Earnings reports are critical events for investors as they provide insight into a company's financial health. When a company like Rayonier Advanced Materials reports earnings that are below market expectations, it often leads to a decrease in stock price in the short term. This is because investors may adjust their expectations for future profitability downwards, leading to a sell-off.