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Stock impact report

How AI is changing earnings call analysis—and stock picks [Fortune]

Accel Entertainment, Inc. (ACEL) 
Company Research Source: Fortune
For many years, financial sentiment analysis relied on simple word lists. Take for instance, on an earnings call, that would mean counting a CEO or CFO's positive phrases like “strong growth” and negative ones like “unexpected losses”—to assign a sentiment score. This rules-based system was transparent and easy to explain. LLMs, in contrast, interpret context and language structure, allowing them to recognize that phrases such as “growth slowed less than expected” are positive, despite negative words, according to a study by S&P Global Market Intelligence. The findings demonstrate that LLMs can extract insights from earnings call transcripts and convert them into actionable trading signals. These AI-driven signals closely match those from traditional, rules-based sentiment models, showing both methods measure the same underlying reality. While LLMs are more complex and costly, the study found their fine-tuned strategies could have delivered double the excess return compared to tr Show less Read more
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