Hardening Soft Information: Evidence on Analyst Integration Costs

Analysts use natural language to express subjective expectations about firms' futures, and this linguistic expression predicts errors in their subsequent numerical forecasts. The study shows that vague knowledge is often communicated through language because precise numbers are unavailable, leading analysts to make rational choices between soft (language) and hard (numbers) communication formats.

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