Estimated earnings is basically forecasted sales minus forecasted expenses, including taxes and interest. Estimated earnings can also be calculated by trends. By looking at prior trends, regression analysis can be used to determine an estimate of earnings.
Market participants rely heavily on earnings estimates to gauge a company's performance when announcing quarterly or annual results. The analysts' earnings estimates are used as a benchmark to measure a firm's performance relative to how experts expected it would do.