CHALLENGE For a medium-sized investment management firm based in California, quality estimates data was a critical component of day-to-day operations. Whether used to predict earnings surprises, accurately assess analyst ratings, or define an investment strategy , the higher the quality of the content, the more accurate the resulting output. However , despite the firm ’ s decades of experience and successful management of over $4 billion in a

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