprehensive Guide to a Diversified Futures Strategy
Rob Carver, a seasoned trader and author of systematic trading books, shares his expertise on crafting a diversified futures portfolio. He delves into crucial strategies like market selection, dynamic optimization, and the significance of capital allocation. Carver also discusses innovative methods for diversifying with limited funds, the evolution of trading practices, and the importance of volatility adjustments for effective trading. His insights on balancing risk and managing costs provide a treasure trove for traders eager to master futures.

Jan 24, 2025 • 1h 21min
032 - Dr Ernest Chan - The Breakthrough Uses of Machine Learning in Risk Management
Building Better Strategies with Good Science
It was strangely comforting talking to Ernie Chan. Whilst I was completely out of my depth talking about AI and Machine Learning, I came away broadly reinforced in my own belief that great trading still requires a human touch, and that the best niche's in the market are best discovered by applying a certain kind of wisdom, experience and competitive approach. The machine learning techniques and computer power needed to make them work are, however, quickly catching up, so how long we have is anyone's guess.
For now, however, even Ernie is on the same page: that causal strategies (ones you can say 'why' they work) are still superior, more robust, easier to tweak if they should begin to decay. Furthermore, diversification across strategy types is key, merging long and short vol strategies, diversifying between trend and mean reversion. Avoiding over-fitting these strategies is best done by applying the scientific method: create a hypothesis of what should work in the market, then try to invalidate it with a logical analysis of the data. Well, that's nicely validating for my approach, so I'm happy.
More detail / notes over at www.thealgorithmicadvantage.com

64 snips
Dec 12, 2024 • 1h 17min
031 - PJ Sutherland - The Complementary Dynamics of Mean Reversion and Trend-Following Strategies
PJ Sutherland, a portfolio manager at Sutherland Capital Management, shares his expertise in short-term equities trading, focusing on mean reversion and trend-following strategies. He discusses the balance between emotional trading and data-driven decision-making. Insights into the importance of position sizing are shared, especially from the meme stock craze. Sutherland emphasizes the synergy between mean reversion and trend strategies to mitigate risks and enhance trading success. He also touches on the emotional challenges traders face and the need for tailored trading engines.

Dec 4, 2024 • 1h 37min
030 - Wayne Himelsein - Logica Capital Advisors
Wayne Himelsein, the President and CIO of Logica Capital Advisors, specializes in long volatility options trading strategies. He discusses the balance of systematic rigor with human oversight in trading. Wayne explains his gross long volatility approach, focusing on full protection during market downturns. He also highlights the importance of navigating realized and unrealized volatility, and the psychological aspects of market behavior. Wayne offers practical tips for new options traders, emphasizing foundational knowledge and strategic adaptability.

Nov 20, 2024 • 1h 22min
029 - Jason Buck - Mutiny Funds - Building a Cockroach Portfolio
Jason Buck, Founder and CIO of Mutiny Funds, sheds light on the innovative 'Cockroach Portfolio' strategy designed to thrive in diverse market conditions. He emphasizes the blend of defensive and offensive tactics for robust, long-term capital growth. Buck discusses the importance of adaptability and volatility management, grounding his insights in risk mitigation principles. He also navigates complex trading strategies and stresses the significance of education for investors in understanding market intricacies while avoiding common pitfalls.

Oct 8, 2024 • 1h 24min
028 - Eric Crittenden - A Portfolio for All Seasons
Eric Crittenden, Chief Investment Officer at Standpoint Funds, shares his insights on creating all-weather portfolios designed to withstand market unpredictability. He emphasizes a strategy that blends managed futures, global equities, and treasury bills for robust wealth preservation. Eric warns against the pitfalls of over-stabilizing equity curves, advocating for a simple yet effective approach to portfolio management. His unique perspective highlights the delicate balance between data-driven decision-making and the unforeseen nature of financial markets.


