David Allen

David Allen is the founder and CIO of Octane Investments, a firm focused on quantitative strategies with particular expertise in the energy sector. David has decades of experience in energy markets, quantitative trading, and systematic portfolio management. On this episode of Behind the Ticker, David joins Brad for a deep dive into how Octane approaches energy markets through quantitative models, why commodity markets have structural inefficiencies that equity markets don't, and how energy exposure provides genuine portfolio diversification.

Building Quantitative Models for Energy Markets

David explains that Octane was built around a specific insight: energy markets have unique characteristics that make them particularly well-suited to quantitative approaches. Unlike equity markets, where thousands of analysts cover the same stocks and information is rapidly incorporated into prices, energy markets have structural inefficiencies driven by physical supply and demand constraints, storage costs and capacity limits, weather patterns, transportation logistics, and geopolitical factors. These real-world frictions create persistent dislocations between price and fundamental value that systematic models can identify and exploit.

Octane's models analyze multiple data streams simultaneously. On the fundamental side, they're tracking inventory levels, production data, refinery utilization, pipeline flows, and demand forecasts across multiple energy commodities. Technical signals capture momentum, mean reversion, and volatility patterns. Macro indicators provide context for the broader economic environment. David emphasizes that the firm doesn't try to predict oil prices six months out. They look for shorter-term dislocations where data suggests price is diverging from value, with holding periods ranging from days to weeks and risk parameters built into every position from inception.

Why Energy Markets Are Fundamentally Different

David makes a compelling case for why energy markets behave differently from equities. In stock markets, correlations spike during crises and the overall market moves together. Energy commodities can move in completely opposite directions based on their specific supply and demand dynamics. Natural gas can crash while crude oil rallies. Refined product spreads can move independently of both underlying commodities. Geographic basis differentials between WTI in Cushing and Brent in Europe create yet another dimension of potential return.

This creates what David calls a "multi-dimensional playing field." Octane trades across directional positions, spread relationships between different commodities, term structure dynamics (contango versus backwardation), and relative value between geographic pricing benchmarks. Each dimension offers return streams largely uncorrelated to each other and to broader financial markets.

David also highlights seasonal patterns. Heating season drives natural gas demand in winter, driving season boosts gasoline in summer, and cooling demand creates electricity price spikes. The patterns are well-known, but their magnitude and timing vary each year. The quantitative models add value by calibrating position sizing to current conditions rather than mechanically following historical averages.

Portfolio Diversification That Actually Works

Brad and David discussed where energy exposure fits in an advisor's portfolio. David argues that most portfolios have minimal direct commodity exposure, even if they own energy stocks through broad indices. The return profile of energy commodities is fundamentally different from energy equities. Commodity prices respond to supply and demand fundamentals. Energy stock prices are influenced by management decisions, capital allocation, dividend policies, ESG sentiment, and broad market beta. Owning Exxon is not the same as having commodity exposure.

David points to 2022 as the defining example: stocks and bonds both fell significantly, destroying the diversification assumption behind the 60/40 portfolio. Energy commodities rallied sharply in the same period. A systematic energy allocation would have provided meaningful portfolio-level protection when traditional diversification failed. That non-correlated return stream is what alternatives are supposed to deliver, and energy commodities actually do.

The firm's approach to risk management is worth noting. Every position has predetermined stop losses and position sizing rules built in from the moment it enters the portfolio. David doesn't wait for a position to "come back." If the data says the thesis is broken, the position gets cut. This discipline, combined with the multi-dimensional approach across different energy sub-markets, means the portfolio can generate returns in a wide variety of energy market environments rather than depending on one commodity moving in one direction.

David also discussed the evolving energy space. While the narrative around renewable energy transition dominates financial media, the reality is that global energy demand continues to grow, and hydrocarbons are meeting the bulk of that incremental demand, particularly in developing economies. The investment opportunity in traditional energy is far from over. Octane's quantitative approach allows the firm to be agnostic about which energy source "wins" and instead focus on where the data shows the best risk-adjusted opportunities at any given time.

Key Takeaways

• Octane Investments uses quantitative models to trade energy markets across multiple dimensions: directional, inter-commodity spreads, term structure, and geographic basis differentials.
• Energy markets have structural inefficiencies driven by physical supply/demand, storage, weather, and logistics that create persistent opportunities not available in more efficient equity markets.
• Energy commodity returns are fundamentally different from energy stock returns. Owning Exxon is not the same as having commodity exposure, and the two serve different portfolio roles.
• In 2022, energy commodities rallied while stocks and bonds both fell, demonstrating the genuine diversification value that most traditional portfolios are missing entirely.
• Seasonal patterns in energy create recurring opportunities, but Octane's models add value by calibrating to current conditions rather than following historical seasonal averages.

Listen to the full conversation on Spotify, Apple Podcasts, or YouTube.