The document analyzes the accuracy of company-issued earnings guidance compared to analyst estimates, finding that companies are generally more accurate, especially when providing positive guidance, which tends to surprise analysts. The stock price responses to guidance announcements show that positive guidance yields a 2.6% excess return while negative guidance leads to a 1.3% loss, indicating that the market reacts differently based on the nature of the guidance. Overall, while company guidance informs market expectations, analysts refining their estimates based on this guidance can produce even more accurate results.