Picking stocks: Al's potential and limitations
The Straits Times|February 05, 2024
Even as financial firms race to harness the technology, hurdles remain
Picking stocks: Al's potential and limitations

Financial firms are racing to integrate artificial intelligence (AI) into as many of their operations as they can. But investors continue to struggle to harness the technology to the business' central goal: predicting price movements in a way that boosts profits.

It is a challenge that is proving far tougher than enlisting computer algorithms to summarise research reports. Even those sure that AI will one day revolutionise stock-picking think getting there will come through a long series of small tweaks and might initially produce a modest edge, though on Wall Street, even a modest edge can mint billions.

1. HOW ARE FINANCIAL FIRMS USING AI?

In all sorts of roles, including customer service and making trade execution more efficient. JPMorgan Chase says that it sees more than 300 use cases for AI across its operations. In terms of boosting investment returns, hopes largely rest on machine learning, the subfield of AI where computers are trained on massive amounts of data to perform particular tasks.

Machine learning encompasses both generative AI - the content-creating power behind ChatGPT and predictive AI, which uses past results to forecast future outcomes.

All of this builds on so-called quantitative, or quant, investing, a decades-old approach in which money managers have used computers to crunch piles of numbers to develop formulas for picking securities.

2. HOW CAN THESE PROGRAMS ADD TO STOCK PICKING?

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