How The Largest Hedge Funds Are Using AI To Increase Profits

In the financial world, Artificial Intelligence (AI) is not a new player on the field. For decades, hedge funds have tirelessly sought methods to boost their profits, often turning to technology for answers. The vanguard of this phenomenon is the Medallion Fund from Renaissance Technologies which pioneered the application of AI in hedge fund management.
Starting with Renaissance Technologies, AI was introduced to the financial markets as a tool to optimize trading strategies. Established in 1982 by former codebreaker James Simons, its flagship product - the Medallion Fund, quickly became a legend in Wall Street, cranking out eye-popping annual returns of more than 66%.
Fast forward to the present, hedge funds around the globe are now in a technological arms race, leveraging AI for extracting insights from vast financial datasets. As Russell Hardy, CEO of Vitol, the world's largest oil trader, stated, firms aim to utilize AI to increase business efficiency and develop a trading edge by having superior analytical capabilities than competitors. A specific example is the Citadel hedge fund, whose successful adoption of AI has helped it displace Bridgewater as the most successful hedge fund of all time, with record earnings of $16 billion in 2022.
Competition to harness AI capabilities is immense, driven partly by the desire to beat rivals who have less physical commodity movement but built thriving businesses by trading commodity-linked securities. Citadel, which initially hired a 20-person team of weather forecasters, has witnessed its commodity trading team expand to over 300 individuals, including analysts and engineers. This, as Sebastian Barrack, in charge of Citadel's expansion into energy and raw materials, stipulated, has created an informational advantage, making Citadel’s team “better-informed investors”.
Significantly, AI's impact is also profoundly felt in power and commodity trading. Traditional commodity traders like Trafigura, which made a record of $7.4 billion in 2023, are feeling the pressure. The rise of data-driven trading firms who captured 25% of gas and power trading profits globally in 2022, up from less than 5% in 2021, as estimated by consultants McKinsey, is pushing other players to heavily invest in AI.
These firms upload several billion pieces of data into the cloud daily. The challenge then becomes using AI to process this vast quantity of data efficiently to inform trading decisions. As Richard Holtum, head of gas, power and renewables at Trafigura, put it, they are only now scratching the surface of what AI can do in this sector.
One of the primary beneficiaries in the burgeoning AI trend has been Citadel. Armed with a wealth of data and the ability to process it rapidly, Citadel is using information to its advantage to claim larger market positions. However, while Citadel's success is apparent, other traders like Mercuria are pouring resources into AI development to narrow the gap. According to Mercuria's Marco Dunand, the critical endeavor is "to develop our own AI machines in order to kind of close those gaps,” signaling a future where artificial intelligence will serve as the linchpin of successful hedge fund strategies.
The rise of AI in hedge fund management underlines the digital revolution reshaping financial services. However, as Dunand said, “You can actually be a player in the market without trading physical, but that’s not for us,” suggesting that traditional trading still has a role despite AI's continued ascendancy. This balance between need for traditional trading skills and AI's promising potential constitutes the exciting tightrope that future hedge fund operations will walk.
References: https://www.ft.com/content/ffc4d781-8761-47e4-bb2b-83fa974252b1
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