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Studies show that biased financial reporting costs individual investors billions annually through poor decision-making influenced by emotional language and selective data presentation.
of financial articles contain promotional language that influences investor sentiment
estimated annual losses from bias-influenced investment decisions by retail investors
of investors report difficulty identifying bias in financial news and analysis

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Advanced NLP models quantify sentiment with confidence intervals using FinBERT technology
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